add run opt4_ubits2_po2
Browse files- opt4_mint_membrane_quant/opt4_ubits2_po2.epochs.csv +101 -0
- opt4_mint_membrane_quant/opt4_ubits2_po2.epochs.jsonl +100 -0
- opt4_mint_membrane_quant/opt4_ubits2_po2.gpu_telemetry.csv +149 -0
- opt4_mint_membrane_quant/opt4_ubits2_po2.summary.json +92 -0
- opt4_mint_membrane_quant/opt4_ubits2_po2.zip +3 -0
opt4_mint_membrane_quant/opt4_ubits2_po2.epochs.csv
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| 1 |
+
tag,script,script_sha256_16,phase,priority,flags,note,gpus,amp,batch_size_per_gpu,num_bins_T,epochs_requested,epoch,train_loss,train_acc,test_loss,test_acc,best_acc,spikes_per_sample,wall_time_s,cum_wall_time_s,timestamp,spk_rate_l0,spk_rate_l1,spk_rate_l2,spk_rate_l3,spk_rate_l4,spk_rate_mean,spike_rates_json,gpu_samples,gpu_power_w_mean,energy_wh,gpu_util_pct_mean,gpu_mem_mb_peak
|
| 2 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,1,2.967179800054841,0.3550185873605948,2.6018515211163145,0.17424242424242425,0.17424242424242425,420663.42279411765,2.6123931407928467,2.6,2026-08-21T21:23:26.820535+00:00,0.058069557389792276,0.12159850053927478,0.24862039965741775,0.293717845397837,0.30281876465853524,0.204965,"[0.058069557389792276, 0.12159850053927478, 0.24862039965741775, 0.293717845397837, 0.30281876465853524]",1,138.71,0.10066,96.0,6626.0
|
| 3 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,2,2.0759849845255176,0.4052044609665427,1.9177361546140728,0.22348484848484848,0.22348484848484848,440471.4319852941,2.107530355453491,4.7,2026-08-21T21:23:28.958728+00:00,0.05960166037959211,0.12921700758092544,0.2628120481967926,0.3021896358798532,0.30873748309472027,0.212512,"[0.05960166037959211, 0.12921700758092544, 0.2628120481967926, 0.3021896358798532, 0.30873748309472027]",,,,,
|
| 4 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,3,2.0975219609569,0.3587360594795539,1.8280807119427305,0.3712121212121212,0.3712121212121212,446363.20178167423,2.119985580444336,6.8,2026-08-21T21:23:31.112177+00:00,0.05636229826246991,0.13111620922298992,0.2810916830511654,0.3106095755801481,0.3096635744852178,0.217769,"[0.05636229826246991, 0.13111620922298992, 0.2810916830511654, 0.3106095755801481, 0.3096635744852178]",1,135.67,0.07989,95.5,6630.0
|
| 5 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,4,2.1084893822226825,0.3643122676579926,1.7915612278562603,0.2916666666666667,0.3712121212121212,458331.35308257915,2.120983362197876,9.0,2026-08-21T21:23:33.266223+00:00,0.05473636879640467,0.14254244986702413,0.2861325635629542,0.3163980350774877,0.30886124512728524,0.221734,"[0.05473636879640467, 0.14254244986702413, 0.2861325635629542, 0.3163980350774877, 0.30886124512728524]",,,,,
|
| 6 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,5,1.9518709732254198,0.44981412639405205,1.5364828001369129,0.38257575757575757,0.38257575757575757,470199.9350961538,2.1288065910339355,11.1,2026-08-21T21:23:35.419453+00:00,0.054949900902369446,0.1582469642162323,0.2784755229949951,0.3088569904074949,0.3037101608865401,0.220848,"[0.054949900902369446, 0.1582469642162323, 0.2784755229949951, 0.3088569904074949, 0.3037101608865401]",1,148.83,0.08801,89.5,6630.0
|
| 7 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,6,1.9078435609774962,0.4721189591078067,1.574608932841908,0.42424242424242425,0.42424242424242425,471983.0336538462,2.130073308944702,13.2,2026-08-21T21:23:37.581847+00:00,0.05349629920195131,0.165883126504281,0.27391623223529143,0.30285632960936604,0.3038342858062071,0.219997,"[0.05349629920195131, 0.165883126504281, 0.27391623223529143, 0.30285632960936604, 0.3038342858062071]",,,,,
|
| 8 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,7,1.985941161010345,0.4516728624535316,1.811916055101337,0.4810606060606061,0.4810606060606061,468261.9703054299,2.1351473331451416,15.4,2026-08-21T21:23:39.746644+00:00,0.05354460219250006,0.17199378153857062,0.2570252593825845,0.2924520671367645,0.3026728577473584,0.215538,"[0.05354460219250006, 0.17199378153857062, 0.2570252593825845, 0.2924520671367645, 0.3026728577473584]",,,,,
|
| 9 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,8,1.9186791664605691,0.4275092936802974,1.6873919927712642,0.4810606060606061,0.4810606060606061,464484.13730203616,2.1358821392059326,17.5,2026-08-21T21:23:41.913102+00:00,0.051369000445393956,0.17542551808497486,0.25280365347862244,0.2881024374681361,0.29924986467641945,0.21339,"[0.051369000445393956, 0.17542551808497486, 0.25280365347862244, 0.2881024374681361, 0.29924986467641945]",1,125.66,0.07455,96.0,6630.0
|
| 10 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,9,1.7909037885169556,0.5,1.7780140511917346,0.48863636363636365,0.48863636363636365,463916.1291006787,2.1454005241394043,19.6,2026-08-21T21:23:44.083061+00:00,0.05107841399662635,0.1740791990476496,0.2555130264338325,0.28856326026075024,0.29577916334657106,0.213003,"[0.05107841399662635, 0.1740791990476496, 0.2555130264338325, 0.28856326026075024, 0.29577916334657106]",,,,,
|
| 11 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,10,1.8571003130377446,0.49256505576208176,1.403163436687354,0.4810606060606061,0.48863636363636365,467391.4432975113,2.149862766265869,21.8,2026-08-21T21:23:46.266711+00:00,0.05035111242357422,0.1744911749573315,0.2618716587038601,0.2977559689213248,0.29954078442910137,0.216802,"[0.05035111242357422, 0.1744911749573315, 0.2618716587038601, 0.2977559689213248, 0.29954078442910137]",1,128.16,0.07654,96.0,6630.0
|
| 12 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,11,1.8559872005065579,0.47769516728624534,1.5419063568115234,0.5075757575757576,0.5075757575757576,467201.58201357466,2.1548309326171875,23.9,2026-08-21T21:23:48.446994+00:00,0.05115669987657491,0.17233535033815048,0.2640743974377127,0.2920231538660386,0.2968101168380064,0.21528,"[0.05115669987657491, 0.17233535033815048, 0.2640743974377127, 0.2920231538660386, 0.2968101168380064]",,,,,
|
| 13 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,12,1.7622095417355959,0.5055762081784386,1.4135006214633132,0.5227272727272727,0.5227272727272727,457772.2543834842,2.1567633152008057,26.1,2026-08-21T21:23:50.636448+00:00,0.049807829891934115,0.1635724770672181,0.2690415312262142,0.29201674286056967,0.29506320988430695,0.2139,"[0.049807829891934115, 0.1635724770672181, 0.2690415312262142, 0.29201674286056967, 0.29506320988430695]",1,136.82,0.08197,90.0,6630.0
|
| 14 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,13,1.7738369995776606,0.49256505576208176,1.3169278267658118,0.5340909090909091,0.5340909090909091,461456.3055712669,2.1635334491729736,28.3,2026-08-21T21:23:52.831497+00:00,0.04813241366954411,0.16627752605606527,0.2778155523187974,0.2904147733660305,0.29142697418437286,0.214813,"[0.04813241366954411, 0.16627752605606527, 0.2778155523187974, 0.2904147733660305, 0.29142697418437286]",,,,,
|
| 15 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,14,1.7284871113787796,0.5371747211895911,1.6190028768597227,0.48484848484848486,0.5340909090909091,466009.36651583714,2.1509976387023926,30.4,2026-08-21T21:23:55.015709+00:00,0.04880602241438978,0.16957840148140402,0.27693674318930683,0.29176056034424724,0.28695499195772056,0.214807,"[0.04880602241438978, 0.16957840148140402, 0.27693674318930683, 0.29176056034424724, 0.28695499195772056]",1,129.79,0.07755,96.0,6630.0
|
| 16 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,15,1.9344853291281094,0.49814126394052044,1.9781676350217876,0.3712121212121212,0.5340909090909091,478582.24194004526,2.1588921546936035,32.6,2026-08-21T21:23:57.215825+00:00,0.04875992961666163,0.18167600912206314,0.27551038650905385,0.2979884200236377,0.2773515003568986,0.216257,"[0.04875992961666163, 0.18167600912206314, 0.27551038650905385, 0.2979884200236377, 0.2773515003568986]",,,,,
|
| 17 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,16,1.8317944976920089,0.48698884758364314,1.3864763794523296,0.4962121212121212,0.5340909090909091,478567.8786764706,2.1469507217407227,34.7,2026-08-21T21:23:59.389901+00:00,0.0494112620020614,0.18351693363750682,0.27080442975549135,0.29174233885372386,0.27387897056691785,0.213871,"[0.0494112620020614, 0.18351693363750682, 0.27080442975549135, 0.29174233885372386, 0.27387897056691785]",,,,,
|
| 18 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,17,1.932686941331204,0.45724907063197023,1.6663376056786738,0.4696969696969697,0.5340909090909091,522673.59473981906,2.148481607437134,36.9,2026-08-21T21:24:01.564964+00:00,0.06617443570319344,0.19039997984381282,0.2720962254440083,0.29912766288308534,0.28496140767546263,0.222552,"[0.06617443570319344, 0.19039997984381282, 0.2720962254440083, 0.29912766288308534, 0.28496140767546263]",1,133.37,0.0796,96.5,6630.0
|
| 19 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,18,1.9546340176607153,0.4591078066914498,1.627091570334001,0.4356060606060606,0.5340909090909091,571917.6513009049,2.1436424255371094,39.0,2026-08-21T21:24:03.735935+00:00,0.08267270247725879,0.19926188973819509,0.27757874481818257,0.317766910090166,0.2893861111472635,0.233333,"[0.08267270247725879, 0.19926188973819509, 0.27757874481818257, 0.317766910090166, 0.2893861111472635]",,,,,
|
| 20 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,19,1.9044299613144318,0.483271375464684,1.4098928913925632,0.4621212121212121,0.5340909090909091,564690.8779694571,2.144268751144409,41.2,2026-08-21T21:24:05.906801+00:00,0.07970192327218897,0.19517280249034658,0.2832418417229372,0.32005712565253763,0.29173996869255514,0.233983,"[0.07970192327218897, 0.19517280249034658, 0.2832418417229372, 0.32005712565253763, 0.29173996869255514]",,,,,
|
| 21 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,20,1.7964938014856502,0.5148698884758365,1.291874105280096,0.4621212121212121,0.5340909090909091,566092.29114819,2.1434273719787598,43.3,2026-08-21T21:24:08.075823+00:00,0.07499616330160815,0.19841301090577068,0.29832563505453225,0.3201533713761498,0.28609677272684436,0.235597,"[0.07499616330160815, 0.19841301090577068, 0.29832563505453225, 0.3201533713761498, 0.28609677272684436]",1,134.73,0.08022,99.0,6630.0
|
| 22 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,21,1.8255616049784267,0.4888475836431227,1.511616627375285,0.44696969696969696,0.5340909090909091,566641.8929581448,2.1355490684509277,45.4,2026-08-21T21:24:10.238351+00:00,0.06940390344928293,0.20763807086383596,0.30480487031095166,0.3141320154947393,0.28540786574868593,0.236277,"[0.06940390344928293, 0.20763807086383596, 0.30480487031095166, 0.3141320154947393, 0.28540786574868593]",,,,,
|
| 23 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,22,1.7470154576142038,0.5446096654275093,1.5752517490675955,0.44696969696969696,0.5340909090909091,574108.3836255657,2.1488704681396484,47.6,2026-08-21T21:24:12.413956+00:00,0.07027857137076995,0.2121855064350016,0.3066260236151078,0.31344393246314106,0.28533165770418506,0.237573,"[0.07027857137076995, 0.2121855064350016, 0.3066260236151078, 0.31344393246314106, 0.28533165770418506]",1,133.66,0.07978,95.0,6630.0
|
| 24 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,23,1.7647359167332985,0.4944237918215613,1.891818429484512,0.3143939393939394,0.5340909090909091,578901.8936651583,2.1348800659179688,49.7,2026-08-21T21:24:14.573461+00:00,0.07019270342939041,0.2209042670095668,0.3004666601910311,0.3064549933461582,0.2825610304580015,0.236116,"[0.07019270342939041, 0.2209042670095668, 0.3004666601910311, 0.3064549933461582, 0.2825610304580015]",,,,,
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| 25 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,24,1.8186120056308335,0.5278810408921933,1.6912602186203003,0.38257575757575757,0.5340909090909091,556706.7798359728,2.133612632751465,51.9,2026-08-21T21:24:16.733544+00:00,0.07217658442609451,0.21373409383437214,0.26946542017600117,0.28701604815090404,0.27817858317319083,0.224114,"[0.07217658442609451, 0.21373409383437214, 0.26946542017600117, 0.28701604815090404, 0.27817858317319083]",1,123.09,0.07295,95.5,6630.0
|
| 26 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,25,1.8621524847129907,0.5241635687732342,1.366939866181576,0.4734848484848485,0.5340909090909091,535789.6930147059,2.127232551574707,54.0,2026-08-21T21:24:18.886699+00:00,0.06745807914172902,0.20808705775176778,0.2615702888544868,0.2798661957768833,0.27588361852309284,0.218573,"[0.06745807914172902, 0.20808705775176778, 0.2615702888544868, 0.2798661957768833, 0.27588361852309284]",,,,,
|
| 27 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,26,1.7112571608178235,0.5464684014869888,1.2250906843127627,0.5378787878787878,0.5378787878787878,529318.8082579186,2.125342845916748,56.1,2026-08-21T21:24:21.036239+00:00,0.06640830548370585,0.20485215765588424,0.26005345933577595,0.2794582633411183,0.272427779786727,0.21664,"[0.06640830548370585, 0.20485215765588424, 0.26005345933577595, 0.2794582633411183, 0.272427779786727]",1,139.8,0.08253,90.5,6630.0
|
| 28 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,27,1.673893658645091,0.5520446096654275,1.2724956599148838,0.5340909090909091,0.5378787878787878,532006.8827771493,2.1283485889434814,58.2,2026-08-21T21:24:23.194241+00:00,0.07015920079806272,0.20006856935865738,0.2595081566011204,0.28056781432207895,0.2698080662418814,0.216022,"[0.07015920079806272, 0.20006856935865738, 0.2595081566011204, 0.28056781432207895, 0.2698080662418814]",,,,,
|
| 29 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,28,1.6752747984180663,0.5613382899628253,1.4505379525097934,0.4734848484848485,0.5378787878787878,515050.16275452496,2.1191442012786865,60.4,2026-08-21T21:24:25.343700+00:00,0.06305683798649732,0.19928331234875848,0.2592620902201709,0.2724841131883509,0.2641523375230677,0.211648,"[0.06305683798649732, 0.19928331234875848, 0.2592620902201709, 0.2724841131883509, 0.2641523375230677]",,,,,
|
| 30 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,29,1.8283507043987401,0.49070631970260226,1.476711554960771,0.5757575757575758,0.5757575757575758,516926.8634049774,2.1207826137542725,62.5,2026-08-21T21:24:27.490215+00:00,0.06699071167146459,0.19686546571114483,0.2523244899861953,0.27061980962753296,0.26917903914171104,0.211196,"[0.06699071167146459, 0.19686546571114483, 0.2523244899861953, 0.27061980962753296, 0.26917903914171104]",1,121.26,0.07144,95.5,6630.0
|
| 31 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,30,1.7850437261801226,0.5055762081784386,1.4444628339825254,0.4583333333333333,0.5757575757575758,535616.9028563348,2.129319906234741,64.6,2026-08-21T21:24:29.651648+00:00,0.08450242088121526,0.18936137416783502,0.23386729727773106,0.2666690945625305,0.2727176617173588,0.209424,"[0.08450242088121526, 0.18936137416783502, 0.23386729727773106, 0.2666690945625305, 0.2727176617173588]",,,,,
|
| 32 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,31,1.7158961938659498,0.5037174721189591,1.355367367917841,0.5492424242424242,0.5757575757575758,546011.170673077,2.1272308826446533,66.7,2026-08-21T21:24:31.804344+00:00,0.08620649576187134,0.1936897617929122,0.23883819317116456,0.26424381312202005,0.27186886527959037,0.210969,"[0.08620649576187134, 0.1936897617929122, 0.23883819317116456, 0.26424381312202005, 0.27186886527959037]",1,130.71,0.07724,94.5,6630.0
|
| 33 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,32,1.6814902785985444,0.5297397769516728,1.4705311565688162,0.4621212121212121,0.5757575757575758,546315.6078902716,2.121830701828003,68.8,2026-08-21T21:24:33.951607+00:00,0.08441348286236033,0.19575081940959482,0.24165617718416102,0.26808467156746807,0.26230255470556374,0.210442,"[0.08441348286236033, 0.19575081940959482, 0.24165617718416102, 0.26808467156746807, 0.26230255470556374]",,,,,
|
| 34 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,33,1.7351698427838465,0.5204460966542751,1.7598143165761775,0.5,0.5757575757575758,516161.5748020362,2.1175217628479004,71.0,2026-08-21T21:24:36.094387+00:00,0.0739209040561143,0.189987112494076,0.23859438037171082,0.2641024642130908,0.2653561427312739,0.206392,"[0.0739209040561143, 0.189987112494076, 0.23859438037171082, 0.2641024642130908, 0.2653561427312739]",1,137.34,0.08078,89.5,6630.0
|
| 35 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,34,1.727320083011925,0.5631970260223048,1.2824068322326199,0.5757575757575758,0.5757575757575758,501457.37019230763,2.1233136653900146,73.1,2026-08-21T21:24:38.242609+00:00,0.06891070810310981,0.18697604274048524,0.23614713461960063,0.2658956296303693,0.26634461388868447,0.204855,"[0.06891070810310981, 0.18697604274048524, 0.23614713461960063, 0.2658956296303693, 0.26634461388868447]",,,,,
|
| 36 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,35,1.6194442754341325,0.5724907063197026,1.081851713585131,0.5568181818181818,0.5757575757575758,507243.8503959277,2.132560968399048,75.2,2026-08-21T21:24:40.401862+00:00,0.06991526747451109,0.18894494456403396,0.2382376518319635,0.26973939467878905,0.2682029762688805,0.207008,"[0.06991526747451109, 0.18894494456403396, 0.2382376518319635, 0.26973939467878905, 0.2682029762688805]",,,,,
|
| 37 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,36,1.7240545005160193,0.533457249070632,1.1709451422546848,0.5037878787878788,0.5757575757575758,514677.5639140272,2.1305994987487793,77.4,2026-08-21T21:24:42.557579+00:00,0.07494488972074845,0.18886195210849538,0.2331717031843522,0.2671537653488271,0.26385458427317005,0.205597,"[0.07494488972074845, 0.18886195210849538, 0.2331717031843522, 0.2671537653488271, 0.26385458427317005]",1,141.62,0.08382,95.5,6630.0
|
| 38 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,37,1.7467020067583672,0.5241635687732342,1.4128762013984448,0.5227272727272727,0.5757575757575758,507066.3591628959,2.125439405441284,79.5,2026-08-21T21:24:44.708467+00:00,0.07412420476184171,0.18709448242888732,0.2278055215583128,0.2578405054176555,0.26382001007304473,0.202137,"[0.07412420476184171, 0.18709448242888732, 0.2278055215583128, 0.2578405054176555, 0.26382001007304473]",,,,,
|
| 39 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,38,1.5835865235240043,0.6022304832713755,1.059118951811935,0.6212121212121212,0.6212121212121212,504670.3692024887,2.129350423812866,81.6,2026-08-21T21:24:46.863780+00:00,0.07103537329856087,0.18956033184247859,0.23106326250468984,0.25674475291196036,0.2555859088897705,0.200798,"[0.07103537329856087, 0.18956033184247859, 0.23106326250468984, 0.25674475291196036, 0.2555859088897705]",1,136.11,0.08051,95.5,6630.0
|
| 40 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,39,1.591373771096694,0.5669144981412639,1.4002740419272222,0.571969696969697,0.6212121212121212,522052.69739819,2.1362502574920654,83.7,2026-08-21T21:24:49.031173+00:00,0.07582223459201701,0.19351256156668944,0.23647373827064738,0.25955673876930685,0.2550429789459004,0.204082,"[0.07582223459201701, 0.19351256156668944, 0.23647373827064738, 0.25955673876930685, 0.2550429789459004]",,,,,
|
| 41 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,40,1.6520105866251382,0.5353159851301115,1.3121824571580598,0.5454545454545454,0.6212121212121212,522471.3506787331,2.137892484664917,85.9,2026-08-21T21:24:51.197320+00:00,0.07582692451336805,0.19249476580058827,0.23909605425946853,0.26011881758184996,0.258347386822981,0.205177,"[0.07582692451336805, 0.19249476580058827, 0.23909605425946853, 0.26011881758184996, 0.258347386822981]",1,132.43,0.07864,94.5,6630.0
|
| 42 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,41,1.767389477407179,0.5223048327137546,1.702951507134871,0.3106060606060606,0.6212121212121212,558708.4397624434,2.1370229721069336,88.0,2026-08-21T21:24:53.364231+00:00,0.08644984969321419,0.20300677243401022,0.24422095891307383,0.26235196169684916,0.25310975488494425,0.209828,"[0.08644984969321419, 0.20300677243401022, 0.24422095891307383, 0.26235196169684916, 0.25310975488494425]",,,,,
|
| 43 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,42,1.8587840897443126,0.4721189591078067,1.7401948697639233,0.4053030303030303,0.6212121212121212,656867.3860294118,2.1386866569519043,90.2,2026-08-21T21:24:55.527339+00:00,0.11733994676786311,0.22972284520373626,0.25250035261406617,0.2703328798798954,0.25017913562410016,0.224015,"[0.11733994676786311, 0.22972284520373626, 0.25250035261406617, 0.2703328798798954, 0.25017913562410016]",,,,,
|
| 44 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,43,1.7401407912761306,0.5260223048327137,2.009513255321618,0.3181818181818182,0.6212121212121212,691110.7591911765,2.1334643363952637,92.3,2026-08-21T21:24:57.686081+00:00,0.12681610005743363,0.24359893623520346,0.2522486080141628,0.27005483998971824,0.2490521432722316,0.228354,"[0.12681610005743363, 0.24359893623520346, 0.2522486080141628, 0.27005483998971824, 0.2490521432722316]",1,128.66,0.07625,96.5,6630.0
|
| 45 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,44,1.6996769125133642,0.5408921933085502,1.9787029858791467,0.4053030303030303,0.6212121212121212,697414.8812217194,2.13433837890625,94.4,2026-08-21T21:24:59.848444+00:00,0.12863707104149988,0.24384941949563868,0.25597985351786895,0.2721330120283015,0.24824639628915227,0.229769,"[0.12863707104149988, 0.24384941949563868, 0.25597985351786895, 0.2721330120283015, 0.24824639628915227]",,,,,
|
| 46 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,45,1.7617924470440607,0.516728624535316,1.7576449350877241,0.4318181818181818,0.6212121212121212,710601.9475395927,2.1496775150299072,96.6,2026-08-21T21:25:02.025636+00:00,0.13137704879045486,0.2518058568239212,0.2539720693055321,0.27332905285498676,0.2475083820960101,0.231598,"[0.13137704879045486, 0.2518058568239212, 0.2539720693055321, 0.27332905285498676, 0.2475083820960101]",1,132.12,0.07889,95.5,6630.0
|
| 47 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,46,1.6045671617231405,0.5557620817843866,1.4918062542424058,0.5303030303030303,0.6212121212121212,724308.0402997738,2.1396710872650146,98.7,2026-08-21T21:25:04.189486+00:00,0.13722532812286825,0.2537475421148188,0.2533950875787174,0.2712087526040919,0.24583763059447794,0.232283,"[0.13722532812286825, 0.2537475421148188, 0.2533950875787174, 0.2712087526040919, 0.24583763059447794]",,,,,
|
| 48 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,47,1.6346458484692201,0.5427509293680297,1.6280492905414465,0.4962121212121212,0.6212121212121212,722024.54114819,2.1434967517852783,100.9,2026-08-21T21:25:06.359958+00:00,0.13782420666778789,0.25180044945548563,0.2510714005021488,0.2691221237182617,0.24531365317456863,0.231026,"[0.13782420666778789, 0.25180044945548563, 0.2510714005021488, 0.2691221237182617, 0.24531365317456863]",1,134.15,0.07988,95.5,6630.0
|
| 49 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,48,1.646131628064861,0.5650557620817844,1.4157900376753374,0.5,0.6212121212121212,720190.4800622172,2.141300678253174,103.0,2026-08-21T21:25:08.528842+00:00,0.14029321425101338,0.24997677522547104,0.24244079081451192,0.2649516060071833,0.2417138569495257,0.227875,"[0.14029321425101338, 0.24997677522547104, 0.24244079081451192, 0.2649516060071833, 0.2417138569495257]",,,,,
|
| 50 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,49,1.6918473270302812,0.5743494423791822,1.6883047855261601,0.49242424242424243,0.6212121212121212,715709.8955033936,2.1443581581115723,105.1,2026-08-21T21:25:10.698601+00:00,0.1406184443656136,0.24801560622804306,0.23708234289113214,0.26280320391935463,0.24035420224947088,0.225775,"[0.1406184443656136, 0.24801560622804306, 0.23708234289113214, 0.26280320391935463, 0.24035420224947088]",,,,,
|
| 51 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,50,1.6589221794809108,0.5520446096654275,1.526371843887098,0.5113636363636364,0.6212121212121212,715465.7819570135,2.1503701210021973,107.3,2026-08-21T21:25:12.875343+00:00,0.14147161210284515,0.24675149602048538,0.23619567822007573,0.2609432883122388,0.2400950964759378,0.225091,"[0.14147161210284515, 0.24675149602048538, 0.23619567822007573, 0.2609432883122388, 0.2400950964759378]",1,132.82,0.07934,96.5,6630.0
|
| 52 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,51,1.6308261408681763,0.5278810408921933,1.28907915317651,0.5378787878787878,0.6212121212121212,714403.0479355203,2.154646873474121,109.4,2026-08-21T21:25:15.057118+00:00,0.14160121626713695,0.24728837609291077,0.23309185312074773,0.25896762925035816,0.23885060671497793,0.22396,"[0.14160121626713695, 0.24728837609291077, 0.23309185312074773, 0.25896762925035816, 0.23885060671497793]",,,,,
|
| 53 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,52,1.6539639846099796,0.5446096654275093,1.225231242902351,0.6022727272727273,0.6212121212121212,713811.3123585973,2.1417274475097656,111.6,2026-08-21T21:25:17.228266+00:00,0.14201603829860687,0.24707211378742666,0.23070316542597377,0.25923290498116436,0.23663746083483977,0.223132,"[0.14201603829860687, 0.24707211378742666, 0.23070316542597377, 0.25923290498116436, 0.23663746083483977]",2,56.81,0.0338,96.0,3315.0
|
| 54 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,53,1.6801126331201717,0.550185873605948,1.6706727454156587,0.4431818181818182,0.6212121212121212,712027.0422794118,2.1435513496398926,113.7,2026-08-21T21:25:19.397466+00:00,0.14269702662439906,0.24627513219328487,0.2268112038864809,0.25699830055236816,0.23143930645549998,0.220844,"[0.14269702662439906, 0.24627513219328487, 0.2268112038864809, 0.25699830055236816, 0.23143930645549998]",,,,,
|
| 55 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,54,1.6005840221745373,0.5594795539033457,1.7529607216517131,0.4393939393939394,0.6212121212121212,707674.904270362,2.1493608951568604,115.9,2026-08-21T21:25:21.577798+00:00,0.14079293345703797,0.24545693309868083,0.22726214194999023,0.25898052664364085,0.23207863902344422,0.220914,"[0.14079293345703797, 0.24545693309868083, 0.22726214194999023, 0.25898052664364085, 0.23207863902344422]",,,,,
|
| 56 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,55,1.8329748575572187,0.5074349442379182,2.743076974695379,0.32196969696969696,0.6212121212121212,714660.7169117647,2.145327091217041,118.0,2026-08-21T21:25:23.749458+00:00,0.14224156474365907,0.2469929202514536,0.23073183000087738,0.26319947838783264,0.2276476867058698,0.222163,"[0.14224156474365907, 0.2469929202514536, 0.23073183000087738, 0.26319947838783264, 0.2276476867058698]",1,131.2,0.07819,95.0,6630.0
|
| 57 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,56,1.778304470516049,0.5111524163568774,1.9663174224622322,0.42424242424242425,0.6212121212121212,714854.1166572397,2.147554397583008,120.2,2026-08-21T21:25:25.923384+00:00,0.1427150885848438,0.2454667634823743,0.23093491967986612,0.26851016984266396,0.22746661831350887,0.223019,"[0.1427150885848438, 0.2454667634823743, 0.23093491967986612, 0.26851016984266396, 0.22746661831350887]",,,,,
|
| 58 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,57,1.602646163848253,0.570631970260223,1.9007404284043745,0.3560606060606061,0.6212121212121212,712036.2697963801,2.143167734146118,122.3,2026-08-21T21:25:28.094370+00:00,0.14192972200758316,0.24753942033823798,0.2265261981417151,0.2606133748503292,0.22753876973600948,0.220829,"[0.14192972200758316, 0.24753942033823798, 0.2265261981417151, 0.2606133748503292, 0.22753876973600948]",1,134.96,0.08034,95.0,6630.0
|
| 59 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,58,1.5979663222252658,0.5576208178438662,1.8035428415645252,0.4053030303030303,0.6212121212121212,702761.2532522625,2.146385908126831,124.5,2026-08-21T21:25:30.265558+00:00,0.14384456592447617,0.24024082983241363,0.2183819623554454,0.24969588833696701,0.23510731844341054,0.217454,"[0.14384456592447617, 0.24024082983241363, 0.2183819623554454, 0.24969588833696701, 0.23510731844341054]",,,,,
|
| 60 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,59,1.5283956035805457,0.5910780669144982,1.6001151944651748,0.49242424242424243,0.6212121212121212,696252.5680147059,2.1513078212738037,126.6,2026-08-21T21:25:32.452049+00:00,0.14333334828124328,0.23454616788555593,0.21931397914886475,0.24970077942399418,0.24101809719029596,0.217582,"[0.14333334828124328, 0.23454616788555593, 0.21931397914886475, 0.24970077942399418, 0.24101809719029596]",1,111.53,0.06665,96.5,6630.0
|
| 61 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,60,1.5116408017488216,0.6133828996282528,1.5670456525051233,0.49242424242424243,0.6212121212121212,703990.6964083711,2.1404881477355957,128.8,2026-08-21T21:25:34.617184+00:00,0.14504315134357004,0.23714313349303076,0.2222981672076618,0.24921499718638027,0.23207554922384374,0.217155,"[0.14504315134357004, 0.23714313349303076, 0.2222981672076618, 0.24921499718638027, 0.23207554922384374]",,,,,
|
| 62 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,61,1.5261649261176808,0.6152416356877324,1.3133320501356414,0.5795454545454546,0.6212121212121212,696559.7211538461,2.1424574851989746,130.9,2026-08-21T21:25:36.785421+00:00,0.14376947108437033,0.2351482142420376,0.21751664578914642,0.24746453060823329,0.24082309884183548,0.216944,"[0.14376947108437033, 0.2351482142420376, 0.21751664578914642, 0.24746453060823329, 0.24082309884183548]",,,,,
|
| 63 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,62,1.5169981301495576,0.5947955390334573,1.2281535556822112,0.5946969696969697,0.6212121212121212,703323.8902714932,2.1424238681793213,133.0,2026-08-21T21:25:38.957862+00:00,0.14468330232536092,0.23710297135745778,0.2220806391800151,0.2508469749899471,0.23596122422639063,0.218135,"[0.14468330232536092, 0.23710297135745778, 0.2220806391800151, 0.2508469749899471, 0.23596122422639063]",1,132.32,0.07875,96.5,6630.0
|
| 64 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,63,1.4829188634028665,0.6003717472118959,1.3626654039729724,0.5643939393939394,0.6212121212121212,705447.4983031674,2.139333724975586,135.2,2026-08-21T21:25:41.122962+00:00,0.14545677514637217,0.23678689406198614,0.2238993539529688,0.2500837445259094,0.23328356532489553,0.217902,"[0.14545677514637217, 0.23678689406198614, 0.2238993539529688, 0.2500837445259094, 0.23328356532489553]",,,,,
|
| 65 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,64,1.4377977861347695,0.6263940520446096,1.3216658108162158,0.5681818181818182,0.6212121212121212,700659.8940893664,2.1483218669891357,137.3,2026-08-21T21:25:43.297588+00:00,0.14571520335534038,0.23328569794402404,0.22149149109335506,0.2469555832007352,0.23508153066915624,0.216506,"[0.14571520335534038, 0.23328569794402404, 0.22149149109335506, 0.2469555832007352, 0.23508153066915624]",1,125.5,0.07489,95.5,6630.0
|
| 66 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,65,1.4706200179557374,0.6022304832713755,1.489984013817527,0.5643939393939394,0.6212121212121212,694625.7661199095,2.1417784690856934,139.5,2026-08-21T21:25:45.464753+00:00,0.14534968838972204,0.23145611759494333,0.2164577701512505,0.24204314193304846,0.2272195947520873,0.212505,"[0.14534968838972204, 0.23145611759494333, 0.2164577701512505, 0.24204314193304846, 0.2272195947520873]",,,,,
|
| 67 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,66,1.4844264133269016,0.620817843866171,1.0853583577907446,0.6401515151515151,0.6401515151515151,700391.3072680995,2.1371872425079346,141.6,2026-08-21T21:25:47.628120+00:00,0.14642970614573536,0.23434015670243433,0.2170114105238634,0.243597735376919,0.22480344246415532,0.213236,"[0.14642970614573536, 0.23434015670243433, 0.2170114105238634, 0.243597735376919, 0.22480344246415532]",1,104.15,0.06183,97.0,6630.0
|
| 68 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,67,1.4600202930904231,0.6412639405204461,1.1383036700162021,0.6136363636363636,0.6401515151515151,698125.5678733032,2.1425960063934326,143.8,2026-08-21T21:25:49.802642+00:00,0.1453240066766739,0.2335299831979415,0.21751400039476507,0.24834068733103135,0.22714005585979014,0.21437,"[0.1453240066766739, 0.2335299831979415, 0.21751400039476507, 0.24834068733103135, 0.22714005585979014]",,,,,
|
| 69 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,68,1.4673679389031846,0.6282527881040892,1.5286512230381821,0.5075757575757576,0.6401515151515151,701745.9100678733,2.1459720134735107,145.9,2026-08-21T21:25:51.974494+00:00,0.1459407569730983,0.2340319104054395,0.22041710334665635,0.2508704627261442,0.2207895000191296,0.21441,"[0.1459407569730983, 0.2340319104054395, 0.22041710334665635, 0.2508704627261442, 0.2207895000191296]",,,,,
|
| 70 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,69,1.387247882367953,0.6579925650557621,1.7476577614292954,0.4393939393939394,0.6401515151515151,704412.1344739819,2.1420884132385254,148.0,2026-08-21T21:25:54.140342+00:00,0.14659991334466374,0.23447433727629044,0.22187418534475215,0.2513728317092447,0.21956791684908025,0.214778,"[0.14659991334466374, 0.23447433727629044, 0.22187418534475215, 0.2513728317092447, 0.21956791684908025]",1,134.91,0.08027,96.5,6630.0
|
| 71 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,70,1.399710934844602,0.6356877323420075,1.2729672771511655,0.6136363636363636,0.6401515151515151,700871.9490950226,2.149855852127075,150.2,2026-08-21T21:25:56.316624+00:00,0.1454096059588825,0.23478752199341268,0.21943353642435634,0.25058453486246224,0.22066627267528982,0.214176,"[0.1454096059588825, 0.23478752199341268, 0.21943353642435634, 0.25058453486246224, 0.22066627267528982]",,,,,
|
| 72 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,71,1.4079850003621834,0.6245353159851301,1.3995528510122588,0.6060606060606061,0.6401515151515151,699371.7429298642,2.141894578933716,152.3,2026-08-21T21:25:58.482694+00:00,0.14626494751257055,0.23255314984742334,0.2179738651303684,0.24909422327490413,0.2219847081338658,0.213574,"[0.14626494751257055, 0.23255314984742334, 0.2179738651303684, 0.24909422327490413, 0.2219847081338658]",1,129.66,0.07714,96.0,6630.0
|
| 73 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,72,1.4647850329991168,0.6059479553903345,1.1822787848385898,0.6098484848484849,0.6401515151515151,699610.125,2.1408588886260986,154.5,2026-08-21T21:26:00.648787+00:00,0.1458596902735093,0.23378585103680105,0.21798079679994023,0.24729478972799637,0.22520184429252849,0.214025,"[0.1458596902735093, 0.23378585103680105, 0.21798079679994023, 0.24729478972799637, 0.22520184429252849]",,,,,
|
| 74 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,73,1.3871307355320586,0.6505576208178439,1.3511837179010564,0.5984848484848485,0.6401515151515151,699356.306561086,2.1466150283813477,156.6,2026-08-21T21:26:02.820545+00:00,0.14663136618978836,0.2339047544142779,0.21517694347045002,0.2432807859252481,0.22499914817950306,0.212799,"[0.14663136618978836, 0.2339047544142779, 0.21517694347045002, 0.2432807859252481, 0.22499914817950306]",1,106.15,0.0633,97.0,6630.0
|
| 75 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,74,1.359260187716289,0.6728624535315985,1.1801431197108645,0.5909090909090909,0.6401515151515151,691541.8843325792,2.1459341049194336,158.8,2026-08-21T21:26:04.993137+00:00,0.14600125393446753,0.231512172257199,0.20858381250325372,0.2392452192657134,0.22546718138105729,0.210162,"[0.14600125393446753, 0.231512172257199, 0.20858381250325372, 0.2392452192657134, 0.22546718138105729]",,,,,
|
| 76 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,75,1.429540789260297,0.6505576208178439,1.020581395337076,0.6515151515151515,0.6515151515151515,692163.882918552,2.1379098892211914,160.9,2026-08-21T21:26:07.157671+00:00,0.14558031278498032,0.2313827907337862,0.21095127656179316,0.24249971877126134,0.2223176921115202,0.210546,"[0.14558031278498032, 0.2313827907337862, 0.21095127656179316, 0.24249971877126134, 0.2223176921115202]",1,131.59,0.07815,96.0,6630.0
|
| 77 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,76,1.3957866399261587,0.6765799256505576,1.0186988738450138,0.6704545454545454,0.6704545454545454,694689.6766119909,2.1418519020080566,163.0,2026-08-21T21:26:09.329983+00:00,0.1458375664318309,0.2328580354942995,0.21174758935675903,0.2425584258402095,0.22386512949186213,0.211373,"[0.1458375664318309, 0.2328580354942995, 0.21174758935675903, 0.2425584258402095, 0.22386512949186213]",,,,,
|
| 78 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,77,1.3306532442348153,0.6635687732342007,1.5467010736465454,0.5,0.6704545454545454,692251.9005938914,2.1400887966156006,165.2,2026-08-21T21:26:11.503507+00:00,0.14539934081189773,0.2323121165528017,0.21024965626351974,0.2413299337905996,0.22391532536815195,0.210641,"[0.14539934081189773, 0.2323121165528017, 0.21024965626351974, 0.2413299337905996, 0.22391532536815195]",,,,,
|
| 79 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,78,1.3841112803349265,0.6561338289962825,1.2410908883268184,0.6212121212121212,0.6704545454545454,687789.9729920814,2.144970417022705,167.3,2026-08-21T21:26:13.673330+00:00,0.1447897237889907,0.2306906133890152,0.2082113693742191,0.2383092001957052,0.22167501028846293,0.208735,"[0.1447897237889907, 0.2306906133890152, 0.2082113693742191, 0.2383092001957052, 0.22167501028846293]",1,131.75,0.0785,95.5,6630.0
|
| 80 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,79,1.3754995923946338,0.6431226765799256,1.1402807958198315,0.6477272727272727,0.6704545454545454,690552.4592760181,2.147681951522827,169.5,2026-08-21T21:26:15.845946+00:00,0.14532405926900752,0.23166732840678272,0.20951798821196838,0.2376815685454537,0.22331615844193628,0.209501,"[0.14532405926900752, 0.23166732840678272, 0.20951798821196838, 0.2376815685454537, 0.22331615844193628]",,,,,
|
| 81 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,80,1.4276004440279255,0.6394052044609665,1.1589546311985364,0.6553030303030303,0.6704545454545454,691209.2265271493,2.1411588191986084,171.6,2026-08-21T21:26:18.014404+00:00,0.14602295002516577,0.2308756682802649,0.20977047348723693,0.23677907621159272,0.2241411691202837,0.209518,"[0.14602295002516577, 0.2308756682802649, 0.20977047348723693, 0.23677907621159272, 0.2241411691202837]",1,116.11,0.06906,96.5,6630.0
|
| 82 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,81,1.3259968952618566,0.6914498141263941,1.1571274381695371,0.6818181818181818,0.6818181818181818,686055.4421662897,2.14389967918396,173.8,2026-08-21T21:26:20.186680+00:00,0.14595112642821143,0.22699331711320317,0.20780044180505416,0.2375684231519699,0.22419466078281403,0.208502,"[0.14595112642821143, 0.22699331711320317, 0.20780044180505416, 0.2375684231519699, 0.22419466078281403]",,,,,
|
| 83 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,82,1.3476554434538774,0.6895910780669146,1.1859045353802768,0.6477272727272727,0.6818181818181818,688900.8058540723,2.1513869762420654,175.9,2026-08-21T21:26:22.372652+00:00,0.14590490214964924,0.2290637493133545,0.20951813196434693,0.2365506081020131,0.2244807630777359,0.209104,"[0.14590490214964924, 0.2290637493133545, 0.20951813196434693, 0.2365506081020131, 0.2244807630777359]",1,141.69,0.08468,96.5,6630.0
|
| 84 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,83,1.384219746607387,0.6617100371747212,1.0859625484004165,0.6515151515151515,0.6818181818181818,691365.6534219456,2.1499059200286865,178.1,2026-08-21T21:26:24.547656+00:00,0.1471084557911929,0.22839667779557846,0.21049620737047756,0.23744137848124786,0.2257281515528174,0.209834,"[0.1471084557911929, 0.22839667779557846, 0.21049620737047756, 0.23744137848124786, 0.2257281515528174]",,,,,
|
| 85 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,84,1.335318056624175,0.7044609665427509,1.0145306831056422,0.6628787878787878,0.6818181818181818,693877.550056561,2.1535537242889404,180.2,2026-08-21T21:26:26.729362+00:00,0.14695974570863388,0.23003551188637228,0.21224169608424692,0.23879919595578136,0.22722905435982874,0.211053,"[0.14695974570863388, 0.23003551188637228, 0.21224169608424692, 0.23879919595578136, 0.22722905435982874]",,,,,
|
| 86 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,85,1.3529960439993989,0.6858736059479554,0.9658065149278352,0.7007575757575758,0.7007575757575758,690234.1551187782,2.1441304683685303,182.4,2026-08-21T21:26:28.899398+00:00,0.14583632262314067,0.2285810253199409,0.2122010702595991,0.24099408966653488,0.22390560718143687,0.210304,"[0.14583632262314067, 0.2285810253199409, 0.2122010702595991, 0.24099408966653488, 0.22390560718143687]",1,124.7,0.07427,96.0,6630.0
|
| 87 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,86,1.3624033551233852,0.6840148698884758,0.9811233932321722,0.6893939393939394,0.7007575757575758,689835.0380373304,2.138878345489502,184.5,2026-08-21T21:26:31.068339+00:00,0.14586552101023056,0.22796301193097057,0.21260673333616817,0.2410516651237712,0.21999022627578063,0.209495,"[0.14586552101023056, 0.22796301193097057, 0.21260673333616817, 0.2410516651237712, 0.21999022627578063]",,,,,
|
| 88 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,87,1.3705164934179597,0.6784386617100372,1.0803853986841259,0.6704545454545454,0.7007575757575758,696200.3351244343,2.1472291946411133,186.6,2026-08-21T21:26:33.243682+00:00,0.14653511520694285,0.23073710150578441,0.2162805883323445,0.24183107561924877,0.2227721582440769,0.211631,"[0.14653511520694285, 0.23073710150578441, 0.2162805883323445, 0.24183107561924877, 0.2227721582440769]",1,115.76,0.06905,95.0,6630.0
|
| 89 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,88,1.3413075111169355,0.6988847583643123,0.9613601709857131,0.6893939393939394,0.7007575757575758,697601.5985576924,2.1529781818389893,188.8,2026-08-21T21:26:35.421591+00:00,0.14745893636170557,0.2306527267484104,0.21552504160824945,0.24150051088894114,0.22186096363207874,0.2114,"[0.14745893636170557, 0.2306527267484104, 0.21552504160824945, 0.24150051088894114, 0.22186096363207874]",,,,,
|
| 90 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,89,1.3442077211287828,0.6579925650557621,0.9124652084076044,0.696969696969697,0.7007575757575758,693164.8403563348,2.147850513458252,190.9,2026-08-21T21:26:37.594094+00:00,0.1462738110738642,0.2288488780750948,0.21479261622709386,0.2438010739929536,0.2246515444096397,0.211674,"[0.1462738110738642, 0.2288488780750948, 0.21479261622709386, 0.2438010739929536, 0.2246515444096397]",,,,,
|
| 91 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,90,1.338382692142047,0.6858736059479554,1.0200828657005772,0.696969696969697,0.7007575757575758,695733.7770079186,2.1489579677581787,193.1,2026-08-21T21:26:39.768167+00:00,0.14723259736509883,0.22910142295500813,0.21547278849517598,0.24347883462905884,0.22209119183175705,0.211475,"[0.14723259736509883, 0.22910142295500813, 0.21547278849517598, 0.24347883462905884, 0.22209119183175705]",1,143.59,0.08571,95.5,6630.0
|
| 92 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,91,1.393601649755882,0.654275092936803,0.9874493949341051,0.6931818181818182,0.7007575757575758,691121.714790724,2.152125835418701,195.3,2026-08-21T21:26:41.945511+00:00,0.1461749594001209,0.22738301666343913,0.21406515380915472,0.24444732332930846,0.22454780515502482,0.211324,"[0.1461749594001209, 0.22738301666343913, 0.21406515380915472, 0.24444732332930846, 0.22454780515502482]",,,,,
|
| 93 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,92,1.2892310637080537,0.6951672862453532,1.0664341377489495,0.6553030303030303,0.7007575757575758,690631.5541572397,2.1479239463806152,197.4,2026-08-21T21:26:44.119008+00:00,0.14576143114005818,0.22827085764969096,0.21363174214082606,0.2422051868017982,0.22045344377265258,0.210065,"[0.14576143114005818, 0.22827085764969096, 0.21363174214082606, 0.2422051868017982, 0.22045344377265258]",1,132.86,0.07927,97.0,6630.0
|
| 94 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,93,1.3763146019336459,0.6486988847583643,1.0961926010521976,0.678030303030303,0.7007575757575758,694955.8455882353,2.150700807571411,199.5,2026-08-21T21:26:46.295204+00:00,0.1472596675157547,0.22871516294339123,0.21499569889377146,0.2422005420222002,0.22057708484285019,0.21075,"[0.1472596675157547, 0.22871516294339123, 0.21499569889377146, 0.2422005420222002, 0.22057708484285019]",,,,,
|
| 95 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,94,1.3581317091519949,0.6672862453531598,1.0025624127099009,0.696969696969697,0.7007575757575758,695100.6187782806,2.148775577545166,201.7,2026-08-21T21:26:48.469982+00:00,0.14691493178115173,0.22907559135380914,0.21560734510421753,0.24345016742453857,0.2213675905676449,0.211283,"[0.14691493178115173, 0.22907559135380914, 0.21560734510421753, 0.24345016742453857, 0.2213675905676449]",1,111.12,0.06633,95.5,6630.0
|
| 96 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,95,1.3086929919551296,0.7007434944237918,1.09267866972721,0.6628787878787878,0.7007575757575758,693454.2613122172,2.145505905151367,203.8,2026-08-21T21:26:50.640155+00:00,0.14707539975643158,0.22796146133366754,0.21437561511993408,0.2421579211950302,0.22154858971343322,0.210624,"[0.14707539975643158, 0.22796146133366754, 0.21437561511993408, 0.2421579211950302, 0.22154858971343322]",,,,,
|
| 97 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,96,1.3588526222342452,0.6784386617100372,1.0651659721677953,0.6590909090909091,0.7007575757575758,694163.3700509049,2.1486120223999023,206.0,2026-08-21T21:26:52.812455+00:00,0.14614590651848736,0.22964627953136668,0.21602044824291677,0.24259525712798624,0.21783488725914674,0.210449,"[0.14614590651848736, 0.22964627953136668, 0.21602044824291677, 0.24259525712798624, 0.21783488725914674]",,,,,
|
| 98 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,97,1.3450385021897497,0.6858736059479554,1.087926888104641,0.6893939393939394,0.7007575757575758,694280.0121606336,2.142911911010742,208.1,2026-08-21T21:26:54.981338+00:00,0.1465372679864659,0.2292675568776972,0.21522295650313883,0.24298827700755177,0.22518630939371445,0.21184,"[0.1465372679864659, 0.2292675568776972, 0.21522295650313883, 0.24298827700755177, 0.22518630939371445]",1,127.87,0.07612,96.0,6630.0
|
| 99 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,98,1.4141460089878521,0.6468401486988847,1.0083907960039196,0.7045454545454546,0.7045454545454546,692482.5326640272,2.1444592475891113,210.3,2026-08-21T21:26:57.153323+00:00,0.14591729903922362,0.22860770365771124,0.21542279685244842,0.24361716824419358,0.22619649680221782,0.211952,"[0.14591729903922362, 0.22860770365771124, 0.21542279685244842, 0.24361716824419358, 0.22619649680221782]",,,,,
|
| 100 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,99,1.3967180376159214,0.6561338289962825,1.0680846156495991,0.6704545454545454,0.7045454545454546,693702.2183257919,2.1446707248687744,212.4,2026-08-21T21:26:59.328046+00:00,0.14640587392975302,0.2291680477997836,0.2150536100654041,0.24248118347981396,0.21998380475184498,0.210619,"[0.14640587392975302, 0.2291680477997836, 0.2150536100654041, 0.24248118347981396, 0.21998380475184498]",1,141.58,0.08435,95.5,6630.0
|
| 101 |
+
opt4_ubits2_po2,opt4_mint_membrane_quant.py,598d76c727a2deea,9,2,--u-bits 2 --po2-beta --assert-multiplierless,,2,False,32,16,100,100,1.399270009817244,0.6524163568773235,0.9848896599177158,0.6742424242424242,0.7045454545454546,693007.4466911765,2.1473186016082764,214.6,2026-08-21T21:27:01.502447+00:00,0.14592441039926865,0.22985505882431478,0.2145682511960759,0.241267591714859,0.22098068367032445,0.210519,"[0.14592441039926865, 0.22985505882431478, 0.2145682511960759, 0.241267591714859, 0.22098068367032445]",,,,,
|
opt4_mint_membrane_quant/opt4_ubits2_po2.epochs.jsonl
ADDED
|
@@ -0,0 +1,100 @@
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| 1 |
+
{"epoch": 1, "train_loss": 2.967179800054841, "train_acc": 0.3550185873605948, "test_loss": 2.6018515211163145, "test_acc": 0.17424242424242425, "best_acc": 0.17424242424242425, "spike_rates": [0.058069557389792276, 0.12159850053927478, 0.24862039965741775, 0.293717845397837, 0.30281876465853524], "spikes_per_sample": 420663.42279411765, "wall_time_s": 2.6123931407928467, "timestamp": "2026-08-21T21:23:26.820535+00:00"}
|
| 2 |
+
{"epoch": 2, "train_loss": 2.0759849845255176, "train_acc": 0.4052044609665427, "test_loss": 1.9177361546140728, "test_acc": 0.22348484848484848, "best_acc": 0.22348484848484848, "spike_rates": [0.05960166037959211, 0.12921700758092544, 0.2628120481967926, 0.3021896358798532, 0.30873748309472027], "spikes_per_sample": 440471.4319852941, "wall_time_s": 2.107530355453491, "timestamp": "2026-08-21T21:23:28.958728+00:00"}
|
| 3 |
+
{"epoch": 3, "train_loss": 2.0975219609569, "train_acc": 0.3587360594795539, "test_loss": 1.8280807119427305, "test_acc": 0.3712121212121212, "best_acc": 0.3712121212121212, "spike_rates": [0.05636229826246991, 0.13111620922298992, 0.2810916830511654, 0.3106095755801481, 0.3096635744852178], "spikes_per_sample": 446363.20178167423, "wall_time_s": 2.119985580444336, "timestamp": "2026-08-21T21:23:31.112177+00:00"}
|
| 4 |
+
{"epoch": 4, "train_loss": 2.1084893822226825, "train_acc": 0.3643122676579926, "test_loss": 1.7915612278562603, "test_acc": 0.2916666666666667, "best_acc": 0.3712121212121212, "spike_rates": [0.05473636879640467, 0.14254244986702413, 0.2861325635629542, 0.3163980350774877, 0.30886124512728524], "spikes_per_sample": 458331.35308257915, "wall_time_s": 2.120983362197876, "timestamp": "2026-08-21T21:23:33.266223+00:00"}
|
| 5 |
+
{"epoch": 5, "train_loss": 1.9518709732254198, "train_acc": 0.44981412639405205, "test_loss": 1.5364828001369129, "test_acc": 0.38257575757575757, "best_acc": 0.38257575757575757, "spike_rates": [0.054949900902369446, 0.1582469642162323, 0.2784755229949951, 0.3088569904074949, 0.3037101608865401], "spikes_per_sample": 470199.9350961538, "wall_time_s": 2.1288065910339355, "timestamp": "2026-08-21T21:23:35.419453+00:00"}
|
| 6 |
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|
| 85 |
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|
| 86 |
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| 87 |
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| 88 |
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| 89 |
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| 90 |
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| 91 |
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| 92 |
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| 93 |
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| 95 |
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| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
opt4_mint_membrane_quant/opt4_ubits2_po2.gpu_telemetry.csv
ADDED
|
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| 1 |
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timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
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2026/08/21 21:24:16.161, 1, 95, 81, 3315, 15360, 73, 61.42, 1140
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opt4_mint_membrane_quant/opt4_ubits2_po2.summary.json
ADDED
|
@@ -0,0 +1,92 @@
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|
| 1 |
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{
|
| 2 |
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"tag": "opt4_ubits2_po2",
|
| 3 |
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|
| 4 |
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| 5 |
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| 14 |
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| 15 |
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|
| 16 |
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| 17 |
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|
| 18 |
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|
| 19 |
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| 20 |
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| 24 |
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| 25 |
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| 26 |
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| 28 |
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| 30 |
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| 31 |
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opt4_mint_membrane_quant/opt4_ubits2_po2.zip
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