add run opt4_ubits8_po2

opt4_mint_membrane_quant/opt4_ubits8_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_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,1,2.305966129090263,0.47769516728624534,4.040577722318245,0.3333333333333333,0.3333333333333333,460820.17378393665,2.627789258956909,2.6,2026-08-21T21:46:25.733173+00:00,0.09581842974704854,0.1404038676444222,0.1635183911113178,0.19230877125964446,0.20492633125361273,0.159395,"[0.09581842974704854, 0.1404038676444222, 0.1635183911113178, 0.19230877125964446, 0.20492633125361273]",1,126.48,0.09232,96.0,6626.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,2,1.8033700538833788,0.5557620817843866,1.5983907598437685,0.5113636363636364,0.5113636363636364,469496.119061086,2.1300528049468994,4.8,2026-08-21T21:46:27.893527+00:00,0.097028548226637,0.143607134328169,0.1668131684555727,0.1995178610086441,0.21741718667394974,0.164877,"[0.097028548226637, 0.143607134328169, 0.1668131684555727, 0.1995178610086441, 0.21741718667394974]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,3,1.6366389967695045,0.5762081784386617,1.1737884553995999,0.5643939393939394,0.5643939393939394,473379.0886595022,2.142144203186035,6.9,2026-08-21T21:46:30.065607+00:00,0.10036231051473056,0.14119846680585077,0.16584762667908387,0.19866011861492605,0.22167680544011734,0.165549,"[0.10036231051473056, 0.14119846680585077, 0.16584762667908387, 0.19866011861492605, 0.22167680544011734]",1,134.39,0.07997,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,4,1.4744583625332575,0.5929368029739777,1.1029632994622895,0.6363636363636364,0.6363636363636364,492318.5893665158,2.1488091945648193,9.0,2026-08-21T21:46:32.246142+00:00,0.10593974152032067,0.14500272624632893,0.17021685225122116,0.20541064178242402,0.23071903603918412,0.171458,"[0.10593974152032067, 0.14500272624632893, 0.17021685225122116, 0.20541064178242402, 0.23071903603918412]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,5,1.428130260187454,0.6245353159851301,1.00169229146206,0.6401515151515151,0.6401515151515151,477442.7815328054,2.1464059352874756,11.2,2026-08-21T21:46:34.424064+00:00,0.10347967419554205,0.14092913357650533,0.16239879587117365,0.19550271069302277,0.22480597916771383,0.165423,"[0.10347967419554205, 0.14092913357650533, 0.16239879587117365, 0.19550271069302277, 0.22480597916771383]",1,113.68,0.06778,98.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,6,1.372069388960374,0.637546468401487,1.1353409507057883,0.6060606060606061,0.6401515151515151,479301.54963235295,2.1498148441314697,13.3,2026-08-21T21:46:36.608758+00:00,0.10039078444242477,0.145186524180805,0.1689384325462229,0.19867458325975082,0.22799054401762345,0.168236,"[0.10039078444242477, 0.145186524180805, 0.1689384325462229, 0.19867458325975082, 0.22799054401762345]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,7,1.3267164345567555,0.6412639405204461,0.9723947301055446,0.625,0.6401515151515151,467642.8122171946,2.1588337421417236,15.5,2026-08-21T21:46:38.792371+00:00,0.09762704284752116,0.14290427986313314,0.16393265654059017,0.19224366458023295,0.2276782042839948,0.164877,"[0.09762704284752116, 0.14290427986313314, 0.16393265654059017, 0.19224366458023295, 0.2276782042839948]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,8,1.3313011015214884,0.6654275092936803,0.8987186099543716,0.6742424242424242,0.6742424242424242,452933.9021493213,2.160980224609375,17.7,2026-08-21T21:46:40.980131+00:00,0.09319388910251505,0.13928259558537426,0.16186832768075607,0.18854214426349192,0.22174452069927664,0.160926,"[0.09319388910251505, 0.13928259558537426, 0.16186832768075607, 0.18854214426349192, 0.22174452069927664]",1,145.06,0.08708,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,9,1.2659608803717177,0.6784386617100372,1.1938381989796956,0.5568181818181818,0.6742424242424242,457502.51399886876,2.1626431941986084,19.8,2026-08-21T21:46:43.177094+00:00,0.09453354206155329,0.1397567058310789,0.1641368436462739,0.18910607082002304,0.2215198155711679,0.161811,"[0.09453354206155329, 0.1397567058310789, 0.1641368436462739, 0.18910607082002304, 0.2215198155711679]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,10,1.278167184843893,0.654275092936803,0.7208900903210496,0.7045454545454546,0.7045454545454546,447865.76442307694,2.1610422134399414,22.0,2026-08-21T21:46:45.364344+00:00,0.09222791256273494,0.1382813366020427,0.15859653143321767,0.18651666536050684,0.22022980977507198,0.15917,"[0.09222791256273494, 0.1382813366020427, 0.15859653143321767, 0.18651666536050684, 0.22022980977507198]",1,134.64,0.08082,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,11,1.2733831033387593,0.6672862453531598,0.7856705748673641,0.6893939393939394,0.7045454545454546,442409.7839366516,2.161006450653076,24.1,2026-08-21T21:46:47.557076+00:00,0.09139570287045311,0.13688486463883343,0.15499009454951568,0.1843303257928175,0.21155201161608977,0.155831,"[0.09139570287045311, 0.13688486463883343, 0.15499009454951568, 0.1843303257928175, 0.21155201161608977]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,12,1.2581581856681512,0.654275092936803,0.8158585971051996,0.6401515151515151,0.7045454545454546,452557.86496040726,2.1528260707855225,26.3,2026-08-21T21:46:49.737071+00:00,0.09490928755087011,0.1391417270197588,0.1554545207935221,0.18544059290605433,0.2145431488752365,0.157898,"[0.09490928755087011, 0.1391417270197588, 0.1554545207935221, 0.18544059290605433, 0.2145431488752365]",1,116.02,0.06938,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,13,1.1811435967129846,0.7044609665427509,0.7935684576179042,0.6590909090909091,0.7045454545454546,435992.78930995474,2.153789758682251,28.5,2026-08-21T21:46:51.919519+00:00,0.08999098442933139,0.13573547145899603,0.15179080472272985,0.17964380804230184,0.2146997241412892,0.154372,"[0.08999098442933139, 0.13573547145899603, 0.15179080472272985, 0.17964380804230184, 0.2146997241412892]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,14,1.1894932333864687,0.6988847583643123,0.7844206708850283,0.6931818181818182,0.7045454545454546,433483.95941742085,2.1485579013824463,30.6,2026-08-21T21:46:54.095149+00:00,0.08814510045682683,0.1370873907033135,0.1522121026235468,0.17776070535182953,0.21103903037660263,0.153249,"[0.08814510045682683, 0.1370873907033135, 0.1522121026235468, 0.17776070535182953, 0.21103903037660263]",1,136.46,0.08144,95.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,15,1.2000442871816983,0.7007434944237918,0.8613678650422529,0.6477272727272727,0.7045454545454546,422589.9742647059,2.1506154537200928,32.8,2026-08-21T21:46:56.271236+00:00,0.08649162509862114,0.1333919719738119,0.1460110720466165,0.17532386061023264,0.21333440787651958,0.150911,"[0.08649162509862114, 0.1333919719738119, 0.1460110720466165, 0.17532386061023264, 0.21333440787651958]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,16,1.2456918684523346,0.671003717472119,0.8197859959168867,0.6628787878787878,0.7045454545454546,422104.6204751131,2.1448843479156494,34.9,2026-08-21T21:46:58.443580+00:00,0.08901025354862213,0.1305443846127566,0.14172414383467505,0.17160885474261114,0.2074454295284608,0.148067,"[0.08901025354862213, 0.1305443846127566, 0.14172414383467505, 0.17160885474261114, 0.2074454295284608]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,17,1.1205917255585964,0.7156133828996283,0.9903751124035228,0.6174242424242424,0.7045454545454546,417528.8505373303,2.144649028778076,37.0,2026-08-21T21:47:00.614806+00:00,0.08663730367141612,0.12980107612469616,0.14316815400824828,0.17461521835888133,0.21100925435038173,0.149046,"[0.08663730367141612, 0.12980107612469616, 0.14316815400824828, 0.17461521835888133, 0.21100925435038173]",1,129.05,0.07688,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,18,1.212059346273486,0.7007434944237918,0.8201091506264426,0.6590909090909091,0.7045454545454546,410342.2484445701,2.1408956050872803,39.2,2026-08-21T21:47:02.782093+00:00,0.0857477416010464,0.12719588595278122,0.13937753175987916,0.17053954566226287,0.20281963488634894,0.145136,"[0.0857477416010464, 0.12719588595278122, 0.13937753175987916, 0.17053954566226287, 0.20281963488634894]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,19,1.1360117449636353,0.7100371747211895,1.0591485247467503,0.5984848484848485,0.7045454545454546,397714.2425056561,2.142718553543091,41.3,2026-08-21T21:47:04.951952+00:00,0.08109960310599383,0.1241795135771527,0.1397162395365098,0.17119932437644286,0.20501548490103552,0.144242,"[0.08109960310599383, 0.1241795135771527, 0.1397162395365098, 0.17119932437644286, 0.20501548490103552]",1,141.1,0.08398,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,20,1.1899819471579058,0.7137546468401487,0.8066144278555205,0.6439393939393939,0.7045454545454546,386726.10746606335,2.1381421089172363,43.5,2026-08-21T21:47:07.117757+00:00,0.07716997099273346,0.12292437036247815,0.1375238264308256,0.1692859740818248,0.2011958509683609,0.14162,"[0.07716997099273346, 0.12292437036247815, 0.1375238264308256, 0.1692859740818248, 0.2011958509683609]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,21,1.0864702281455567,0.7620817843866171,0.6875384179028597,0.6931818181818182,0.7045454545454546,389867.39352375566,2.1367361545562744,45.6,2026-08-21T21:47:09.282279+00:00,0.08036584757706698,0.12194907665252686,0.1334895811536733,0.16617805554586298,0.19904351585051594,0.140205,"[0.08036584757706698, 0.12194907665252686, 0.1334895811536733, 0.16617805554586298, 0.19904351585051594]",1,137.72,0.08174,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,22,1.0714119827880293,0.7360594795539034,0.8363146565177224,0.7045454545454546,0.7045454545454546,387707.2765837104,2.1373038291931152,47.7,2026-08-21T21:47:11.445808+00:00,0.07755482328288696,0.12364928249050589,0.1372944274369408,0.16587410165983088,0.19872359931468964,0.140619,"[0.07755482328288696, 0.12364928249050589, 0.1372944274369408, 0.16587410165983088, 0.19872359931468964]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,23,1.1403623772819689,0.7211895910780669,0.6620283614505421,0.7234848484848485,0.7234848484848485,384710.73416289594,2.1382155418395996,49.9,2026-08-21T21:47:13.609525+00:00,0.07682940188576193,0.12304012871840421,0.13637200523825252,0.16319164721404805,0.19845796858563142,0.139578,"[0.07682940188576193, 0.12304012871840421, 0.13637200523825252, 0.16319164721404805, 0.19845796858563142]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,24,1.0581407125997722,0.775092936802974,0.8819805419806278,0.6628787878787878,0.7234848484848485,372443.6162330317,2.132974624633789,52.0,2026-08-21T21:47:15.775653+00:00,0.0752059107317644,0.1189237232593929,0.12914181851288853,0.15756254424067104,0.19624011043240042,0.135415,"[0.0752059107317644, 0.1189237232593929, 0.12914181851288853, 0.15756254424067104, 0.19624011043240042]",1,140.0,0.08295,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,25,1.1072584262124667,0.741635687732342,0.7655890773643147,0.6856060606060606,0.7234848484848485,377660.08031674207,2.1309473514556885,54.1,2026-08-21T21:47:17.932327+00:00,0.07923130647224538,0.11869861317031524,0.1246072018847746,0.15318896227023182,0.19152927048066082,0.133451,"[0.07923130647224538, 0.11869861317031524, 0.1246072018847746, 0.15318896227023182, 0.19152927048066082]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,26,1.0819932900396865,0.7397769516728625,0.6995857484412916,0.7007575757575758,0.7234848484848485,377742.3819287331,2.1289901733398438,56.3,2026-08-21T21:47:20.086743+00:00,0.0773014386787134,0.12238277757869047,0.12482324154937968,0.15421545242562013,0.19394014162175796,0.134533,"[0.0773014386787134, 0.12238277757869047, 0.12482324154937968, 0.15421545242562013, 0.19394014162175796]",1,112.89,0.06676,97.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,27,1.084127719517534,0.7639405204460966,0.7249620412335251,0.6931818181818182,0.7234848484848485,369750.4107748869,2.1294829845428467,58.4,2026-08-21T21:47:22.243088+00:00,0.07566846994792714,0.11934610763016869,0.12284122144474703,0.15146123135791106,0.19585719091050766,0.133035,"[0.07566846994792714, 0.11934610763016869, 0.12284122144474703, 0.15146123135791106, 0.19585719091050766]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,28,1.1728733809020884,0.7137546468401487,0.8188919849468,0.7045454545454546,0.7234848484848485,361587.8119343891,2.127983808517456,60.5,2026-08-21T21:47:24.396358+00:00,0.07240346512373756,0.1184419134960455,0.12200459750259623,0.15228753493112676,0.19115251302719116,0.131258,"[0.07240346512373756, 0.1184419134960455, 0.12200459750259623, 0.15228753493112676, 0.19115251302719116]",1,72.61,0.04292,97.0,3315.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,29,1.086600473822271,0.7527881040892194,0.6147121931567336,0.6818181818181818,0.7234848484848485,345904.61213235295,2.1404497623443604,62.7,2026-08-21T21:47:26.561776+00:00,0.07080964963225757,0.10976022394264445,0.11610561346306521,0.15130755918867447,0.18918105609276714,0.127433,"[0.07080964963225757, 0.10976022394264445, 0.11610561346306521, 0.15130755918867447, 0.18918105609276714]",1,63.53,0.03777,94.0,3315.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,30,1.0422898748107117,0.758364312267658,0.8029674562540922,0.696969696969697,0.7234848484848485,331930.3149038462,2.1327016353607178,64.8,2026-08-21T21:47:28.719716+00:00,0.06681222030345131,0.10848594588391922,0.10946729428627912,0.14549079449737773,0.1876640845747555,0.123584,"[0.06681222030345131, 0.10848594588391922, 0.10946729428627912, 0.14549079449737773, 0.1876640845747555]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,31,1.0713501601414166,0.7379182156133829,0.7209477171753392,0.7007575757575758,0.7234848484848485,335888.26484728506,2.1269192695617676,66.9,2026-08-21T21:47:30.873345+00:00,0.0681511492413633,0.10869515950188917,0.11103761283790364,0.1464788054718691,0.18476498302291422,0.123826,"[0.0681511492413633, 0.10869515950188917, 0.11103761283790364, 0.1464788054718691, 0.18476498302291422]",1,138.84,0.08203,96.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,32,1.0331381643571818,0.7695167286245354,0.533867870316361,0.7803030303030303,0.7803030303030303,328602.8048642534,2.1344048976898193,69.1,2026-08-21T21:47:33.033525+00:00,0.06623194629655164,0.10724055547924603,0.10844814163797042,0.14352370009702795,0.18586339144145742,0.122262,"[0.06623194629655164, 0.10724055547924603, 0.10844814163797042, 0.14352370009702795, 0.18586339144145742]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,33,1.0263732213069958,0.7713754646840149,0.7166792976133751,0.7272727272727273,0.7803030303030303,318747.66459276015,2.1320743560791016,71.2,2026-08-21T21:47:35.199416+00:00,0.06516101868713603,0.10362610264736064,0.10241257136358935,0.1389014852397582,0.1799367499702117,0.118008,"[0.06516101868713603, 0.10362610264736064, 0.10241257136358935, 0.1389014852397582, 0.1799367499702117]",1,111.75,0.06618,96.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,34,1.0445184246758104,0.7620817843866171,0.7164108247467966,0.7386363636363636,0.7803030303030303,318551.6637443439,2.1327896118164062,73.3,2026-08-21T21:47:37.359753+00:00,0.06724184532375897,0.1006595715880394,0.09993117346483119,0.13787222171531005,0.17835957162520466,0.116813,"[0.06724184532375897, 0.1006595715880394, 0.09993117346483119, 0.13787222171531005, 0.17835957162520466]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,35,1.052927710752948,0.775092936802974,0.6348197243430398,0.7651515151515151,0.7803030303030303,312608.76866515836,2.1322591304779053,75.5,2026-08-21T21:47:39.520872+00:00,0.06364998089916565,0.10127717607161578,0.1014837705913712,0.1385051222408519,0.18377887501436121,0.117739,"[0.06364998089916565, 0.10127717607161578, 0.1014837705913712, 0.1385051222408519, 0.18377887501436121]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,36,1.0265222191810608,0.7676579925650557,0.7054013194459857,0.7159090909090909,0.7803030303030303,313852.1298076923,2.1398403644561768,77.6,2026-08-21T21:47:41.686251+00:00,0.064155692125068,0.10153187460759107,0.10152017106028165,0.13785298869890325,0.18132759543026195,0.117278,"[0.064155692125068, 0.10153187460759107, 0.10152017106028165, 0.13785298869890325, 0.18132759543026195]",1,141.0,0.08381,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,37,0.980691614647337,0.7936802973977695,0.7754368456927213,0.7575757575757576,0.7803030303030303,315287.64691742085,2.1399803161621094,79.7,2026-08-21T21:47:43.851379+00:00,0.06348222231163698,0.10315488804789151,0.10409112669089261,0.1363525653586668,0.18071365356445312,0.117559,"[0.06348222231163698, 0.10315488804789151, 0.10409112669089261, 0.1363525653586668, 0.18071365356445312]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,38,1.0034627418092636,0.7955390334572491,0.5842205864010435,0.7689393939393939,0.7803030303030303,308639.845729638,2.1388790607452393,81.9,2026-08-21T21:47:46.017481+00:00,0.06308572717449244,0.10001083682565128,0.0999060373972444,0.1339986692456638,0.17853251011932597,0.115107,"[0.06308572717449244, 0.10001083682565128, 0.0999060373972444, 0.1339986692456638, 0.17853251011932597]",1,127.36,0.07567,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,39,0.9872702253795468,0.7862453531598513,0.7068219311309584,0.7121212121212122,0.7803030303030303,304764.6565328054,2.137556552886963,84.0,2026-08-21T21:47:48.181134+00:00,0.06189839015988743,0.10003162964301951,0.09790021794683793,0.1314788057523615,0.175629404537818,0.113388,"[0.06189839015988743, 0.10003162964301951, 0.09790021794683793, 0.1314788057523615, 0.175629404537818]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,40,0.9834206565162064,0.7843866171003717,0.5717501983498082,0.7727272727272727,0.7803030303030303,300297.8141968326,2.1387858390808105,86.2,2026-08-21T21:47:50.344950+00:00,0.06069390081307467,0.09887415784246781,0.0958742214476361,0.13403103719739354,0.1753891820416731,0.112972,"[0.06069390081307467, 0.09887415784246781, 0.0958742214476361, 0.13403103719739354, 0.1753891820416731]",1,116.95,0.06948,99.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,41,0.894744700215563,0.8531598513011153,0.5807132197148872,0.7727272727272727,0.7803030303030303,290201.66911764705,2.142740249633789,88.3,2026-08-21T21:47:52.517967+00:00,0.05913183224551818,0.0949767323977807,0.09160502737059313,0.13023056615801418,0.17600994250353644,0.110391,"[0.05913183224551818, 0.0949767323977807, 0.09160502737059313, 0.13023056615801418, 0.17600994250353644]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,42,0.9358503144913003,0.8085501858736059,0.5483503919659238,0.8068181818181818,0.8068181818181818,293450.33017533936,2.152310848236084,90.5,2026-08-21T21:47:54.698678+00:00,0.059116678860257656,0.09623689072973587,0.09484763574950836,0.1320266635978923,0.17873058073660908,0.112192,"[0.059116678860257656, 0.09623689072973587, 0.09484763574950836, 0.1320266635978923, 0.17873058073660908]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,43,0.9156557248427523,0.8271375464684015,0.8524413108825684,0.7386363636363636,0.8068181818181818,291692.7195984163,2.1454803943634033,92.6,2026-08-21T21:47:56.874486+00:00,0.05847135295762735,0.09744434102493174,0.09237075071124469,0.12947286577785716,0.17410820371964397,0.110374,"[0.05847135295762735, 0.09744434102493174, 0.09237075071124469, 0.12947286577785716, 0.17410820371964397]",1,140.5,0.08373,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,44,0.9723803706771822,0.8066914498141264,1.2578768513419412,0.6515151515151515,0.8068181818181818,287080.0690045249,2.152906656265259,94.7,2026-08-21T21:47:59.054660+00:00,0.057206396451767755,0.09614409374840119,0.0912207947934375,0.1295264258104212,0.17429966348059037,0.109679,"[0.057206396451767755, 0.09614409374840119, 0.0912207947934375, 0.1295264258104212, 0.17429966348059037]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,45,1.0280504251058218,0.7973977695167286,0.7490213684963457,0.7159090909090909,0.8068181818181818,291838.91614819004,2.145591974258423,96.9,2026-08-21T21:48:01.228208+00:00,0.06151970410171677,0.09452495855443618,0.08664705560487859,0.1280172528589473,0.1749646462061826,0.109135,"[0.06151970410171677, 0.09452495855443618, 0.08664705560487859, 0.1280172528589473, 0.1749646462061826]",1,132.42,0.07892,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,46,1.0289727170228071,0.7732342007434945,0.6587013439698652,0.7007575757575758,0.8068181818181818,281703.0048076923,2.156477689743042,99.1,2026-08-21T21:48:03.421418+00:00,0.05801414523054572,0.0914576158804052,0.08754105822128408,0.1278767384150449,0.17260968334534588,0.1075,"[0.05801414523054572, 0.0914576158804052, 0.08754105822128408, 0.1278767384150449, 0.17260968334534588]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,47,0.9765292421592656,0.8048327137546468,0.6038182106885043,0.7613636363636364,0.8068181818181818,285762.66727941175,2.1513924598693848,101.2,2026-08-21T21:48:05.600934+00:00,0.06056424055029364,0.09109826517455719,0.0862819254398346,0.12608958824592478,0.1703062793787788,0.106868,"[0.06056424055029364, 0.09109826517455719, 0.0862819254398346, 0.12608958824592478, 0.1703062793787788]",1,112.89,0.06746,97.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,48,0.9020907675023415,0.8531598513011153,0.6225197658394322,0.7462121212121212,0.8068181818181818,279553.7526866516,2.1476552486419678,103.4,2026-08-21T21:48:07.775977+00:00,0.0577074948917417,0.09156378051813911,0.0851582201088176,0.12525512760176377,0.16939587891101837,0.105816,"[0.0577074948917417, 0.09156378051813911, 0.0851582201088176, 0.12525512760176377, 0.16939587891101837]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,49,0.8825879327426612,0.8475836431226765,0.4519482616222266,0.8143939393939394,0.8143939393939394,277355.8679298642,2.157482862472534,105.5,2026-08-21T21:48:09.960318+00:00,0.0571791637031471,0.09087419422233806,0.08434159045710284,0.12559710618327646,0.1714932892252417,0.105897,"[0.0571791637031471, 0.09087419422233806, 0.08434159045710284, 0.12559710618327646, 0.1714932892252417]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,50,0.8582708057860903,0.8494423791821561,0.6040352763551654,0.7840909090909091,0.8143939393939394,272261.92434954754,2.1563262939453125,107.7,2026-08-21T21:48:12.146518+00:00,0.0566933963666944,0.0889484505443012,0.08111637786907308,0.12299910406855975,0.16837764838162592,0.103627,"[0.0566933963666944, 0.0889484505443012, 0.08111637786907308, 0.12299910406855975, 0.16837764838162592]",1,131.34,0.07867,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,51,0.8862019294256614,0.8513011152416357,0.5517918079188375,0.7916666666666666,0.8143939393939394,268094.72765837103,2.151414394378662,109.8,2026-08-21T21:48:14.322854+00:00,0.05509529240867671,0.08938304203398087,0.07923627995392855,0.12096393064540975,0.16582772135734558,0.102101,"[0.05509529240867671, 0.08938304203398087, 0.07923627995392855, 0.12096393064540975, 0.16582772135734558]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,52,0.843389014772323,0.8773234200743495,0.5029117627577349,0.8181818181818182,0.8181818181818182,261589.2169117647,2.150545597076416,112.0,2026-08-21T21:48:16.500574+00:00,0.05354821462841595,0.08737751184140935,0.07736371764365364,0.11998018534744487,0.15989364070050857,0.099633,"[0.05354821462841595, 0.08737751184140935, 0.07736371764365364, 0.11998018534744487, 0.15989364070050857]",1,121.5,0.07258,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,53,0.9204820890852067,0.8122676579925651,0.5240586607745199,0.7651515151515151,0.8181818181818182,263488.45489253395,2.149019241333008,114.1,2026-08-21T21:48:18.680423+00:00,0.05399784752551247,0.08763476811787661,0.07850201690898222,0.12034714178127401,0.16515288195189307,0.101127,"[0.05399784752551247, 0.08763476811787661, 0.07850201690898222, 0.12034714178127401, 0.16515288195189307]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,54,0.8372308673911821,0.8680297397769516,0.49721177238406555,0.7727272727272727,0.8181818181818182,260446.04015837106,2.1497511863708496,116.3,2026-08-21T21:48:20.855794+00:00,0.05258462731452549,0.08749254047870636,0.07893631169024636,0.11909429860465667,0.16599788122317372,0.100821,"[0.05258462731452549, 0.08749254047870636, 0.07893631169024636, 0.11909429860465667, 0.16599788122317372]",1,114.45,0.06834,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,55,0.8462887572533137,0.8717472118959108,0.5618713516177554,0.8068181818181818,0.8181818181818182,257661.05175339364,2.1498775482177734,118.4,2026-08-21T21:48:23.031322+00:00,0.05210704970009187,0.08671176258255453,0.07759031215134789,0.11724590948399376,0.16381920523503246,0.099495,"[0.05210704970009187, 0.08671176258255453, 0.07759031215134789, 0.11724590948399376, 0.16381920523503246]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,56,0.8494006989170627,0.879182156133829,0.7258609280441747,0.7651515151515151,0.8181818181818182,261092.64790723982,2.148334264755249,120.6,2026-08-21T21:48:25.208713+00:00,0.05263214185833931,0.08844993351136937,0.07824421016608968,0.11862643413683947,0.16176822781562805,0.099944,"[0.05263214185833931, 0.08844993351136937, 0.07824421016608968, 0.11862643413683947, 0.16176822781562805]",1,134.78,0.08043,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,57,0.8747914191958629,0.8568773234200744,0.5001250731222557,0.8295454545454546,0.8295454545454546,263062.4352375566,2.14556622505188,122.7,2026-08-21T21:48:27.381371+00:00,0.05469992471968427,0.08623155907672994,0.07805277231861563,0.11868282056906644,0.16852800898692188,0.101239,"[0.05469992471968427, 0.08623155907672994, 0.07805277231861563, 0.11868282056906644, 0.16852800898692188]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,58,0.8584698932764698,0.8550185873605948,0.43136501041325653,0.8371212121212122,0.8371212121212122,258151.151300905,2.152808427810669,124.9,2026-08-21T21:48:29.566421+00:00,0.052987247267190146,0.08597745483412463,0.07665794123621548,0.11666716503746369,0.1611627261428272,0.098691,"[0.052987247267190146, 0.08597745483412463, 0.07665794123621548, 0.11666716503746369, 0.1611627261428272]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,59,0.8258456439333778,0.8568773234200744,0.5262276756040978,0.7916666666666666,0.8371212121212122,254665.38376696836,2.1610147953033447,127.0,2026-08-21T21:48:31.766407+00:00,0.051619955283754015,0.08541926653946147,0.07635751015999738,0.117454832091051,0.16371866008814642,0.098914,"[0.051619955283754015, 0.08541926653946147, 0.07635751015999738, 0.117454832091051, 0.16371866008814642]",1,147.31,0.08843,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,60,0.8187771204678985,0.8698884758364313,0.5148425969210538,0.7765151515151515,0.8371212121212122,256006.65398755658,2.1475117206573486,129.2,2026-08-21T21:48:33.940996+00:00,0.052355298882021624,0.0854765286340433,0.07588278458398931,0.11733208859668058,0.16437109340639675,0.099084,"[0.052355298882021624, 0.0854765286340433, 0.07588278458398931, 0.11733208859668058, 0.16437109340639675]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,61,0.8509146958921922,0.8661710037174721,0.44231514406926703,0.8409090909090909,0.8409090909090909,252329.8733031674,2.1438560485839844,131.3,2026-08-21T21:48:36.110112+00:00,0.05151874111855731,0.083792305606253,0.07555858527912813,0.11739954089417177,0.1650626764577978,0.098666,"[0.05151874111855731, 0.083792305606253, 0.07555858527912813, 0.11739954089417177, 0.1650626764577978]",1,107.72,0.06415,94.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,62,0.8309426179162631,0.8717472118959108,0.49878581726189813,0.8068181818181818,0.8409090909090909,251231.11425339364,2.1477315425872803,133.5,2026-08-21T21:48:38.290194+00:00,0.05138169776867418,0.08349831709090401,0.07506512193118825,0.11575534589150373,0.16120746731758118,0.097382,"[0.05138169776867418, 0.08349831709090401, 0.07506512193118825, 0.11575534589150373, 0.16120746731758118]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,63,0.799546510535102,0.8884758364312267,0.440132967450402,0.8636363636363636,0.8636363636363636,248209.1848133484,2.146923065185547,135.6,2026-08-21T21:48:40.462032+00:00,0.05090528989539427,0.08244481682777405,0.07365416954545413,0.11441875073839636,0.16083015676806955,0.096451,"[0.05090528989539427, 0.08244481682777405, 0.07365416954545413, 0.11441875073839636, 0.16083015676806955]",1,66.68,0.03977,96.0,3315.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,64,0.8288866607229949,0.8828996282527881,0.5037940090352838,0.8257575757575758,0.8636363636363636,248250.38560520366,2.15142822265625,137.8,2026-08-21T21:48:42.644742+00:00,0.05141714938423213,0.08190793500227087,0.07285019404747907,0.11391020697705886,0.16333235712612376,0.096684,"[0.05141714938423213, 0.08190793500227087, 0.07285019404747907, 0.11391020697705886, 0.16333235712612376]",1,63.34,0.03785,97.0,3315.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,65,0.7826852302125838,0.9163568773234201,0.41356264461170544,0.8371212121212122,0.8636363636363636,249552.64960407242,2.1470894813537598,139.9,2026-08-21T21:48:44.818409+00:00,0.05126082371262943,0.08313757838571773,0.07368635561536341,0.11307896016275182,0.16498957574367523,0.097231,"[0.05126082371262943, 0.08313757838571773, 0.07368635561536341, 0.11307896016275182, 0.16498957574367523]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,66,0.7934608000804944,0.8940520446096655,0.46566599291382416,0.8295454545454546,0.8636363636363636,253267.4025735294,2.1462323665618896,142.1,2026-08-21T21:48:46.990185+00:00,0.051983697668594474,0.08486116239253212,0.07425284341854207,0.11409534294815625,0.15967245662913604,0.096973,"[0.051983697668594474, 0.08486116239253212, 0.07425284341854207, 0.11409534294815625, 0.15967245662913604]",1,126.95,0.07568,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,67,0.7693542248697529,0.9144981412639405,0.49801406354615185,0.8333333333333334,0.8636363636363636,251862.39606900452,2.1436290740966797,144.2,2026-08-21T21:48:49.158332+00:00,0.051935979329487854,0.08404524405212964,0.07333061186706319,0.11438820379621842,0.15902029942063725,0.096544,"[0.051935979329487854, 0.08404524405212964, 0.07333061186706319, 0.11438820379621842, 0.15902029942063725]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,68,0.7853476686548566,0.9014869888475836,0.5010530027476224,0.8484848484848485,0.8636363636363636,250864.98515271494,2.1457226276397705,146.3,2026-08-21T21:48:51.330390+00:00,0.05171574937070117,0.08395820067209356,0.07260823468951617,0.11377900444409426,0.16113605832352357,0.096639,"[0.05171574937070117, 0.08395820067209356, 0.07260823468951617, 0.11377900444409426, 0.16113605832352357]",1,112.39,0.06699,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,69,0.7639485903388948,0.9052044609665427,0.5154087209340298,0.8295454545454546,0.8636363636363636,247645.86764705883,2.146308422088623,148.5,2026-08-21T21:48:53.502467+00:00,0.0508901145966614,0.08275652194724363,0.07229212496210546,0.11344336104743621,0.15878629070871017,0.095634,"[0.0508901145966614, 0.08275652194724363, 0.07229212496210546, 0.11344336104743621, 0.15878629070871017]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,70,0.7556404821491596,0.9275092936802974,0.5181199989535592,0.821969696969697,0.8636363636363636,250768.41529977377,2.143880605697632,150.6,2026-08-21T21:48:55.670665+00:00,0.051429659566458535,0.08401806696372874,0.073261398164665,0.11474848231848549,0.15737324777771444,0.096166,"[0.051429659566458535, 0.08401806696372874, 0.073261398164665, 0.11474848231848549, 0.15737324777771444]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,71,0.7506977107001946,0.9237918215613383,0.4504220101869468,0.8333333333333334,0.8636363636363636,247870.97115384619,2.136899948120117,152.8,2026-08-21T21:48:57.833191+00:00,0.051075332085875905,0.08252526644398184,0.07220752581077464,0.11428068797377978,0.16079632587292614,0.096177,"[0.051075332085875905, 0.08252526644398184, 0.07220752581077464, 0.11428068797377978, 0.16079632587292614]",1,133.31,0.07913,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,72,0.7487406901267382,0.9237918215613383,0.5078220209389022,0.8295454545454546,0.8636363636363636,249171.54510746605,2.1420764923095703,154.9,2026-08-21T21:49:00.001179+00:00,0.0514751635491848,0.08286445105777067,0.07244579011903089,0.11434180859257193,0.15716796149225795,0.095659,"[0.0514751635491848, 0.08286445105777067, 0.07244579011903089, 0.11434180859257193, 0.15716796149225795]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,73,0.7513680101327294,0.9219330855018587,0.4851641185355909,0.8409090909090909,0.8636363636363636,251390.35350678736,2.159886121749878,157.1,2026-08-21T21:49:02.187694+00:00,0.051653821021318436,0.08382320929976071,0.07375237871618832,0.11542465581613429,0.1589166635976118,0.096714,"[0.051653821021318436, 0.08382320929976071, 0.07375237871618832, 0.11542465581613429, 0.1589166635976118]",1,116.88,0.07012,95.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,74,0.7349402470216432,0.9144981412639405,0.45751142592141125,0.8522727272727273,0.8636363636363636,251503.1849547511,2.1426219940185547,159.2,2026-08-21T21:49:04.356954+00:00,0.05204316732638022,0.08364857952384387,0.07281103817855611,0.11505083301488091,0.16154001916156097,0.097019,"[0.05204316732638022, 0.08364857952384387, 0.07281103817855611, 0.11505083301488091, 0.16154001916156097]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,75,0.7536094501116019,0.9107806691449815,0.4785563990925298,0.8371212121212122,0.8636363636363636,247698.30783371042,2.145825147628784,161.4,2026-08-21T21:49:06.542141+00:00,0.051172067137325514,0.0826048434657209,0.07130724892896764,0.11441249444204218,0.15991975630030913,0.095883,"[0.051172067137325514, 0.0826048434657209, 0.07130724892896764, 0.11441249444204218, 0.15991975630030913]",1,112.48,0.06705,97.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,76,0.7226879388426316,0.929368029739777,0.5739829328024026,0.8143939393939394,0.8636363636363636,248862.4442873303,2.1463654041290283,163.5,2026-08-21T21:49:08.715648+00:00,0.0518319374498199,0.0825514736420968,0.07127094400279663,0.11333610380397123,0.15967043708352482,0.095732,"[0.0518319374498199, 0.0825514736420968, 0.07127094400279663, 0.11333610380397123, 0.15967043708352482]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,77,0.7244049713957266,0.9405204460966543,0.4345194598038991,0.8636363636363636,0.8636363636363636,247595.99194004523,2.1513047218322754,165.7,2026-08-21T21:49:10.894378+00:00,0.05178304739734706,0.08177106126266367,0.0707356745705885,0.1129710836445584,0.15750096212415135,0.094952,"[0.05178304739734706, 0.08177106126266367, 0.0707356745705885, 0.1129710836445584, 0.15750096212415135]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,78,0.7331355530976362,0.9256505576208178,0.4090427882743604,0.8484848484848485,0.8636363636363636,246996.71252828054,2.151927947998047,167.8,2026-08-21T21:49:13.073203+00:00,0.0513097692061873,0.08239120902384028,0.07057173900744494,0.1116718145854333,0.15735182604368994,0.094659,"[0.0513097692061873, 0.08239120902384028, 0.07057173900744494, 0.1116718145854333, 0.15735182604368994]",1,126.18,0.07543,94.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,79,0.7125316765228612,0.9386617100371747,0.46880068652557605,0.8409090909090909,0.8636363636363636,247523.01866515836,2.145867347717285,170.0,2026-08-21T21:49:15.248343+00:00,0.051593605867203546,0.0824025422334671,0.07050784764920964,0.11132272595868391,0.15728236822520986,0.094622,"[0.051593605867203546, 0.0824025422334671, 0.07050784764920964, 0.11132272595868391, 0.15728236822520986]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,80,0.7352507579725471,0.9163568773234201,0.4755492987054767,0.8522727272727273,0.8636363636363636,246318.04015837103,2.1452059745788574,172.1,2026-08-21T21:49:17.421451+00:00,0.051291065619272345,0.08221412713036817,0.07004928457386353,0.11041711709078621,0.15550332121989308,0.093895,"[0.051291065619272345, 0.08221412713036817, 0.07004928457386353, 0.11041711709078621, 0.15550332121989308]",1,135.86,0.08096,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,81,0.7298716355433694,0.9349442379182156,0.4898936396295374,0.8143939393939394,0.8636363636363636,244970.20517533936,2.144052505493164,174.2,2026-08-21T21:49:19.590266+00:00,0.05071602674091563,0.08187316708705004,0.07019518096657361,0.11134788393974304,0.15755234834025889,0.094337,"[0.05071602674091563, 0.08187316708705004, 0.07019518096657361, 0.11134788393974304, 0.15755234834025889]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,82,0.7073774455205215,0.9405204460966543,0.44849371910095215,0.8484848484848485,0.8636363636363636,247855.57791289594,2.1531221866607666,176.4,2026-08-21T21:49:21.768835+00:00,0.05114237986066762,0.08299908085780985,0.07157676360186409,0.11205101582933874,0.15687909722328186,0.09493,"[0.05114237986066762, 0.08299908085780985, 0.07157676360186409, 0.11205101582933874, 0.15687909722328186]",1,108.55,0.06492,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,83,0.6960550420346313,0.9516728624535316,0.4072392492583304,0.8409090909090909,0.8636363636363636,244439.00650452488,2.1487205028533936,178.5,2026-08-21T21:49:23.945170+00:00,0.05080661287202554,0.08166690565207425,0.06950150167240816,0.11040813037577797,0.15530157352195068,0.093537,"[0.05080661287202554, 0.08166690565207425, 0.06950150167240816, 0.11040813037577797, 0.15530157352195068]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,84,0.7215349988866473,0.9330855018587361,0.47329629822210834,0.8181818181818182,0.8636363636363636,245744.98628393665,2.150691509246826,180.7,2026-08-21T21:49:26.122912+00:00,0.05140705888762193,0.08153619354262072,0.06975292370599859,0.11071766255532994,0.15681046773405635,0.094045,"[0.05140705888762193, 0.08153619354262072, 0.06975292370599859, 0.11071766255532994, 0.15681046773405635]",1,131.0,0.07826,95.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,85,0.7126818478772188,0.9386617100371747,0.47823287411169574,0.8446969696969697,0.8636363636363636,245330.86382918552,2.14791202545166,182.8,2026-08-21T21:49:28.296227+00:00,0.0508543951984714,0.08190343397505143,0.07024624724598492,0.111569242004086,0.15517686219776378,0.09395,"[0.0508543951984714, 0.08190343397505143, 0.07024624724598492, 0.111569242004086, 0.15517686219776378]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,86,0.6977619717112261,0.9368029739776952,0.4286825173732006,0.8636363636363636,0.8636363636363636,244592.48232466064,2.1519269943237305,185.0,2026-08-21T21:49:30.474939+00:00,0.05066327750682831,0.08162555799764745,0.07002416910494075,0.11188633739948273,0.15904674284598408,0.094649,"[0.05066327750682831, 0.08162555799764745, 0.07002416910494075, 0.11188633739948273, 0.15904674284598408]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,87,0.6996721226486575,0.9368029739776952,0.44874044169079175,0.8409090909090909,0.8636363636363636,246674.62811085975,2.16111421585083,187.2,2026-08-21T21:49:32.672421+00:00,0.051593167597756666,0.08199008028296863,0.06969616693608902,0.11148287092938143,0.15561396409483516,0.094075,"[0.051593167597756666, 0.08199008028296863, 0.06969616693608902, 0.11148287092938143, 0.15561396409483516]",1,132.04,0.07926,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,88,0.7084150792940842,0.9405204460966543,0.48901363213857013,0.8522727272727273,0.8636363636363636,242826.46832579185,2.1500701904296875,189.3,2026-08-21T21:49:34.847319+00:00,0.05108827746966306,0.08049791481565027,0.06780167362269233,0.10980088789673413,0.15434132253422456,0.092706,"[0.05108827746966306, 0.08049791481565027, 0.06780167362269233, 0.10980088789673413, 0.15434132253422456]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,89,0.6980138813252785,0.9442379182156134,0.4426686560565775,0.8371212121212122,0.8636363636363636,243562.6706730769,2.1618854999542236,191.5,2026-08-21T21:49:37.034921+00:00,0.05075380293761983,0.08141399087274775,0.06868604789761935,0.10981018315343295,0.15618566818097057,0.09337,"[0.05075380293761983, 0.08141399087274775, 0.06868604789761935, 0.10981018315343295, 0.15618566818097057]",1,130.48,0.07836,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,90,0.6938567533812116,0.9535315985130112,0.47578411571907275,0.8560606060606061,0.8636363636363636,243181.85831447964,2.1509861946105957,193.6,2026-08-21T21:49:39.212660+00:00,0.05077287510913961,0.08101217361057506,0.06853204132879481,0.110430405858685,0.15582038988085353,0.093314,"[0.05077287510913961, 0.08101217361057506, 0.06853204132879481, 0.110430405858685, 0.15582038988085353]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,91,0.7022248648356327,0.9460966542750929,0.4644976754983266,0.8446969696969697,0.8636363636363636,244514.41798642534,2.1523561477661133,195.8,2026-08-21T21:49:41.392465+00:00,0.05072649721713627,0.08180639848989599,0.06950972492203993,0.11109412461519241,0.15568114466526928,0.093764,"[0.05072649721713627, 0.08180639848989599, 0.06950972492203993, 0.11109412461519241, 0.15568114466526928]",1,134.39,0.08035,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,92,0.69798074646067,0.9442379182156134,0.44474406224308594,0.8446969696969697,0.8636363636363636,244557.61552601808,2.1574578285217285,197.9,2026-08-21T21:49:43.577319+00:00,0.050910619471003025,0.08161197427441091,0.06937526034958222,0.1106521824703497,0.1543262022383073,0.093375,"[0.050910619471003025, 0.08161197427441091, 0.06937526034958222, 0.1106521824703497, 0.1543262022383073]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,93,0.6825767635855976,0.9591078066914498,0.4635018001903187,0.8560606060606061,0.8636363636363636,245357.79270361993,2.1515345573425293,200.1,2026-08-21T21:49:45.755137+00:00,0.05114235641325221,0.0817523042068762,0.06953012592652265,0.11115191000349381,0.156922129147193,0.0941,"[0.05114235641325221, 0.0817523042068762, 0.06953012592652265, 0.11115191000349381, 0.156922129147193]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,94,0.6999869998059751,0.9479553903345725,0.45238090645183215,0.8522727272727273,0.8636363636363636,245550.77276583712,2.159672260284424,202.2,2026-08-21T21:49:47.943734+00:00,0.051066740689908754,0.08185313729678884,0.0700409083681948,0.11123365558245603,0.1525618092102163,0.093351,"[0.051066740689908754, 0.08185313729678884, 0.0700409083681948, 0.11123365558245603, 0.1525618092102163]",1,132.48,0.07948,95.5,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,95,0.7111870743971331,0.9423791821561338,0.4638381672627998,0.8484848484848485,0.8636363636363636,242959.70489253395,2.152719497680664,204.4,2026-08-21T21:49:50.122301+00:00,0.050868107334655875,0.08076068539829816,0.06841488796121933,0.10970330895746455,0.15582422123235815,0.093114,"[0.050868107334655875, 0.08076068539829816, 0.06841488796121933, 0.10970330895746455, 0.15582422123235815]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,96,0.6858541606527279,0.9553903345724907,0.45294626463543286,0.8446969696969697,0.8636363636363636,244999.09516402715,2.1598260402679443,206.6,2026-08-21T21:49:52.308613+00:00,0.05122003024991821,0.0814959845122169,0.06922315543188769,0.11055969578378341,0.15495776691857507,0.093491,"[0.05122003024991821, 0.0814959845122169, 0.06922315543188769, 0.11055969578378341, 0.15495776691857507]",2,66.47,0.03988,95.0,3315.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,97,0.695847479827342,0.9516728624535316,0.4198348811178496,0.8522727272727273,0.8636363636363636,243487.17632918552,2.1547276973724365,208.7,2026-08-21T21:49:54.490273+00:00,0.05092968791723251,0.08093155394582187,0.06870388020487393,0.11023812609560349,0.1553389780661639,0.093228,"[0.05092968791723251, 0.08093155394582187, 0.06870388020487393, 0.11023812609560349, 0.1553389780661639]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,98,0.7168841614599122,0.9368029739776952,0.48355269161137665,0.8409090909090909,0.8636363636363636,244997.18311651584,2.150733232498169,210.9,2026-08-21T21:49:56.668063+00:00,0.05103410977651091,0.08169623113730375,0.0694395991809228,0.1109385429059758,0.15704193798934712,0.09403,"[0.05103410977651091, 0.08169623113730375, 0.0694395991809228, 0.1109385429059758, 0.15704193798934712]",,,,,
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,99,0.6862422688742996,0.9479553903345725,0.46455025311672327,0.8560606060606061,0.8636363636363636,244635.6373020362,2.159863233566284,213.0,2026-08-21T21:49:58.856009+00:00,0.05097524186267572,0.08148611906696768,0.06942592955687467,0.11095089114764158,0.15541774034500122,0.093651,"[0.05097524186267572, 0.08148611906696768, 0.06942592955687467, 0.11095089114764158, 0.15541774034500122]",1,120.05,0.07203,96.0,6630.0
+opt4_ubits8_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 8 --po2-beta --assert-multiplierless,,2,False,32,16,100,100,0.6895693057531761,0.9572490706319703,0.4631800109689886,0.8484848484848485,0.8636363636363636,243729.2993495475,2.155684232711792,215.2,2026-08-21T21:50:01.038630+00:00,0.050990394152262634,0.08096244405297671,0.06885869976352244,0.11018327711259618,0.15682738318162806,0.093564,"[0.050990394152262634, 0.08096244405297671, 0.06885869976352244, 0.11018327711259618, 0.15682738318162806]",,,,,

opt4_mint_membrane_quant/opt4_ubits8_po2.epochs.jsonl

@@ -0,0 +1,100 @@
+{"epoch": 1, "train_loss": 2.305966129090263, "train_acc": 0.47769516728624534, "test_loss": 4.040577722318245, "test_acc": 0.3333333333333333, "best_acc": 0.3333333333333333, "spike_rates": [0.09581842974704854, 0.1404038676444222, 0.1635183911113178, 0.19230877125964446, 0.20492633125361273], "spikes_per_sample": 460820.17378393665, "wall_time_s": 2.627789258956909, "timestamp": "2026-08-21T21:46:25.733173+00:00"}
+{"epoch": 2, "train_loss": 1.8033700538833788, "train_acc": 0.5557620817843866, "test_loss": 1.5983907598437685, "test_acc": 0.5113636363636364, "best_acc": 0.5113636363636364, "spike_rates": [0.097028548226637, 0.143607134328169, 0.1668131684555727, 0.1995178610086441, 0.21741718667394974], "spikes_per_sample": 469496.119061086, "wall_time_s": 2.1300528049468994, "timestamp": "2026-08-21T21:46:27.893527+00:00"}
+{"epoch": 3, "train_loss": 1.6366389967695045, "train_acc": 0.5762081784386617, "test_loss": 1.1737884553995999, "test_acc": 0.5643939393939394, "best_acc": 0.5643939393939394, "spike_rates": [0.10036231051473056, 0.14119846680585077, 0.16584762667908387, 0.19866011861492605, 0.22167680544011734], "spikes_per_sample": 473379.0886595022, "wall_time_s": 2.142144203186035, "timestamp": "2026-08-21T21:46:30.065607+00:00"}
+{"epoch": 4, "train_loss": 1.4744583625332575, "train_acc": 0.5929368029739777, "test_loss": 1.1029632994622895, "test_acc": 0.6363636363636364, "best_acc": 0.6363636363636364, "spike_rates": [0.10593974152032067, 0.14500272624632893, 0.17021685225122116, 0.20541064178242402, 0.23071903603918412], "spikes_per_sample": 492318.5893665158, "wall_time_s": 2.1488091945648193, "timestamp": "2026-08-21T21:46:32.246142+00:00"}
+{"epoch": 5, "train_loss": 1.428130260187454, "train_acc": 0.6245353159851301, "test_loss": 1.00169229146206, "test_acc": 0.6401515151515151, "best_acc": 0.6401515151515151, "spike_rates": [0.10347967419554205, 0.14092913357650533, 0.16239879587117365, 0.19550271069302277, 0.22480597916771383], "spikes_per_sample": 477442.7815328054, "wall_time_s": 2.1464059352874756, "timestamp": "2026-08-21T21:46:34.424064+00:00"}
+{"epoch": 6, "train_loss": 1.372069388960374, "train_acc": 0.637546468401487, "test_loss": 1.1353409507057883, "test_acc": 0.6060606060606061, "best_acc": 0.6401515151515151, "spike_rates": [0.10039078444242477, 0.145186524180805, 0.1689384325462229, 0.19867458325975082, 0.22799054401762345], "spikes_per_sample": 479301.54963235295, "wall_time_s": 2.1498148441314697, "timestamp": "2026-08-21T21:46:36.608758+00:00"}
+{"epoch": 7, "train_loss": 1.3267164345567555, "train_acc": 0.6412639405204461, "test_loss": 0.9723947301055446, "test_acc": 0.625, "best_acc": 0.6401515151515151, "spike_rates": [0.09762704284752116, 0.14290427986313314, 0.16393265654059017, 0.19224366458023295, 0.2276782042839948], "spikes_per_sample": 467642.8122171946, "wall_time_s": 2.1588337421417236, "timestamp": "2026-08-21T21:46:38.792371+00:00"}
+{"epoch": 8, "train_loss": 1.3313011015214884, "train_acc": 0.6654275092936803, "test_loss": 0.8987186099543716, "test_acc": 0.6742424242424242, "best_acc": 0.6742424242424242, "spike_rates": [0.09319388910251505, 0.13928259558537426, 0.16186832768075607, 0.18854214426349192, 0.22174452069927664], "spikes_per_sample": 452933.9021493213, "wall_time_s": 2.160980224609375, "timestamp": "2026-08-21T21:46:40.980131+00:00"}
+{"epoch": 9, "train_loss": 1.2659608803717177, "train_acc": 0.6784386617100372, "test_loss": 1.1938381989796956, "test_acc": 0.5568181818181818, "best_acc": 0.6742424242424242, "spike_rates": [0.09453354206155329, 0.1397567058310789, 0.1641368436462739, 0.18910607082002304, 0.2215198155711679], "spikes_per_sample": 457502.51399886876, "wall_time_s": 2.1626431941986084, "timestamp": "2026-08-21T21:46:43.177094+00:00"}
+{"epoch": 10, "train_loss": 1.278167184843893, "train_acc": 0.654275092936803, "test_loss": 0.7208900903210496, "test_acc": 0.7045454545454546, "best_acc": 0.7045454545454546, "spike_rates": [0.09222791256273494, 0.1382813366020427, 0.15859653143321767, 0.18651666536050684, 0.22022980977507198], "spikes_per_sample": 447865.76442307694, "wall_time_s": 2.1610422134399414, "timestamp": "2026-08-21T21:46:45.364344+00:00"}
+{"epoch": 11, "train_loss": 1.2733831033387593, "train_acc": 0.6672862453531598, "test_loss": 0.7856705748673641, "test_acc": 0.6893939393939394, "best_acc": 0.7045454545454546, "spike_rates": [0.09139570287045311, 0.13688486463883343, 0.15499009454951568, 0.1843303257928175, 0.21155201161608977], "spikes_per_sample": 442409.7839366516, "wall_time_s": 2.161006450653076, "timestamp": "2026-08-21T21:46:47.557076+00:00"}
+{"epoch": 12, "train_loss": 1.2581581856681512, "train_acc": 0.654275092936803, "test_loss": 0.8158585971051996, "test_acc": 0.6401515151515151, "best_acc": 0.7045454545454546, "spike_rates": [0.09490928755087011, 0.1391417270197588, 0.1554545207935221, 0.18544059290605433, 0.2145431488752365], "spikes_per_sample": 452557.86496040726, "wall_time_s": 2.1528260707855225, "timestamp": "2026-08-21T21:46:49.737071+00:00"}
+{"epoch": 13, "train_loss": 1.1811435967129846, "train_acc": 0.7044609665427509, "test_loss": 0.7935684576179042, "test_acc": 0.6590909090909091, "best_acc": 0.7045454545454546, "spike_rates": [0.08999098442933139, 0.13573547145899603, 0.15179080472272985, 0.17964380804230184, 0.2146997241412892], "spikes_per_sample": 435992.78930995474, "wall_time_s": 2.153789758682251, "timestamp": "2026-08-21T21:46:51.919519+00:00"}
+{"epoch": 14, "train_loss": 1.1894932333864687, "train_acc": 0.6988847583643123, "test_loss": 0.7844206708850283, "test_acc": 0.6931818181818182, "best_acc": 0.7045454545454546, "spike_rates": [0.08814510045682683, 0.1370873907033135, 0.1522121026235468, 0.17776070535182953, 0.21103903037660263], "spikes_per_sample": 433483.95941742085, "wall_time_s": 2.1485579013824463, "timestamp": "2026-08-21T21:46:54.095149+00:00"}
+{"epoch": 15, "train_loss": 1.2000442871816983, "train_acc": 0.7007434944237918, "test_loss": 0.8613678650422529, "test_acc": 0.6477272727272727, "best_acc": 0.7045454545454546, "spike_rates": [0.08649162509862114, 0.1333919719738119, 0.1460110720466165, 0.17532386061023264, 0.21333440787651958], "spikes_per_sample": 422589.9742647059, "wall_time_s": 2.1506154537200928, "timestamp": "2026-08-21T21:46:56.271236+00:00"}
+{"epoch": 16, "train_loss": 1.2456918684523346, "train_acc": 0.671003717472119, "test_loss": 0.8197859959168867, "test_acc": 0.6628787878787878, "best_acc": 0.7045454545454546, "spike_rates": [0.08901025354862213, 0.1305443846127566, 0.14172414383467505, 0.17160885474261114, 0.2074454295284608], "spikes_per_sample": 422104.6204751131, "wall_time_s": 2.1448843479156494, "timestamp": "2026-08-21T21:46:58.443580+00:00"}
+{"epoch": 17, "train_loss": 1.1205917255585964, "train_acc": 0.7156133828996283, "test_loss": 0.9903751124035228, "test_acc": 0.6174242424242424, "best_acc": 0.7045454545454546, "spike_rates": [0.08663730367141612, 0.12980107612469616, 0.14316815400824828, 0.17461521835888133, 0.21100925435038173], "spikes_per_sample": 417528.8505373303, "wall_time_s": 2.144649028778076, "timestamp": "2026-08-21T21:47:00.614806+00:00"}
+{"epoch": 18, "train_loss": 1.212059346273486, "train_acc": 0.7007434944237918, "test_loss": 0.8201091506264426, "test_acc": 0.6590909090909091, "best_acc": 0.7045454545454546, "spike_rates": [0.0857477416010464, 0.12719588595278122, 0.13937753175987916, 0.17053954566226287, 0.20281963488634894], "spikes_per_sample": 410342.2484445701, "wall_time_s": 2.1408956050872803, "timestamp": "2026-08-21T21:47:02.782093+00:00"}
+{"epoch": 19, "train_loss": 1.1360117449636353, "train_acc": 0.7100371747211895, "test_loss": 1.0591485247467503, "test_acc": 0.5984848484848485, "best_acc": 0.7045454545454546, "spike_rates": [0.08109960310599383, 0.1241795135771527, 0.1397162395365098, 0.17119932437644286, 0.20501548490103552], "spikes_per_sample": 397714.2425056561, "wall_time_s": 2.142718553543091, "timestamp": "2026-08-21T21:47:04.951952+00:00"}
+{"epoch": 20, "train_loss": 1.1899819471579058, "train_acc": 0.7137546468401487, "test_loss": 0.8066144278555205, "test_acc": 0.6439393939393939, "best_acc": 0.7045454545454546, "spike_rates": [0.07716997099273346, 0.12292437036247815, 0.1375238264308256, 0.1692859740818248, 0.2011958509683609], "spikes_per_sample": 386726.10746606335, "wall_time_s": 2.1381421089172363, "timestamp": "2026-08-21T21:47:07.117757+00:00"}
+{"epoch": 21, "train_loss": 1.0864702281455567, "train_acc": 0.7620817843866171, "test_loss": 0.6875384179028597, "test_acc": 0.6931818181818182, "best_acc": 0.7045454545454546, "spike_rates": [0.08036584757706698, 0.12194907665252686, 0.1334895811536733, 0.16617805554586298, 0.19904351585051594], "spikes_per_sample": 389867.39352375566, "wall_time_s": 2.1367361545562744, "timestamp": "2026-08-21T21:47:09.282279+00:00"}
+{"epoch": 22, "train_loss": 1.0714119827880293, "train_acc": 0.7360594795539034, "test_loss": 0.8363146565177224, "test_acc": 0.7045454545454546, "best_acc": 0.7045454545454546, "spike_rates": [0.07755482328288696, 0.12364928249050589, 0.1372944274369408, 0.16587410165983088, 0.19872359931468964], "spikes_per_sample": 387707.2765837104, "wall_time_s": 2.1373038291931152, "timestamp": "2026-08-21T21:47:11.445808+00:00"}
+{"epoch": 23, "train_loss": 1.1403623772819689, "train_acc": 0.7211895910780669, "test_loss": 0.6620283614505421, "test_acc": 0.7234848484848485, "best_acc": 0.7234848484848485, "spike_rates": [0.07682940188576193, 0.12304012871840421, 0.13637200523825252, 0.16319164721404805, 0.19845796858563142], "spikes_per_sample": 384710.73416289594, "wall_time_s": 2.1382155418395996, "timestamp": "2026-08-21T21:47:13.609525+00:00"}
+{"epoch": 24, "train_loss": 1.0581407125997722, "train_acc": 0.775092936802974, "test_loss": 0.8819805419806278, "test_acc": 0.6628787878787878, "best_acc": 0.7234848484848485, "spike_rates": [0.0752059107317644, 0.1189237232593929, 0.12914181851288853, 0.15756254424067104, 0.19624011043240042], "spikes_per_sample": 372443.6162330317, "wall_time_s": 2.132974624633789, "timestamp": "2026-08-21T21:47:15.775653+00:00"}
+{"epoch": 25, "train_loss": 1.1072584262124667, "train_acc": 0.741635687732342, "test_loss": 0.7655890773643147, "test_acc": 0.6856060606060606, "best_acc": 0.7234848484848485, "spike_rates": [0.07923130647224538, 0.11869861317031524, 0.1246072018847746, 0.15318896227023182, 0.19152927048066082], "spikes_per_sample": 377660.08031674207, "wall_time_s": 2.1309473514556885, "timestamp": "2026-08-21T21:47:17.932327+00:00"}
+{"epoch": 26, "train_loss": 1.0819932900396865, "train_acc": 0.7397769516728625, "test_loss": 0.6995857484412916, "test_acc": 0.7007575757575758, "best_acc": 0.7234848484848485, "spike_rates": [0.0773014386787134, 0.12238277757869047, 0.12482324154937968, 0.15421545242562013, 0.19394014162175796], "spikes_per_sample": 377742.3819287331, "wall_time_s": 2.1289901733398438, "timestamp": "2026-08-21T21:47:20.086743+00:00"}
+{"epoch": 27, "train_loss": 1.084127719517534, "train_acc": 0.7639405204460966, "test_loss": 0.7249620412335251, "test_acc": 0.6931818181818182, "best_acc": 0.7234848484848485, "spike_rates": [0.07566846994792714, 0.11934610763016869, 0.12284122144474703, 0.15146123135791106, 0.19585719091050766], "spikes_per_sample": 369750.4107748869, "wall_time_s": 2.1294829845428467, "timestamp": "2026-08-21T21:47:22.243088+00:00"}
+{"epoch": 28, "train_loss": 1.1728733809020884, "train_acc": 0.7137546468401487, "test_loss": 0.8188919849468, "test_acc": 0.7045454545454546, "best_acc": 0.7234848484848485, "spike_rates": [0.07240346512373756, 0.1184419134960455, 0.12200459750259623, 0.15228753493112676, 0.19115251302719116], "spikes_per_sample": 361587.8119343891, "wall_time_s": 2.127983808517456, "timestamp": "2026-08-21T21:47:24.396358+00:00"}
+{"epoch": 29, "train_loss": 1.086600473822271, "train_acc": 0.7527881040892194, "test_loss": 0.6147121931567336, "test_acc": 0.6818181818181818, "best_acc": 0.7234848484848485, "spike_rates": [0.07080964963225757, 0.10976022394264445, 0.11610561346306521, 0.15130755918867447, 0.18918105609276714], "spikes_per_sample": 345904.61213235295, "wall_time_s": 2.1404497623443604, "timestamp": "2026-08-21T21:47:26.561776+00:00"}
+{"epoch": 30, "train_loss": 1.0422898748107117, "train_acc": 0.758364312267658, "test_loss": 0.8029674562540922, "test_acc": 0.696969696969697, "best_acc": 0.7234848484848485, "spike_rates": [0.06681222030345131, 0.10848594588391922, 0.10946729428627912, 0.14549079449737773, 0.1876640845747555], "spikes_per_sample": 331930.3149038462, "wall_time_s": 2.1327016353607178, "timestamp": "2026-08-21T21:47:28.719716+00:00"}
+{"epoch": 31, "train_loss": 1.0713501601414166, "train_acc": 0.7379182156133829, "test_loss": 0.7209477171753392, "test_acc": 0.7007575757575758, "best_acc": 0.7234848484848485, "spike_rates": [0.0681511492413633, 0.10869515950188917, 0.11103761283790364, 0.1464788054718691, 0.18476498302291422], "spikes_per_sample": 335888.26484728506, "wall_time_s": 2.1269192695617676, "timestamp": "2026-08-21T21:47:30.873345+00:00"}
+{"epoch": 32, "train_loss": 1.0331381643571818, "train_acc": 0.7695167286245354, "test_loss": 0.533867870316361, "test_acc": 0.7803030303030303, "best_acc": 0.7803030303030303, "spike_rates": [0.06623194629655164, 0.10724055547924603, 0.10844814163797042, 0.14352370009702795, 0.18586339144145742], "spikes_per_sample": 328602.8048642534, "wall_time_s": 2.1344048976898193, "timestamp": "2026-08-21T21:47:33.033525+00:00"}
+{"epoch": 33, "train_loss": 1.0263732213069958, "train_acc": 0.7713754646840149, "test_loss": 0.7166792976133751, "test_acc": 0.7272727272727273, "best_acc": 0.7803030303030303, "spike_rates": [0.06516101868713603, 0.10362610264736064, 0.10241257136358935, 0.1389014852397582, 0.1799367499702117], "spikes_per_sample": 318747.66459276015, "wall_time_s": 2.1320743560791016, "timestamp": "2026-08-21T21:47:35.199416+00:00"}
+{"epoch": 34, "train_loss": 1.0445184246758104, "train_acc": 0.7620817843866171, "test_loss": 0.7164108247467966, "test_acc": 0.7386363636363636, "best_acc": 0.7803030303030303, "spike_rates": [0.06724184532375897, 0.1006595715880394, 0.09993117346483119, 0.13787222171531005, 0.17835957162520466], "spikes_per_sample": 318551.6637443439, "wall_time_s": 2.1327896118164062, "timestamp": "2026-08-21T21:47:37.359753+00:00"}
+{"epoch": 35, "train_loss": 1.052927710752948, "train_acc": 0.775092936802974, "test_loss": 0.6348197243430398, "test_acc": 0.7651515151515151, "best_acc": 0.7803030303030303, "spike_rates": [0.06364998089916565, 0.10127717607161578, 0.1014837705913712, 0.1385051222408519, 0.18377887501436121], "spikes_per_sample": 312608.76866515836, "wall_time_s": 2.1322591304779053, "timestamp": "2026-08-21T21:47:39.520872+00:00"}
+{"epoch": 36, "train_loss": 1.0265222191810608, "train_acc": 0.7676579925650557, "test_loss": 0.7054013194459857, "test_acc": 0.7159090909090909, "best_acc": 0.7803030303030303, "spike_rates": [0.064155692125068, 0.10153187460759107, 0.10152017106028165, 0.13785298869890325, 0.18132759543026195], "spikes_per_sample": 313852.1298076923, "wall_time_s": 2.1398403644561768, "timestamp": "2026-08-21T21:47:41.686251+00:00"}
+{"epoch": 37, "train_loss": 0.980691614647337, "train_acc": 0.7936802973977695, "test_loss": 0.7754368456927213, "test_acc": 0.7575757575757576, "best_acc": 0.7803030303030303, "spike_rates": [0.06348222231163698, 0.10315488804789151, 0.10409112669089261, 0.1363525653586668, 0.18071365356445312], "spikes_per_sample": 315287.64691742085, "wall_time_s": 2.1399803161621094, "timestamp": "2026-08-21T21:47:43.851379+00:00"}
+{"epoch": 38, "train_loss": 1.0034627418092636, "train_acc": 0.7955390334572491, "test_loss": 0.5842205864010435, "test_acc": 0.7689393939393939, "best_acc": 0.7803030303030303, "spike_rates": [0.06308572717449244, 0.10001083682565128, 0.0999060373972444, 0.1339986692456638, 0.17853251011932597], "spikes_per_sample": 308639.845729638, "wall_time_s": 2.1388790607452393, "timestamp": "2026-08-21T21:47:46.017481+00:00"}
+{"epoch": 39, "train_loss": 0.9872702253795468, "train_acc": 0.7862453531598513, "test_loss": 0.7068219311309584, "test_acc": 0.7121212121212122, "best_acc": 0.7803030303030303, "spike_rates": [0.06189839015988743, 0.10003162964301951, 0.09790021794683793, 0.1314788057523615, 0.175629404537818], "spikes_per_sample": 304764.6565328054, "wall_time_s": 2.137556552886963, "timestamp": "2026-08-21T21:47:48.181134+00:00"}
+{"epoch": 40, "train_loss": 0.9834206565162064, "train_acc": 0.7843866171003717, "test_loss": 0.5717501983498082, "test_acc": 0.7727272727272727, "best_acc": 0.7803030303030303, "spike_rates": [0.06069390081307467, 0.09887415784246781, 0.0958742214476361, 0.13403103719739354, 0.1753891820416731], "spikes_per_sample": 300297.8141968326, "wall_time_s": 2.1387858390808105, "timestamp": "2026-08-21T21:47:50.344950+00:00"}
+{"epoch": 41, "train_loss": 0.894744700215563, "train_acc": 0.8531598513011153, "test_loss": 0.5807132197148872, "test_acc": 0.7727272727272727, "best_acc": 0.7803030303030303, "spike_rates": [0.05913183224551818, 0.0949767323977807, 0.09160502737059313, 0.13023056615801418, 0.17600994250353644], "spikes_per_sample": 290201.66911764705, "wall_time_s": 2.142740249633789, "timestamp": "2026-08-21T21:47:52.517967+00:00"}
+{"epoch": 42, "train_loss": 0.9358503144913003, "train_acc": 0.8085501858736059, "test_loss": 0.5483503919659238, "test_acc": 0.8068181818181818, "best_acc": 0.8068181818181818, "spike_rates": [0.059116678860257656, 0.09623689072973587, 0.09484763574950836, 0.1320266635978923, 0.17873058073660908], "spikes_per_sample": 293450.33017533936, "wall_time_s": 2.152310848236084, "timestamp": "2026-08-21T21:47:54.698678+00:00"}
+{"epoch": 43, "train_loss": 0.9156557248427523, "train_acc": 0.8271375464684015, "test_loss": 0.8524413108825684, "test_acc": 0.7386363636363636, "best_acc": 0.8068181818181818, "spike_rates": [0.05847135295762735, 0.09744434102493174, 0.09237075071124469, 0.12947286577785716, 0.17410820371964397], "spikes_per_sample": 291692.7195984163, "wall_time_s": 2.1454803943634033, "timestamp": "2026-08-21T21:47:56.874486+00:00"}
+{"epoch": 44, "train_loss": 0.9723803706771822, "train_acc": 0.8066914498141264, "test_loss": 1.2578768513419412, "test_acc": 0.6515151515151515, "best_acc": 0.8068181818181818, "spike_rates": [0.057206396451767755, 0.09614409374840119, 0.0912207947934375, 0.1295264258104212, 0.17429966348059037], "spikes_per_sample": 287080.0690045249, "wall_time_s": 2.152906656265259, "timestamp": "2026-08-21T21:47:59.054660+00:00"}
+{"epoch": 45, "train_loss": 1.0280504251058218, "train_acc": 0.7973977695167286, "test_loss": 0.7490213684963457, "test_acc": 0.7159090909090909, "best_acc": 0.8068181818181818, "spike_rates": [0.06151970410171677, 0.09452495855443618, 0.08664705560487859, 0.1280172528589473, 0.1749646462061826], "spikes_per_sample": 291838.91614819004, "wall_time_s": 2.145591974258423, "timestamp": "2026-08-21T21:48:01.228208+00:00"}
+{"epoch": 46, "train_loss": 1.0289727170228071, "train_acc": 0.7732342007434945, "test_loss": 0.6587013439698652, "test_acc": 0.7007575757575758, "best_acc": 0.8068181818181818, "spike_rates": [0.05801414523054572, 0.0914576158804052, 0.08754105822128408, 0.1278767384150449, 0.17260968334534588], "spikes_per_sample": 281703.0048076923, "wall_time_s": 2.156477689743042, "timestamp": "2026-08-21T21:48:03.421418+00:00"}
+{"epoch": 47, "train_loss": 0.9765292421592656, "train_acc": 0.8048327137546468, "test_loss": 0.6038182106885043, "test_acc": 0.7613636363636364, "best_acc": 0.8068181818181818, "spike_rates": [0.06056424055029364, 0.09109826517455719, 0.0862819254398346, 0.12608958824592478, 0.1703062793787788], "spikes_per_sample": 285762.66727941175, "wall_time_s": 2.1513924598693848, "timestamp": "2026-08-21T21:48:05.600934+00:00"}
+{"epoch": 48, "train_loss": 0.9020907675023415, "train_acc": 0.8531598513011153, "test_loss": 0.6225197658394322, "test_acc": 0.7462121212121212, "best_acc": 0.8068181818181818, "spike_rates": [0.0577074948917417, 0.09156378051813911, 0.0851582201088176, 0.12525512760176377, 0.16939587891101837], "spikes_per_sample": 279553.7526866516, "wall_time_s": 2.1476552486419678, "timestamp": "2026-08-21T21:48:07.775977+00:00"}
+{"epoch": 49, "train_loss": 0.8825879327426612, "train_acc": 0.8475836431226765, "test_loss": 0.4519482616222266, "test_acc": 0.8143939393939394, "best_acc": 0.8143939393939394, "spike_rates": [0.0571791637031471, 0.09087419422233806, 0.08434159045710284, 0.12559710618327646, 0.1714932892252417], "spikes_per_sample": 277355.8679298642, "wall_time_s": 2.157482862472534, "timestamp": "2026-08-21T21:48:09.960318+00:00"}
+{"epoch": 50, "train_loss": 0.8582708057860903, "train_acc": 0.8494423791821561, "test_loss": 0.6040352763551654, "test_acc": 0.7840909090909091, "best_acc": 0.8143939393939394, "spike_rates": [0.0566933963666944, 0.0889484505443012, 0.08111637786907308, 0.12299910406855975, 0.16837764838162592], "spikes_per_sample": 272261.92434954754, "wall_time_s": 2.1563262939453125, "timestamp": "2026-08-21T21:48:12.146518+00:00"}
+{"epoch": 51, "train_loss": 0.8862019294256614, "train_acc": 0.8513011152416357, "test_loss": 0.5517918079188375, "test_acc": 0.7916666666666666, "best_acc": 0.8143939393939394, "spike_rates": [0.05509529240867671, 0.08938304203398087, 0.07923627995392855, 0.12096393064540975, 0.16582772135734558], "spikes_per_sample": 268094.72765837103, "wall_time_s": 2.151414394378662, "timestamp": "2026-08-21T21:48:14.322854+00:00"}
+{"epoch": 52, "train_loss": 0.843389014772323, "train_acc": 0.8773234200743495, "test_loss": 0.5029117627577349, "test_acc": 0.8181818181818182, "best_acc": 0.8181818181818182, "spike_rates": [0.05354821462841595, 0.08737751184140935, 0.07736371764365364, 0.11998018534744487, 0.15989364070050857], "spikes_per_sample": 261589.2169117647, "wall_time_s": 2.150545597076416, "timestamp": "2026-08-21T21:48:16.500574+00:00"}
+{"epoch": 53, "train_loss": 0.9204820890852067, "train_acc": 0.8122676579925651, "test_loss": 0.5240586607745199, "test_acc": 0.7651515151515151, "best_acc": 0.8181818181818182, "spike_rates": [0.05399784752551247, 0.08763476811787661, 0.07850201690898222, 0.12034714178127401, 0.16515288195189307], "spikes_per_sample": 263488.45489253395, "wall_time_s": 2.149019241333008, "timestamp": "2026-08-21T21:48:18.680423+00:00"}
+{"epoch": 54, "train_loss": 0.8372308673911821, "train_acc": 0.8680297397769516, "test_loss": 0.49721177238406555, "test_acc": 0.7727272727272727, "best_acc": 0.8181818181818182, "spike_rates": [0.05258462731452549, 0.08749254047870636, 0.07893631169024636, 0.11909429860465667, 0.16599788122317372], "spikes_per_sample": 260446.04015837106, "wall_time_s": 2.1497511863708496, "timestamp": "2026-08-21T21:48:20.855794+00:00"}
+{"epoch": 55, "train_loss": 0.8462887572533137, "train_acc": 0.8717472118959108, "test_loss": 0.5618713516177554, "test_acc": 0.8068181818181818, "best_acc": 0.8181818181818182, "spike_rates": [0.05210704970009187, 0.08671176258255453, 0.07759031215134789, 0.11724590948399376, 0.16381920523503246], "spikes_per_sample": 257661.05175339364, "wall_time_s": 2.1498775482177734, "timestamp": "2026-08-21T21:48:23.031322+00:00"}
+{"epoch": 56, "train_loss": 0.8494006989170627, "train_acc": 0.879182156133829, "test_loss": 0.7258609280441747, "test_acc": 0.7651515151515151, "best_acc": 0.8181818181818182, "spike_rates": [0.05263214185833931, 0.08844993351136937, 0.07824421016608968, 0.11862643413683947, 0.16176822781562805], "spikes_per_sample": 261092.64790723982, "wall_time_s": 2.148334264755249, "timestamp": "2026-08-21T21:48:25.208713+00:00"}
+{"epoch": 57, "train_loss": 0.8747914191958629, "train_acc": 0.8568773234200744, "test_loss": 0.5001250731222557, "test_acc": 0.8295454545454546, "best_acc": 0.8295454545454546, "spike_rates": [0.05469992471968427, 0.08623155907672994, 0.07805277231861563, 0.11868282056906644, 0.16852800898692188], "spikes_per_sample": 263062.4352375566, "wall_time_s": 2.14556622505188, "timestamp": "2026-08-21T21:48:27.381371+00:00"}
+{"epoch": 58, "train_loss": 0.8584698932764698, "train_acc": 0.8550185873605948, "test_loss": 0.43136501041325653, "test_acc": 0.8371212121212122, "best_acc": 0.8371212121212122, "spike_rates": [0.052987247267190146, 0.08597745483412463, 0.07665794123621548, 0.11666716503746369, 0.1611627261428272], "spikes_per_sample": 258151.151300905, "wall_time_s": 2.152808427810669, "timestamp": "2026-08-21T21:48:29.566421+00:00"}
+{"epoch": 59, "train_loss": 0.8258456439333778, "train_acc": 0.8568773234200744, "test_loss": 0.5262276756040978, "test_acc": 0.7916666666666666, "best_acc": 0.8371212121212122, "spike_rates": [0.051619955283754015, 0.08541926653946147, 0.07635751015999738, 0.117454832091051, 0.16371866008814642], "spikes_per_sample": 254665.38376696836, "wall_time_s": 2.1610147953033447, "timestamp": "2026-08-21T21:48:31.766407+00:00"}
+{"epoch": 60, "train_loss": 0.8187771204678985, "train_acc": 0.8698884758364313, "test_loss": 0.5148425969210538, "test_acc": 0.7765151515151515, "best_acc": 0.8371212121212122, "spike_rates": [0.052355298882021624, 0.0854765286340433, 0.07588278458398931, 0.11733208859668058, 0.16437109340639675], "spikes_per_sample": 256006.65398755658, "wall_time_s": 2.1475117206573486, "timestamp": "2026-08-21T21:48:33.940996+00:00"}
+{"epoch": 61, "train_loss": 0.8509146958921922, "train_acc": 0.8661710037174721, "test_loss": 0.44231514406926703, "test_acc": 0.8409090909090909, "best_acc": 0.8409090909090909, "spike_rates": [0.05151874111855731, 0.083792305606253, 0.07555858527912813, 0.11739954089417177, 0.1650626764577978], "spikes_per_sample": 252329.8733031674, "wall_time_s": 2.1438560485839844, "timestamp": "2026-08-21T21:48:36.110112+00:00"}
+{"epoch": 62, "train_loss": 0.8309426179162631, "train_acc": 0.8717472118959108, "test_loss": 0.49878581726189813, "test_acc": 0.8068181818181818, "best_acc": 0.8409090909090909, "spike_rates": [0.05138169776867418, 0.08349831709090401, 0.07506512193118825, 0.11575534589150373, 0.16120746731758118], "spikes_per_sample": 251231.11425339364, "wall_time_s": 2.1477315425872803, "timestamp": "2026-08-21T21:48:38.290194+00:00"}
+{"epoch": 63, "train_loss": 0.799546510535102, "train_acc": 0.8884758364312267, "test_loss": 0.440132967450402, "test_acc": 0.8636363636363636, "best_acc": 0.8636363636363636, "spike_rates": [0.05090528989539427, 0.08244481682777405, 0.07365416954545413, 0.11441875073839636, 0.16083015676806955], "spikes_per_sample": 248209.1848133484, "wall_time_s": 2.146923065185547, "timestamp": "2026-08-21T21:48:40.462032+00:00"}
+{"epoch": 64, "train_loss": 0.8288866607229949, "train_acc": 0.8828996282527881, "test_loss": 0.5037940090352838, "test_acc": 0.8257575757575758, "best_acc": 0.8636363636363636, "spike_rates": [0.05141714938423213, 0.08190793500227087, 0.07285019404747907, 0.11391020697705886, 0.16333235712612376], "spikes_per_sample": 248250.38560520366, "wall_time_s": 2.15142822265625, "timestamp": "2026-08-21T21:48:42.644742+00:00"}
+{"epoch": 65, "train_loss": 0.7826852302125838, "train_acc": 0.9163568773234201, "test_loss": 0.41356264461170544, "test_acc": 0.8371212121212122, "best_acc": 0.8636363636363636, "spike_rates": [0.05126082371262943, 0.08313757838571773, 0.07368635561536341, 0.11307896016275182, 0.16498957574367523], "spikes_per_sample": 249552.64960407242, "wall_time_s": 2.1470894813537598, "timestamp": "2026-08-21T21:48:44.818409+00:00"}
+{"epoch": 66, "train_loss": 0.7934608000804944, "train_acc": 0.8940520446096655, "test_loss": 0.46566599291382416, "test_acc": 0.8295454545454546, "best_acc": 0.8636363636363636, "spike_rates": [0.051983697668594474, 0.08486116239253212, 0.07425284341854207, 0.11409534294815625, 0.15967245662913604], "spikes_per_sample": 253267.4025735294, "wall_time_s": 2.1462323665618896, "timestamp": "2026-08-21T21:48:46.990185+00:00"}
+{"epoch": 67, "train_loss": 0.7693542248697529, "train_acc": 0.9144981412639405, "test_loss": 0.49801406354615185, "test_acc": 0.8333333333333334, "best_acc": 0.8636363636363636, "spike_rates": [0.051935979329487854, 0.08404524405212964, 0.07333061186706319, 0.11438820379621842, 0.15902029942063725], "spikes_per_sample": 251862.39606900452, "wall_time_s": 2.1436290740966797, "timestamp": "2026-08-21T21:48:49.158332+00:00"}
+{"epoch": 68, "train_loss": 0.7853476686548566, "train_acc": 0.9014869888475836, "test_loss": 0.5010530027476224, "test_acc": 0.8484848484848485, "best_acc": 0.8636363636363636, "spike_rates": [0.05171574937070117, 0.08395820067209356, 0.07260823468951617, 0.11377900444409426, 0.16113605832352357], "spikes_per_sample": 250864.98515271494, "wall_time_s": 2.1457226276397705, "timestamp": "2026-08-21T21:48:51.330390+00:00"}
+{"epoch": 69, "train_loss": 0.7639485903388948, "train_acc": 0.9052044609665427, "test_loss": 0.5154087209340298, "test_acc": 0.8295454545454546, "best_acc": 0.8636363636363636, "spike_rates": [0.0508901145966614, 0.08275652194724363, 0.07229212496210546, 0.11344336104743621, 0.15878629070871017], "spikes_per_sample": 247645.86764705883, "wall_time_s": 2.146308422088623, "timestamp": "2026-08-21T21:48:53.502467+00:00"}
+{"epoch": 70, "train_loss": 0.7556404821491596, "train_acc": 0.9275092936802974, "test_loss": 0.5181199989535592, "test_acc": 0.821969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.051429659566458535, 0.08401806696372874, 0.073261398164665, 0.11474848231848549, 0.15737324777771444], "spikes_per_sample": 250768.41529977377, "wall_time_s": 2.143880605697632, "timestamp": "2026-08-21T21:48:55.670665+00:00"}
+{"epoch": 71, "train_loss": 0.7506977107001946, "train_acc": 0.9237918215613383, "test_loss": 0.4504220101869468, "test_acc": 0.8333333333333334, "best_acc": 0.8636363636363636, "spike_rates": [0.051075332085875905, 0.08252526644398184, 0.07220752581077464, 0.11428068797377978, 0.16079632587292614], "spikes_per_sample": 247870.97115384619, "wall_time_s": 2.136899948120117, "timestamp": "2026-08-21T21:48:57.833191+00:00"}
+{"epoch": 72, "train_loss": 0.7487406901267382, "train_acc": 0.9237918215613383, "test_loss": 0.5078220209389022, "test_acc": 0.8295454545454546, "best_acc": 0.8636363636363636, "spike_rates": [0.0514751635491848, 0.08286445105777067, 0.07244579011903089, 0.11434180859257193, 0.15716796149225795], "spikes_per_sample": 249171.54510746605, "wall_time_s": 2.1420764923095703, "timestamp": "2026-08-21T21:49:00.001179+00:00"}
+{"epoch": 73, "train_loss": 0.7513680101327294, "train_acc": 0.9219330855018587, "test_loss": 0.4851641185355909, "test_acc": 0.8409090909090909, "best_acc": 0.8636363636363636, "spike_rates": [0.051653821021318436, 0.08382320929976071, 0.07375237871618832, 0.11542465581613429, 0.1589166635976118], "spikes_per_sample": 251390.35350678736, "wall_time_s": 2.159886121749878, "timestamp": "2026-08-21T21:49:02.187694+00:00"}
+{"epoch": 74, "train_loss": 0.7349402470216432, "train_acc": 0.9144981412639405, "test_loss": 0.45751142592141125, "test_acc": 0.8522727272727273, "best_acc": 0.8636363636363636, "spike_rates": [0.05204316732638022, 0.08364857952384387, 0.07281103817855611, 0.11505083301488091, 0.16154001916156097], "spikes_per_sample": 251503.1849547511, "wall_time_s": 2.1426219940185547, "timestamp": "2026-08-21T21:49:04.356954+00:00"}
+{"epoch": 75, "train_loss": 0.7536094501116019, "train_acc": 0.9107806691449815, "test_loss": 0.4785563990925298, "test_acc": 0.8371212121212122, "best_acc": 0.8636363636363636, "spike_rates": [0.051172067137325514, 0.0826048434657209, 0.07130724892896764, 0.11441249444204218, 0.15991975630030913], "spikes_per_sample": 247698.30783371042, "wall_time_s": 2.145825147628784, "timestamp": "2026-08-21T21:49:06.542141+00:00"}
+{"epoch": 76, "train_loss": 0.7226879388426316, "train_acc": 0.929368029739777, "test_loss": 0.5739829328024026, "test_acc": 0.8143939393939394, "best_acc": 0.8636363636363636, "spike_rates": [0.0518319374498199, 0.0825514736420968, 0.07127094400279663, 0.11333610380397123, 0.15967043708352482], "spikes_per_sample": 248862.4442873303, "wall_time_s": 2.1463654041290283, "timestamp": "2026-08-21T21:49:08.715648+00:00"}
+{"epoch": 77, "train_loss": 0.7244049713957266, "train_acc": 0.9405204460966543, "test_loss": 0.4345194598038991, "test_acc": 0.8636363636363636, "best_acc": 0.8636363636363636, "spike_rates": [0.05178304739734706, 0.08177106126266367, 0.0707356745705885, 0.1129710836445584, 0.15750096212415135], "spikes_per_sample": 247595.99194004523, "wall_time_s": 2.1513047218322754, "timestamp": "2026-08-21T21:49:10.894378+00:00"}
+{"epoch": 78, "train_loss": 0.7331355530976362, "train_acc": 0.9256505576208178, "test_loss": 0.4090427882743604, "test_acc": 0.8484848484848485, "best_acc": 0.8636363636363636, "spike_rates": [0.0513097692061873, 0.08239120902384028, 0.07057173900744494, 0.1116718145854333, 0.15735182604368994], "spikes_per_sample": 246996.71252828054, "wall_time_s": 2.151927947998047, "timestamp": "2026-08-21T21:49:13.073203+00:00"}
+{"epoch": 79, "train_loss": 0.7125316765228612, "train_acc": 0.9386617100371747, "test_loss": 0.46880068652557605, "test_acc": 0.8409090909090909, "best_acc": 0.8636363636363636, "spike_rates": [0.051593605867203546, 0.0824025422334671, 0.07050784764920964, 0.11132272595868391, 0.15728236822520986], "spikes_per_sample": 247523.01866515836, "wall_time_s": 2.145867347717285, "timestamp": "2026-08-21T21:49:15.248343+00:00"}
+{"epoch": 80, "train_loss": 0.7352507579725471, "train_acc": 0.9163568773234201, "test_loss": 0.4755492987054767, "test_acc": 0.8522727272727273, "best_acc": 0.8636363636363636, "spike_rates": [0.051291065619272345, 0.08221412713036817, 0.07004928457386353, 0.11041711709078621, 0.15550332121989308], "spikes_per_sample": 246318.04015837103, "wall_time_s": 2.1452059745788574, "timestamp": "2026-08-21T21:49:17.421451+00:00"}
+{"epoch": 81, "train_loss": 0.7298716355433694, "train_acc": 0.9349442379182156, "test_loss": 0.4898936396295374, "test_acc": 0.8143939393939394, "best_acc": 0.8636363636363636, "spike_rates": [0.05071602674091563, 0.08187316708705004, 0.07019518096657361, 0.11134788393974304, 0.15755234834025889], "spikes_per_sample": 244970.20517533936, "wall_time_s": 2.144052505493164, "timestamp": "2026-08-21T21:49:19.590266+00:00"}
+{"epoch": 82, "train_loss": 0.7073774455205215, "train_acc": 0.9405204460966543, "test_loss": 0.44849371910095215, "test_acc": 0.8484848484848485, "best_acc": 0.8636363636363636, "spike_rates": [0.05114237986066762, 0.08299908085780985, 0.07157676360186409, 0.11205101582933874, 0.15687909722328186], "spikes_per_sample": 247855.57791289594, "wall_time_s": 2.1531221866607666, "timestamp": "2026-08-21T21:49:21.768835+00:00"}
+{"epoch": 83, "train_loss": 0.6960550420346313, "train_acc": 0.9516728624535316, "test_loss": 0.4072392492583304, "test_acc": 0.8409090909090909, "best_acc": 0.8636363636363636, "spike_rates": [0.05080661287202554, 0.08166690565207425, 0.06950150167240816, 0.11040813037577797, 0.15530157352195068], "spikes_per_sample": 244439.00650452488, "wall_time_s": 2.1487205028533936, "timestamp": "2026-08-21T21:49:23.945170+00:00"}
+{"epoch": 84, "train_loss": 0.7215349988866473, "train_acc": 0.9330855018587361, "test_loss": 0.47329629822210834, "test_acc": 0.8181818181818182, "best_acc": 0.8636363636363636, "spike_rates": [0.05140705888762193, 0.08153619354262072, 0.06975292370599859, 0.11071766255532994, 0.15681046773405635], "spikes_per_sample": 245744.98628393665, "wall_time_s": 2.150691509246826, "timestamp": "2026-08-21T21:49:26.122912+00:00"}
+{"epoch": 85, "train_loss": 0.7126818478772188, "train_acc": 0.9386617100371747, "test_loss": 0.47823287411169574, "test_acc": 0.8446969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.0508543951984714, 0.08190343397505143, 0.07024624724598492, 0.111569242004086, 0.15517686219776378], "spikes_per_sample": 245330.86382918552, "wall_time_s": 2.14791202545166, "timestamp": "2026-08-21T21:49:28.296227+00:00"}
+{"epoch": 86, "train_loss": 0.6977619717112261, "train_acc": 0.9368029739776952, "test_loss": 0.4286825173732006, "test_acc": 0.8636363636363636, "best_acc": 0.8636363636363636, "spike_rates": [0.05066327750682831, 0.08162555799764745, 0.07002416910494075, 0.11188633739948273, 0.15904674284598408], "spikes_per_sample": 244592.48232466064, "wall_time_s": 2.1519269943237305, "timestamp": "2026-08-21T21:49:30.474939+00:00"}
+{"epoch": 87, "train_loss": 0.6996721226486575, "train_acc": 0.9368029739776952, "test_loss": 0.44874044169079175, "test_acc": 0.8409090909090909, "best_acc": 0.8636363636363636, "spike_rates": [0.051593167597756666, 0.08199008028296863, 0.06969616693608902, 0.11148287092938143, 0.15561396409483516], "spikes_per_sample": 246674.62811085975, "wall_time_s": 2.16111421585083, "timestamp": "2026-08-21T21:49:32.672421+00:00"}
+{"epoch": 88, "train_loss": 0.7084150792940842, "train_acc": 0.9405204460966543, "test_loss": 0.48901363213857013, "test_acc": 0.8522727272727273, "best_acc": 0.8636363636363636, "spike_rates": [0.05108827746966306, 0.08049791481565027, 0.06780167362269233, 0.10980088789673413, 0.15434132253422456], "spikes_per_sample": 242826.46832579185, "wall_time_s": 2.1500701904296875, "timestamp": "2026-08-21T21:49:34.847319+00:00"}
+{"epoch": 89, "train_loss": 0.6980138813252785, "train_acc": 0.9442379182156134, "test_loss": 0.4426686560565775, "test_acc": 0.8371212121212122, "best_acc": 0.8636363636363636, "spike_rates": [0.05075380293761983, 0.08141399087274775, 0.06868604789761935, 0.10981018315343295, 0.15618566818097057], "spikes_per_sample": 243562.6706730769, "wall_time_s": 2.1618854999542236, "timestamp": "2026-08-21T21:49:37.034921+00:00"}
+{"epoch": 90, "train_loss": 0.6938567533812116, "train_acc": 0.9535315985130112, "test_loss": 0.47578411571907275, "test_acc": 0.8560606060606061, "best_acc": 0.8636363636363636, "spike_rates": [0.05077287510913961, 0.08101217361057506, 0.06853204132879481, 0.110430405858685, 0.15582038988085353], "spikes_per_sample": 243181.85831447964, "wall_time_s": 2.1509861946105957, "timestamp": "2026-08-21T21:49:39.212660+00:00"}
+{"epoch": 91, "train_loss": 0.7022248648356327, "train_acc": 0.9460966542750929, "test_loss": 0.4644976754983266, "test_acc": 0.8446969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.05072649721713627, 0.08180639848989599, 0.06950972492203993, 0.11109412461519241, 0.15568114466526928], "spikes_per_sample": 244514.41798642534, "wall_time_s": 2.1523561477661133, "timestamp": "2026-08-21T21:49:41.392465+00:00"}
+{"epoch": 92, "train_loss": 0.69798074646067, "train_acc": 0.9442379182156134, "test_loss": 0.44474406224308594, "test_acc": 0.8446969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.050910619471003025, 0.08161197427441091, 0.06937526034958222, 0.1106521824703497, 0.1543262022383073], "spikes_per_sample": 244557.61552601808, "wall_time_s": 2.1574578285217285, "timestamp": "2026-08-21T21:49:43.577319+00:00"}
+{"epoch": 93, "train_loss": 0.6825767635855976, "train_acc": 0.9591078066914498, "test_loss": 0.4635018001903187, "test_acc": 0.8560606060606061, "best_acc": 0.8636363636363636, "spike_rates": [0.05114235641325221, 0.0817523042068762, 0.06953012592652265, 0.11115191000349381, 0.156922129147193], "spikes_per_sample": 245357.79270361993, "wall_time_s": 2.1515345573425293, "timestamp": "2026-08-21T21:49:45.755137+00:00"}
+{"epoch": 94, "train_loss": 0.6999869998059751, "train_acc": 0.9479553903345725, "test_loss": 0.45238090645183215, "test_acc": 0.8522727272727273, "best_acc": 0.8636363636363636, "spike_rates": [0.051066740689908754, 0.08185313729678884, 0.0700409083681948, 0.11123365558245603, 0.1525618092102163], "spikes_per_sample": 245550.77276583712, "wall_time_s": 2.159672260284424, "timestamp": "2026-08-21T21:49:47.943734+00:00"}
+{"epoch": 95, "train_loss": 0.7111870743971331, "train_acc": 0.9423791821561338, "test_loss": 0.4638381672627998, "test_acc": 0.8484848484848485, "best_acc": 0.8636363636363636, "spike_rates": [0.050868107334655875, 0.08076068539829816, 0.06841488796121933, 0.10970330895746455, 0.15582422123235815], "spikes_per_sample": 242959.70489253395, "wall_time_s": 2.152719497680664, "timestamp": "2026-08-21T21:49:50.122301+00:00"}
+{"epoch": 96, "train_loss": 0.6858541606527279, "train_acc": 0.9553903345724907, "test_loss": 0.45294626463543286, "test_acc": 0.8446969696969697, "best_acc": 0.8636363636363636, "spike_rates": [0.05122003024991821, 0.0814959845122169, 0.06922315543188769, 0.11055969578378341, 0.15495776691857507], "spikes_per_sample": 244999.09516402715, "wall_time_s": 2.1598260402679443, "timestamp": "2026-08-21T21:49:52.308613+00:00"}
+{"epoch": 97, "train_loss": 0.695847479827342, "train_acc": 0.9516728624535316, "test_loss": 0.4198348811178496, "test_acc": 0.8522727272727273, "best_acc": 0.8636363636363636, "spike_rates": [0.05092968791723251, 0.08093155394582187, 0.06870388020487393, 0.11023812609560349, 0.1553389780661639], "spikes_per_sample": 243487.17632918552, "wall_time_s": 2.1547276973724365, "timestamp": "2026-08-21T21:49:54.490273+00:00"}
+{"epoch": 98, "train_loss": 0.7168841614599122, "train_acc": 0.9368029739776952, "test_loss": 0.48355269161137665, "test_acc": 0.8409090909090909, "best_acc": 0.8636363636363636, "spike_rates": [0.05103410977651091, 0.08169623113730375, 0.0694395991809228, 0.1109385429059758, 0.15704193798934712], "spikes_per_sample": 244997.18311651584, "wall_time_s": 2.150733232498169, "timestamp": "2026-08-21T21:49:56.668063+00:00"}
+{"epoch": 99, "train_loss": 0.6862422688742996, "train_acc": 0.9479553903345725, "test_loss": 0.46455025311672327, "test_acc": 0.8560606060606061, "best_acc": 0.8636363636363636, "spike_rates": [0.05097524186267572, 0.08148611906696768, 0.06942592955687467, 0.11095089114764158, 0.15541774034500122], "spikes_per_sample": 244635.6373020362, "wall_time_s": 2.159863233566284, "timestamp": "2026-08-21T21:49:58.856009+00:00"}
+{"epoch": 100, "train_loss": 0.6895693057531761, "train_acc": 0.9572490706319703, "test_loss": 0.4631800109689886, "test_acc": 0.8484848484848485, "best_acc": 0.8636363636363636, "spike_rates": [0.050990394152262634, 0.08096244405297671, 0.06885869976352244, 0.11018327711259618, 0.15682738318162806], "spikes_per_sample": 243729.2993495475, "wall_time_s": 2.155684232711792, "timestamp": "2026-08-21T21:50:01.038630+00:00"}

opt4_mint_membrane_quant/opt4_ubits8_po2.gpu_telemetry.csv

@@ -0,0 +1,145 @@
+timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
+2026/08/21 21:44:22.768, 0, 0, 0, 0, 15360, 62, 10.46, 300
+2026/08/21 21:44:22.786, 1, 0, 0, 0, 15360, 55, 10.06, 300
+2026/08/21 21:44:27.840, 0, 0, 0, 109, 15360, 64, 28.11, 585
+2026/08/21 21:44:27.851, 1, 0, 0, 123, 15360, 56, 28.03, 585
+2026/08/21 21:44:32.907, 0, 0, 0, 205, 15360, 64, 28.21, 585
+2026/08/21 21:44:32.917, 1, 100, 0, 205, 15360, 60, 41.53, 1590
+2026/08/21 21:44:37.961, 0, 0, 0, 205, 15360, 65, 28.21, 585
+2026/08/21 21:44:37.972, 1, 100, 0, 205, 15360, 61, 41.92, 1590
+2026/08/21 21:44:43.016, 0, 0, 0, 205, 15360, 65, 28.31, 585
+2026/08/21 21:44:43.027, 1, 100, 0, 205, 15360, 62, 42.31, 1590
+2026/08/21 21:44:48.070, 0, 0, 0, 205, 15360, 66, 28.41, 585
+2026/08/21 21:44:48.080, 1, 100, 0, 205, 15360, 63, 42.61, 1590
+2026/08/21 21:44:53.124, 0, 0, 0, 205, 15360, 66, 28.60, 585
+2026/08/21 21:44:53.134, 1, 100, 0, 205, 15360, 65, 43.40, 1590
+2026/08/21 21:44:58.180, 0, 0, 0, 205, 15360, 66, 28.51, 585
+2026/08/21 21:44:58.191, 1, 0, 0, 205, 15360, 63, 29.00, 585
+2026/08/21 21:45:03.238, 0, 0, 0, 205, 15360, 67, 28.60, 585
+2026/08/21 21:45:03.251, 1, 0, 0, 205, 15360, 63, 29.10, 585
+2026/08/21 21:45:08.298, 0, 0, 0, 205, 15360, 67, 28.80, 585
+2026/08/21 21:45:08.308, 1, 0, 0, 205, 15360, 64, 29.10, 585
+2026/08/21 21:45:13.355, 0, 0, 0, 205, 15360, 67, 28.80, 585
+2026/08/21 21:45:13.365, 1, 0, 0, 205, 15360, 64, 29.10, 585
+2026/08/21 21:45:18.412, 0, 0, 0, 205, 15360, 68, 28.80, 585
+2026/08/21 21:45:18.422, 1, 0, 0, 205, 15360, 64, 29.20, 585
+2026/08/21 21:45:23.471, 0, 0, 0, 205, 15360, 68, 28.90, 585
+2026/08/21 21:45:23.481, 1, 0, 0, 205, 15360, 64, 29.30, 585
+2026/08/21 21:45:28.529, 0, 0, 0, 205, 15360, 68, 28.90, 585
+2026/08/21 21:45:28.540, 1, 0, 0, 205, 15360, 65, 29.30, 585
+2026/08/21 21:45:33.591, 0, 0, 0, 205, 15360, 68, 29.00, 585
+2026/08/21 21:45:33.601, 1, 0, 0, 205, 15360, 65, 29.59, 585
+2026/08/21 21:45:38.648, 0, 0, 0, 205, 15360, 69, 29.00, 585
+2026/08/21 21:45:38.658, 1, 0, 0, 205, 15360, 65, 29.50, 585
+2026/08/21 21:45:43.705, 0, 0, 0, 341, 15360, 69, 29.10, 585
+2026/08/21 21:45:43.715, 1, 0, 0, 205, 15360, 65, 29.40, 585
+2026/08/21 21:45:48.762, 0, 0, 0, 341, 15360, 69, 29.30, 585
+2026/08/21 21:45:48.773, 1, 0, 0, 205, 15360, 66, 29.50, 585
+2026/08/21 21:45:53.821, 0, 0, 0, 341, 15360, 69, 29.20, 585
+2026/08/21 21:45:53.833, 1, 0, 0, 205, 15360, 66, 29.59, 585
+2026/08/21 21:45:58.880, 0, 100, 0, 395, 15360, 71, 44.85, 1590
+2026/08/21 21:45:58.888, 1, 0, 0, 205, 15360, 66, 29.59, 585
+2026/08/21 21:46:03.937, 0, 100, 0, 395, 15360, 72, 45.34, 1590
+2026/08/21 21:46:03.944, 1, 0, 0, 205, 15360, 66, 29.69, 585
+2026/08/21 21:46:08.991, 0, 100, 0, 395, 15360, 73, 45.61, 1590
+2026/08/21 21:46:08.999, 1, 0, 0, 341, 15360, 67, 29.77, 585
+2026/08/21 21:46:14.047, 0, 100, 0, 395, 15360, 75, 45.90, 1590
+2026/08/21 21:46:14.055, 1, 0, 0, 341, 15360, 67, 29.89, 585
+2026/08/21 21:46:19.104, 0, 100, 0, 395, 15360, 75, 46.30, 1590
+2026/08/21 21:46:19.112, 1, 0, 0, 341, 15360, 67, 30.17, 585
+2026/08/21 21:46:24.162, 0, 96, 81, 3313, 15360, 77, 62.22, 1215
+2026/08/21 21:46:24.181, 1, 96, 80, 3313, 15360, 70, 64.26, 1305
+2026/08/21 21:46:29.238, 0, 96, 81, 3315, 15360, 79, 66.82, 1095
+2026/08/21 21:46:29.258, 1, 95, 80, 3315, 15360, 73, 67.57, 1170
+2026/08/21 21:46:34.315, 0, 96, 88, 3315, 15360, 81, 67.21, 1140
+2026/08/21 21:46:34.332, 1, 100, 18, 3315, 15360, 75, 46.47, 1590
+2026/08/21 21:46:39.383, 0, 95, 80, 3315, 15360, 82, 68.84, 1080
+2026/08/21 21:46:39.399, 1, 96, 79, 3315, 15360, 77, 76.22, 1110
+2026/08/21 21:46:44.452, 0, 96, 79, 3315, 15360, 82, 63.40, 1140
+2026/08/21 21:46:44.467, 1, 95, 78, 3315, 15360, 78, 71.24, 1140
+2026/08/21 21:46:49.517, 0, 95, 79, 3315, 15360, 81, 67.66, 1155
+2026/08/21 21:46:49.531, 1, 97, 64, 3315, 15360, 76, 48.36, 1560
+2026/08/21 21:46:54.584, 0, 95, 80, 3315, 15360, 79, 65.71, 1095
+2026/08/21 21:46:54.599, 1, 95, 80, 3315, 15360, 76, 70.75, 1185
+2026/08/21 21:46:59.651, 0, 96, 80, 3315, 15360, 78, 65.32, 1215
+2026/08/21 21:46:59.664, 1, 96, 81, 3315, 15360, 75, 63.73, 1020
+2026/08/21 21:47:04.723, 0, 96, 80, 3315, 15360, 77, 68.54, 1215
+2026/08/21 21:47:04.739, 1, 95, 76, 3315, 15360, 74, 72.56, 1545
+2026/08/21 21:47:09.791, 0, 95, 80, 3315, 15360, 76, 65.16, 1275
+2026/08/21 21:47:09.807, 1, 96, 80, 3315, 15360, 74, 72.56, 1215
+2026/08/21 21:47:14.859, 0, 96, 80, 3315, 15360, 76, 75.49, 1185
+2026/08/21 21:47:14.873, 1, 96, 81, 3315, 15360, 73, 64.51, 1125
+2026/08/21 21:47:19.928, 0, 96, 82, 3315, 15360, 75, 67.08, 1230
+2026/08/21 21:47:19.944, 1, 98, 61, 3315, 15360, 72, 45.81, 1575
+2026/08/21 21:47:24.993, 0, 97, 84, 3315, 15360, 75, 72.61, 1215
+2026/08/21 21:47:25.007, 1, 94, 80, 3315, 15360, 73, 63.53, 1185
+2026/08/21 21:47:30.060, 0, 96, 81, 3315, 15360, 75, 72.51, 1185
+2026/08/21 21:47:30.077, 1, 97, 84, 3315, 15360, 73, 66.33, 1140
+2026/08/21 21:47:35.133, 0, 95, 88, 3315, 15360, 76, 65.26, 1230
+2026/08/21 21:47:35.149, 1, 98, 34, 3315, 15360, 73, 46.49, 1590
+2026/08/21 21:47:40.201, 0, 96, 80, 3315, 15360, 76, 69.67, 1110
+2026/08/21 21:47:40.217, 1, 95, 80, 3315, 15360, 74, 71.33, 1170
+2026/08/21 21:47:45.277, 0, 95, 82, 3315, 15360, 77, 64.18, 1230
+2026/08/21 21:47:45.289, 1, 96, 82, 3315, 15360, 75, 63.18, 1125
+2026/08/21 21:47:50.343, 0, 98, 94, 3315, 15360, 77, 69.77, 1230
+2026/08/21 21:47:50.352, 1, 100, 12, 3315, 15360, 75, 47.18, 1590
+2026/08/21 21:47:55.398, 0, 95, 79, 3315, 15360, 77, 75.79, 1155
+2026/08/21 21:47:55.417, 1, 97, 84, 3315, 15360, 76, 64.71, 1125
+2026/08/21 21:48:00.472, 0, 96, 80, 3315, 15360, 78, 65.89, 1245
+2026/08/21 21:48:00.487, 1, 95, 81, 3315, 15360, 77, 66.53, 1095
+2026/08/21 21:48:05.542, 0, 97, 89, 3315, 15360, 78, 65.71, 1215
+2026/08/21 21:48:05.556, 1, 98, 43, 3315, 15360, 76, 47.18, 1590
+2026/08/21 21:48:10.603, 0, 96, 81, 3315, 15360, 78, 67.31, 1260
+2026/08/21 21:48:10.618, 1, 95, 81, 3315, 15360, 77, 64.03, 1200
+2026/08/21 21:48:15.669, 0, 96, 82, 3315, 15360, 78, 59.36, 1140
+2026/08/21 21:48:15.685, 1, 96, 82, 3315, 15360, 77, 62.14, 1125
+2026/08/21 21:48:20.741, 0, 96, 80, 3315, 15360, 78, 67.66, 1170
+2026/08/21 21:48:20.754, 1, 96, 68, 3315, 15360, 76, 46.79, 1590
+2026/08/21 21:48:25.800, 0, 95, 80, 3315, 15360, 77, 68.54, 1125
+2026/08/21 21:48:25.816, 1, 96, 79, 3315, 15360, 77, 66.24, 1110
+2026/08/21 21:48:30.872, 0, 95, 79, 3315, 15360, 77, 72.70, 1170
+2026/08/21 21:48:30.881, 1, 96, 80, 3315, 15360, 77, 74.61, 1245
+2026/08/21 21:48:35.935, 0, 95, 79, 3315, 15360, 77, 67.47, 1200
+2026/08/21 21:48:35.952, 1, 94, 79, 3315, 15360, 76, 40.25, 1575
+2026/08/21 21:48:40.999, 0, 96, 81, 3315, 15360, 77, 66.68, 1290
+2026/08/21 21:48:41.013, 1, 97, 82, 3315, 15360, 76, 63.34, 1230
+2026/08/21 21:48:46.067, 0, 95, 80, 3315, 15360, 77, 69.91, 1140
+2026/08/21 21:48:46.081, 1, 96, 80, 3315, 15360, 76, 57.04, 1110
+2026/08/21 21:48:51.144, 0, 95, 80, 3315, 15360, 76, 66.39, 1170
+2026/08/21 21:48:51.160, 1, 96, 79, 3315, 15360, 75, 46.00, 1575
+2026/08/21 21:48:56.212, 0, 96, 82, 3315, 15360, 77, 63.89, 1125
+2026/08/21 21:48:56.225, 1, 96, 80, 3315, 15360, 76, 69.42, 1080
+2026/08/21 21:49:01.284, 0, 96, 79, 3315, 15360, 76, 66.78, 1185
+2026/08/21 21:49:01.299, 1, 94, 82, 3315, 15360, 76, 50.10, 1215
+2026/08/21 21:49:06.353, 0, 97, 81, 3315, 15360, 77, 67.17, 1170
+2026/08/21 21:49:06.372, 1, 97, 40, 3315, 15360, 76, 45.31, 1575
+2026/08/21 21:49:11.419, 0, 95, 79, 3315, 15360, 77, 68.90, 1260
+2026/08/21 21:49:11.435, 1, 93, 78, 3315, 15360, 77, 57.28, 1230
+2026/08/21 21:49:16.493, 0, 96, 84, 3315, 15360, 77, 67.76, 1125
+2026/08/21 21:49:16.506, 1, 96, 80, 3315, 15360, 77, 68.10, 1095
+2026/08/21 21:49:21.565, 0, 95, 78, 3315, 15360, 77, 66.73, 1200
+2026/08/21 21:49:21.588, 1, 97, 60, 3315, 15360, 76, 41.82, 1575
+2026/08/21 21:49:26.635, 0, 94, 81, 3315, 15360, 77, 66.39, 1275
+2026/08/21 21:49:26.654, 1, 96, 79, 3315, 15360, 77, 64.61, 1170
+2026/08/21 21:49:31.708, 0, 95, 81, 3315, 15360, 77, 67.17, 1245
+2026/08/21 21:49:31.722, 1, 97, 85, 3315, 15360, 77, 64.87, 1185
+2026/08/21 21:49:36.773, 0, 95, 80, 3315, 15360, 77, 64.73, 1170
+2026/08/21 21:49:36.789, 1, 96, 80, 3315, 15360, 77, 65.75, 1455
+2026/08/21 21:49:41.842, 0, 95, 81, 3315, 15360, 77, 70.21, 1110
+2026/08/21 21:49:41.859, 1, 97, 84, 3315, 15360, 77, 64.18, 1050
+2026/08/21 21:49:46.914, 0, 96, 78, 3315, 15360, 77, 67.08, 1125
+2026/08/21 21:49:46.932, 1, 95, 79, 3315, 15360, 78, 65.40, 1140
+2026/08/21 21:49:51.985, 0, 94, 80, 3315, 15360, 77, 60.18, 1245
+2026/08/21 21:49:52.001, 1, 96, 81, 3315, 15360, 78, 72.75, 1125
+2026/08/21 21:49:57.062, 0, 97, 83, 3315, 15360, 77, 64.28, 1170
+2026/08/21 21:49:57.073, 1, 95, 79, 3315, 15360, 77, 55.77, 1215
+2026/08/21 21:50:02.129, 0, 66, 49, 3313, 15360, 77, 76.32, 1365
+2026/08/21 21:50:02.145, 1, 0, 0, 3299, 15360, 75, 41.82, 1590
+2026/08/21 21:50:07.190, 0, 70, 51, 3313, 15360, 77, 76.37, 1275
+2026/08/21 21:50:07.199, 1, 0, 0, 3, 15360, 69, 11.44, 375
+2026/08/21 21:50:12.254, 0, 77, 55, 3313, 15360, 77, 61.51, 1500
+2026/08/21 21:50:12.269, 1, 0, 0, 3, 15360, 66, 11.54, 300
+2026/08/21 21:50:17.323, 0, 76, 55, 3313, 15360, 77, 72.20, 1305
+2026/08/21 21:50:17.338, 1, 0, 0, 3, 15360, 64, 10.95, 300
+2026/08/21 21:50:22.392, 0, 0, 0, 3313, 15360, 75, 40.47, 1590
+2026/08/21 21:50:22.399, 1, 0, 0, 3, 15360, 62, 10.65, 300

opt4_mint_membrane_quant/opt4_ubits8_po2.summary.json

@@ -0,0 +1,92 @@
+{
+  "tag": "opt4_ubits8_po2",
+  "script": "opt4_mint_membrane_quant.py",
+  "script_sha256_16": "598d76c727a2deea",
+  "hf_folder": "opt4_mint_membrane_quant",
+  "priority": 2,
+  "note": "",
+  "phase": 9,
+  "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",
+    "8",
+    "--po2-beta",
+    "--assert-multiplierless"
+  ],
+  "flags": [
+    "--u-bits",
+    "8",
+    "--po2-beta",
+    "--assert-multiplierless"
+  ],
+  "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": 360.4,
+  "sec_per_epoch": 3.6,
+  "started_utc": "2026-08-21T21:44:22.737165+00:00",
+  "finished_utc": "2026-08-21T21:50:23.180903+00:00",
+  "final_epoch_metrics": {
+    "epoch": 100,
+    "train_loss": 0.6895693057531761,
+    "train_acc": 0.9572490706319703,
+    "test_loss": 0.4631800109689886,
+    "test_acc": 0.8484848484848485,
+    "best_acc": 0.8636363636363636,
+    "spike_rates": [
+      0.050990394152262634,
+      0.08096244405297671,
+      0.06885869976352244,
+      0.11018327711259618,
+      0.15682738318162806
+    ],
+    "spikes_per_sample": 243729.2993495475,
+    "wall_time_s": 2.155684232711792,
+    "timestamp": "2026-08-21T21:50:01.038630+00:00"
+  },
+  "best": {
+    "epoch": 63,
+    "test_acc": 0.8636363636363636
+  },
+  "event_driven": {
+    "event_driven_test_acc": 0.8446969696969697,
+    "synaptic_ops_per_inference": 203284701.10416666,
+    "membrane_bytes_per_inference": 238091.0,
+    "u_bits": 8,
+    "kshift": 0,
+    "w_bits": 0
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "opt4_ubits8_po2.zip",
+    "files": 312,
+    "bytes": 1441424978,
+    "MB": 1441.4,
+    "sha256": "59bd4e96c4864053283bf7009a863e527eac8df45214f301992e88134bd33d30"
+  }
+}

opt4_mint_membrane_quant/opt4_ubits8_po2.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59bd4e96c4864053283bf7009a863e527eac8df45214f301992e88134bd33d30
+size 1441424978