add run opt6_control_lif
Browse files
opt6_sigma_delta/opt6_control_lif.epochs.csv
ADDED
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tag,script,script_sha256_16,phase,priority,flags,note,gpus,amp,batch_size_per_gpu,num_bins_T,epochs_requested,epoch,train_loss,train_acc,test_loss,test_acc,best_acc,spikes_per_sample,wall_time_s,cum_wall_time_s,timestamp,spk_rate_l0,spk_rate_l1,spk_rate_l2,spk_rate_l3,spk_rate_l4,spk_rate_mean,spike_rates_json,gpu_samples,gpu_power_w_mean,energy_wh,gpu_util_pct_mean,gpu_mem_mb_peak
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| 2 |
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opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,1,2.7173299895786442,0.4070631970260223,3.3920183904243237,0.29924242424242425,0.29924242424242425,455979.04312782804,3.311976671218872,3.3,2026-08-21T06:08:50.187173+00:00,0.0997551894363235,0.13439315557479858,0.15425224777530222,0.17850058920243206,0.1896835092236014,0.151317,"[0.0997551894363235, 0.13439315557479858, 0.15425224777530222, 0.17850058920243206, 0.1896835092236014]",1,87.63,0.08062,99.0,7378.0
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| 3 |
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opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,2,2.0568271715844872,0.4200743494423792,2.123749649885929,0.3939393939393939,0.3939393939393939,485521.73840497737,2.888274908065796,6.2,2026-08-21T06:08:53.105682+00:00,0.10739518482895459,0.14478181653163014,0.15985124076113982,0.17606315542669856,0.19018917223986456,0.155656,"[0.10739518482895459, 0.14478181653163014, 0.15985124076113982, 0.17606315542669856, 0.19018917223986456]",,,,,
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| 4 |
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opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,3,1.757747876599819,0.47026022304832715,1.7225639711726795,0.4659090909090909,0.4659090909090909,481214.49052601814,2.8936080932617188,9.1,2026-08-21T06:08:56.032643+00:00,0.10807448713218465,0.1417972480549532,0.15594402043258443,0.17229371737031376,0.18327222852145925,0.152276,"[0.10807448713218465, 0.1417972480549532, 0.15594402043258443, 0.17229371737031376, 0.18327222852145925]",1,127.52,0.1025,97.0,7378.0
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| 5 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,4,1.5943198700376602,0.49814126394052044,1.368162902918729,0.49242424242424243,0.49242424242424243,481042.4971719457,2.89774489402771,12.0,2026-08-21T06:08:58.962358+00:00,0.11003216838135439,0.13720431047327378,0.15513070015346303,0.1795348139370189,0.18490980390240164,0.153362,"[0.11003216838135439, 0.13720431047327378, 0.15513070015346303, 0.1795348139370189, 0.18490980390240164]",,,,,
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| 6 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,5,1.5999643004959845,0.5018587360594795,1.437197576869618,0.48863636363636365,0.49242424242424243,486588.0557126697,2.8985493183135986,14.9,2026-08-21T06:09:01.893095+00:00,0.11276673613225713,0.134080509929096,0.16044023370041566,0.18181519297992482,0.1852655366939657,0.154874,"[0.11276673613225713, 0.134080509929096, 0.16044023370041566, 0.18181519297992482, 0.1852655366939657]",1,147.17,0.11849,95.0,7378.0
|
| 7 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,6,1.509387668180643,0.5315985130111525,1.365939523234512,0.5265151515151515,0.5265151515151515,484715.38928167423,2.9130122661590576,17.8,2026-08-21T06:09:04.832281+00:00,0.11055597925887388,0.13802935446009917,0.15985019417370067,0.1743045440491508,0.17553313953035019,0.151655,"[0.11055597925887388, 0.13802935446009917, 0.15985019417370067, 0.1743045440491508, 0.17553313953035019]",,,,,
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| 8 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,7,1.4502733870509832,0.5780669144981413,1.171548756686124,0.5833333333333334,0.5833333333333334,483661.32763009047,2.9244017601013184,20.7,2026-08-21T06:09:07.788125+00:00,0.1099915202049648,0.1403614720877479,0.15591993314378402,0.1729809738257352,0.16602487774456248,0.149056,"[0.1099915202049648, 0.1403614720877479, 0.15591993314378402, 0.1729809738257352, 0.16602487774456248]",1,126.24,0.10255,97.0,7378.0
|
| 9 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,8,1.3228330275383138,0.6356877323420075,0.9998983415690336,0.5984848484848485,0.5984848484848485,474008.6866515837,2.9188740253448486,23.6,2026-08-21T06:09:10.737844+00:00,0.1049675472518977,0.13836219643845277,0.15870076067307415,0.18394024407162385,0.17588704386178186,0.152372,"[0.1049675472518977, 0.13836219643845277, 0.15870076067307415, 0.18394024407162385, 0.17588704386178186]",1,110.38,0.0895,99.0,7378.0
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| 10 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,9,1.273291063131453,0.6784386617100372,0.8982667471423293,0.6628787878787878,0.6628787878787878,473920.9666289593,2.9199178218841553,26.6,2026-08-21T06:09:13.688354+00:00,0.10589832812547684,0.1379364378312055,0.15631532756721273,0.18133287131786346,0.17561913413159988,0.15142,"[0.10589832812547684, 0.1379364378312055, 0.15631532756721273, 0.18133287131786346, 0.17561913413159988]",,,,,
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| 11 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,10,1.244569865301196,0.6505576208178439,0.9370635242173166,0.6477272727272727,0.6628787878787878,475554.5325226244,2.9345309734344482,29.5,2026-08-21T06:09:16.654994+00:00,0.10407166840399013,0.14045095706687255,0.16245191588121302,0.17783294179860284,0.18407873458722057,0.153777,"[0.10407166840399013, 0.14045095706687255, 0.16245191588121302, 0.17783294179860284, 0.18407873458722057]",1,131.4,0.10711,96.5,7378.0
|
| 12 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,11,1.1926254645599308,0.6821561338289963,0.750172397404006,0.696969696969697,0.696969696969697,466433.20446832577,2.9321863651275635,32.4,2026-08-21T06:09:19.612379+00:00,0.09913546504343257,0.14600834162796245,0.15503346832359538,0.17277857485939474,0.17877689266906066,0.150347,"[0.09913546504343257, 0.14600834162796245, 0.15503346832359538, 0.17277857485939474, 0.17877689266906066]",,,,,
|
| 13 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,12,1.2188072080505825,0.6505576208178439,0.7474919900749669,0.6856060606060606,0.696969696969697,462972.5687217195,2.9525911808013916,35.4,2026-08-21T06:09:22.600210+00:00,0.09999031924149569,0.14035031725378597,0.15560604018323562,0.17590377260656917,0.1747107356786728,0.149312,"[0.09999031924149569, 0.14035031725378597, 0.15560604018323562, 0.17590377260656917, 0.1747107356786728]",1,123.69,0.10145,97.0,7378.0
|
| 14 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,13,1.2124870173550006,0.671003717472119,0.9407962524529659,0.6818181818181818,0.696969696969697,474916.6620475113,2.960601568222046,38.3,2026-08-21T06:09:25.587414+00:00,0.10515992387252696,0.13938096253310933,0.16012313173097723,0.1743109866100199,0.17001273789826563,0.149798,"[0.10515992387252696, 0.13938096253310933, 0.16012313173097723, 0.1743109866100199, 0.17001273789826563]",1,125.59,0.10328,91.0,7378.0
|
| 15 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,14,1.2173087313272697,0.6802973977695167,1.1071238951249556,0.6022727272727273,0.696969696969697,486356.49179864256,2.9647393226623535,41.3,2026-08-21T06:09:28.577561+00:00,0.11182577119154088,0.13690894140916712,0.1589126481729395,0.17904197293169358,0.1783185767776826,0.153002,"[0.11182577119154088, 0.13690894140916712, 0.1589126481729395, 0.17904197293169358, 0.1783185767776826]",,,,,
|
| 16 |
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opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,15,1.18275891715266,0.7100371747211895,0.8148484248103518,0.6856060606060606,0.696969696969697,509258.25904977374,2.9775187969207764,44.3,2026-08-21T06:09:31.581800+00:00,0.12130516504540163,0.1376628428697586,0.16210445323411157,0.18267542474410114,0.1881101105143042,0.158372,"[0.12130516504540163, 0.1376628428697586, 0.16210445323411157, 0.18267542474410114, 0.1881101105143042]",1,117.79,0.09742,97.0,7378.0
|
| 17 |
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opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,16,1.1640954753280128,0.6802973977695167,0.7740001822962905,0.678030303030303,0.696969696969697,519778.5244626696,2.9933300018310547,47.3,2026-08-21T06:09:34.603584+00:00,0.12202467944692164,0.14465506637797637,0.1660751042997136,0.18040124283117406,0.1750963996438419,0.15765,"[0.12202467944692164, 0.14465506637797637, 0.1660751042997136, 0.18040124283117406, 0.1750963996438419]",,,,,
|
| 18 |
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opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,17,1.1329348902720058,0.6914498141263941,0.8368691729776787,0.6590909090909091,0.696969696969697,505460.03945135744,3.000943183898926,50.3,2026-08-21T06:09:37.631200+00:00,0.12152096190873314,0.13712307021898382,0.15680074341156902,0.17672065864591038,0.1728945602388943,0.153012,"[0.12152096190873314, 0.13712307021898382, 0.15680074341156902, 0.17672065864591038, 0.1728945602388943]",1,138.87,0.11576,95.0,7378.0
|
| 19 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,18,1.0846051824137182,0.7323420074349443,0.7751247015866366,0.6818181818181818,0.696969696969697,493950.0953054299,3.0098724365234375,53.3,2026-08-21T06:09:40.667045+00:00,0.11780555502456777,0.13494490788263433,0.15366636304294362,0.1784521534162409,0.17056918319533854,0.151088,"[0.11780555502456777, 0.13494490788263433, 0.15366636304294362, 0.1784521534162409, 0.17056918319533854]",1,65.83,0.05504,84.0,3689.0
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| 20 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,19,1.0913633888095728,0.7193308550185874,0.8260236364422422,0.6931818181818182,0.696969696969697,488628.74208144797,3.002413272857666,56.3,2026-08-21T06:09:43.695531+00:00,0.116546470014488,0.1349914889125263,0.15021242288982167,0.17186102446387796,0.1639447107034571,0.147511,"[0.116546470014488, 0.1349914889125263, 0.15021242288982167, 0.17186102446387796, 0.1639447107034571]",1,63.71,0.05313,95.0,3689.0
|
| 21 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,20,1.0787288260725794,0.7193308550185874,0.8682903231996478,0.6931818181818182,0.696969696969697,470963.2126696832,2.999220371246338,59.3,2026-08-21T06:09:46.720884+00:00,0.11069375451873331,0.1342006851645077,0.1438329395125894,0.16275255206753225,0.16104248604353735,0.142504,"[0.11069375451873331, 0.1342006851645077, 0.1438329395125894, 0.16275255206753225, 0.16104248604353735]",1,137.64,0.11467,96.5,7378.0
|
| 22 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,21,1.069862106697267,0.7211895910780669,0.7672737511721525,0.6818181818181818,0.696969696969697,468137.3093891403,2.988370656967163,62.3,2026-08-21T06:09:49.734156+00:00,0.10910106494146235,0.1359949357369367,0.14286887908683105,0.15653549660654628,0.15537486356847427,0.139975,"[0.10910106494146235, 0.1359949357369367, 0.14286887908683105, 0.15653549660654628, 0.15537486356847427]",,,,,
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| 23 |
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opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,22,1.042334259664259,0.7453531598513011,0.7873278025424841,0.6856060606060606,0.696969696969697,469279.13871606335,2.964887857437134,65.2,2026-08-21T06:09:52.724982+00:00,0.10879368641797234,0.13654106767738566,0.14488466259311228,0.15760416756657994,0.15757742874762592,0.14108,"[0.10879368641797234, 0.13654106767738566, 0.14488466259311228, 0.15760416756657994, 0.15757742874762592]",1,122.85,0.10118,97.0,7378.0
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| 24 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,23,1.0166027630128824,0.7527881040892194,0.7732414747729446,0.7121212121212122,0.7121212121212122,463207.1510180995,2.9695329666137695,68.2,2026-08-21T06:09:55.720588+00:00,0.10675142223344129,0.13361776839284337,0.14558062220320983,0.163988718215157,0.16667434222557964,0.143323,"[0.10675142223344129, 0.13361776839284337, 0.14558062220320983, 0.163988718215157, 0.16667434222557964]",,,,,
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| 25 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,24,0.9856808116888025,0.7695167286245354,0.7771453749049794,0.6893939393939394,0.7121212121212122,461270.01074660633,2.9497430324554443,71.2,2026-08-21T06:09:58.699278+00:00,0.10575353135080899,0.13360103263574488,0.14658166818759022,0.16145827402086818,0.16409683227539062,0.142298,"[0.10575353135080899, 0.13360103263574488, 0.14658166818759022, 0.16145827402086818, 0.16409683227539062]",1,131.57,0.1078,96.0,7378.0
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| 26 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,25,1.0539407659197386,0.7620817843866171,0.8182835651166511,0.6856060606060606,0.7121212121212122,458470.3781108597,2.934680938720703,74.1,2026-08-21T06:10:01.660501+00:00,0.10270258959601908,0.13620266318321228,0.14977027300526113,0.15569885425707874,0.1584776280557408,0.14057,"[0.10270258959601908, 0.13620266318321228, 0.14977027300526113, 0.15569885425707874, 0.1584776280557408]",1,114.12,0.09303,96.5,7378.0
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| 27 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,26,1.0289644472661073,0.741635687732342,0.8841515598875104,0.696969696969697,0.7121212121212122,456343.0975678733,2.9269967079162598,77.0,2026-08-21T06:10:04.612844+00:00,0.10319826182197123,0.13590081737321966,0.14497376277166255,0.1533860765835818,0.1545648364459767,0.138405,"[0.10319826182197123, 0.13590081737321966, 0.14497376277166255, 0.1533860765835818, 0.1545648364459767]",,,,,
|
| 28 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,27,0.9995220678003304,0.7862453531598513,0.8908223816842744,0.6325757575757576,0.7121212121212122,459957.07112556556,2.916647434234619,79.9,2026-08-21T06:10:07.555663+00:00,0.10470859881709604,0.13425225019454956,0.14721368954462163,0.1608498140293009,0.157409288427409,0.140887,"[0.10470859881709604, 0.13425225019454956, 0.14721368954462163, 0.1608498140293009, 0.157409288427409]",1,135.73,0.10997,96.0,7378.0
|
| 29 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,28,1.020047774102165,0.7342007434944238,0.6802601200161558,0.7575757575757576,0.7575757575757576,458380.51173642534,2.9223709106445312,82.9,2026-08-21T06:10:10.503624+00:00,0.10682653197470833,0.13270912889172048,0.14039955945575938,0.15494566717568567,0.15079991957720587,0.137136,"[0.10682653197470833, 0.13270912889172048, 0.14039955945575938, 0.15494566717568567, 0.15079991957720587]",,,,,
|
| 30 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,29,0.976230377601425,0.7639405204460966,0.6936712590130892,0.7272727272727273,0.7575757575757576,451803.32720588235,2.9331247806549072,85.8,2026-08-21T06:10:13.468470+00:00,0.10499640466535792,0.13190889270866618,0.13803332956398234,0.1503066122531891,0.14438247680664062,0.133926,"[0.10499640466535792, 0.13190889270866618, 0.13803332956398234, 0.1503066122531891, 0.14438247680664062]",1,128.27,0.10451,95.5,7378.0
|
| 31 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,30,0.9591513265021229,0.8029739776951673,0.6137910738135829,0.7954545454545454,0.7954545454545454,442403.6935803168,2.9194729328155518,88.7,2026-08-21T06:10:16.415744+00:00,0.10309732442393023,0.12625469355022206,0.1389542975846459,0.15055509963456323,0.1441204539116691,0.132596,"[0.10309732442393023, 0.12625469355022206, 0.1389542975846459, 0.15055509963456323, 0.1441204539116691]",1,141.83,0.11502,99.0,7378.0
|
| 32 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,31,0.9836128444919799,0.7862453531598513,0.4953823234095718,0.7954545454545454,0.7954545454545454,438816.817449095,2.916687250137329,91.6,2026-08-21T06:10:19.362903+00:00,0.10601782360497643,0.1200529529767878,0.13202066456570344,0.15322942242902868,0.15335523205644944,0.132935,"[0.10601782360497643, 0.1200529529767878, 0.13202066456570344, 0.15322942242902868, 0.15335523205644944]",,,,,
|
| 33 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,32,0.9462004727147326,0.7936802973977695,0.6834551330768701,0.7310606060606061,0.7954545454545454,434696.11637443444,2.9217610359191895,94.6,2026-08-21T06:10:22.311346+00:00,0.10173639129189883,0.12229314577930114,0.13510711228146272,0.15981644917936885,0.15660985953667583,0.135113,"[0.10173639129189883, 0.12229314577930114, 0.13510711228146272, 0.15981644917936885, 0.15660985953667583]",1,128.69,0.10444,96.0,7378.0
|
| 34 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,33,0.9297208739479235,0.8029739776951673,0.68008820215861,0.7348484848484849,0.7954545454545454,426656.98741515836,2.922050952911377,97.5,2026-08-21T06:10:25.259456+00:00,0.10041048859848696,0.12016884281354792,0.1306885945446351,0.15482712668531082,0.14923767219571507,0.131067,"[0.10041048859848696, 0.12016884281354792, 0.1306885945446351, 0.15482712668531082, 0.14923767219571507]",,,,,
|
| 35 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,34,0.9208319982631499,0.8122676579925651,0.671561806490927,0.7765151515151515,0.7954545454545454,424891.4297228507,2.9304778575897217,100.4,2026-08-21T06:10:28.215589+00:00,0.09730365039671168,0.12475104104070102,0.13109935206525467,0.15285374574801502,0.14797253906726837,0.130796,"[0.09730365039671168, 0.12475104104070102, 0.13109935206525467, 0.15285374574801502, 0.14797253906726837]",1,125.27,0.10197,95.0,7378.0
|
| 36 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,35,0.8887235418128259,0.8234200743494424,0.6666177113850912,0.7689393939393939,0.7954545454545454,425203.9031391403,2.9229416847229004,103.3,2026-08-21T06:10:31.164304+00:00,0.09975248443729737,0.12153356127879199,0.12841038362068288,0.15217259350944967,0.1539659982218462,0.131167,"[0.09975248443729737, 0.12153356127879199, 0.12841038362068288, 0.15217259350944967, 0.1539659982218462]",1,129.92,0.10549,96.0,7378.0
|
| 37 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,36,0.8694538564930175,0.8475836431226765,0.5039452404686899,0.821969696969697,0.821969696969697,420458.3438914027,2.927441120147705,106.3,2026-08-21T06:10:34.119396+00:00,0.0985612838583834,0.11994735721279592,0.12782417588374195,0.15011514547993154,0.15309479657341452,0.129909,"[0.0985612838583834, 0.11994735721279592, 0.12782417588374195, 0.15011514547993154, 0.15309479657341452]",,,,,
|
| 38 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,37,0.8081861074086015,0.8940520446096655,1.0480438940452808,0.6742424242424242,0.821969696969697,423351.32282239816,2.930947780609131,109.2,2026-08-21T06:10:37.081655+00:00,0.09863276516689974,0.12113963418147143,0.12998652282883139,0.15269129416521857,0.1556773816837984,0.131626,"[0.09863276516689974, 0.12113963418147143, 0.12998652282883139, 0.15269129416521857, 0.1556773816837984]",1,116.6,0.09493,96.5,7378.0
|
| 39 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,38,0.865907241420675,0.8475836431226765,0.6846036947134769,0.7386363636363636,0.821969696969697,423430.7146493213,2.928231716156006,112.1,2026-08-21T06:10:40.036819+00:00,0.09954243635430056,0.12071053464623059,0.12820375272456339,0.14909120868234074,0.15922137306017034,0.131354,"[0.09954243635430056, 0.12071053464623059, 0.12820375272456339, 0.14909120868234074, 0.15922137306017034]",,,,,
|
| 40 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,39,0.8465149582097078,0.8643122676579925,0.5715611080328623,0.8484848484848485,0.8484848484848485,411338.17265271494,2.937619209289551,115.1,2026-08-21T06:10:42.999393+00:00,0.09708038542200537,0.11766154757317375,0.12251474533010931,0.1435113557997872,0.1572506936157451,0.127604,"[0.09708038542200537, 0.11766154757317375, 0.12251474533010931, 0.1435113557997872, 0.1572506936157451]",1,142.94,0.11664,95.5,7378.0
|
| 41 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,40,0.8623066502432841,0.8643122676579925,0.4305168859886401,0.8863636363636364,0.8863636363636364,410320.1787330317,2.947190761566162,118.0,2026-08-21T06:10:45.978647+00:00,0.09641844034194946,0.11823518574237823,0.1216294344733743,0.1452078468659345,0.15819409752593322,0.127937,"[0.09641844034194946, 0.11823518574237823, 0.1216294344733743, 0.1452078468659345, 0.15819409752593322]",,,,,
|
| 42 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,41,0.7836258338286531,0.9014869888475836,0.8049901362621423,0.7159090909090909,0.8863636363636364,408974.3433257919,2.9506659507751465,121.0,2026-08-21T06:10:48.960079+00:00,0.09444568963611827,0.12127548324711182,0.12166023692663978,0.14240746375392466,0.1528351727653952,0.126525,"[0.09444568963611827, 0.12127548324711182, 0.12166023692663978, 0.14240746375392466, 0.1528351727653952]",,,,,
|
| 43 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,42,0.8439161431833714,0.8643122676579925,0.6624681940584471,0.7803030303030303,0.8863636363636364,406461.26583710406,2.9523682594299316,123.9,2026-08-21T06:10:51.938797+00:00,0.0930213476805126,0.12083793387693517,0.12383806880782633,0.1406252410481958,0.15583155698635998,0.126831,"[0.0930213476805126, 0.12083793387693517, 0.12383806880782633, 0.1406252410481958, 0.15583155698635998]",1,67.84,0.05564,98.0,3689.0
|
| 44 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,43,0.7989813275496755,0.895910780669145,0.3946991309975133,0.875,0.8863636363636364,412295.0896493213,2.9607863426208496,126.9,2026-08-21T06:10:54.926538+00:00,0.09663583031472038,0.11991406538907219,0.1229291707277298,0.13870852046153126,0.14954405584756067,0.125546,"[0.09663583031472038, 0.11991406538907219, 0.1229291707277298, 0.13870852046153126, 0.14954405584756067]",1,84.12,0.06918,100.0,3689.0
|
| 45 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,44,0.7601475336737792,0.9070631970260223,0.4662550380735686,0.8598484848484849,0.8863636363636364,407615.0602375566,2.9623398780822754,129.8,2026-08-21T06:10:57.916025+00:00,0.09579120926997241,0.11916814306203057,0.11969904864535612,0.1356533029500176,0.1456881218096789,0.1232,"[0.09579120926997241, 0.11916814306203057, 0.11969904864535612, 0.1356533029500176, 0.1456881218096789]",1,137.38,0.11305,95.0,7378.0
|
| 46 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,45,0.7813899583532907,0.8996282527881041,0.36570019184639957,0.8939393939393939,0.8939393939393939,408907.92138009047,2.9698777198791504,132.8,2026-08-21T06:11:00.916149+00:00,0.09707949924118378,0.11641013885245603,0.12178891853374593,0.1387166854213266,0.14405232492615194,0.12361,"[0.09707949924118378, 0.11641013885245603, 0.12178891853374593, 0.1387166854213266, 0.14405232492615194]",,,,,
|
| 47 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,46,0.7305272210486317,0.9163568773234201,0.41667306784427527,0.8901515151515151,0.8939393939393939,413572.3402149321,2.964998245239258,135.8,2026-08-21T06:11:03.912730+00:00,0.09738588946707108,0.11974330071140737,0.1231856074403314,0.13699045163743637,0.14659148016396692,0.124779,"[0.09738588946707108, 0.11974330071140737, 0.1231856074403314, 0.13699045163743637, 0.14659148016396692]",1,138.82,0.11433,97.0,7378.0
|
| 48 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,47,0.7291646960942718,0.9479553903345725,0.5756789165915865,0.8143939393939394,0.8939393939393939,406693.38871606335,2.9603192806243896,138.7,2026-08-21T06:11:06.897615+00:00,0.09644978712586795,0.11786528895882999,0.11833356364684947,0.1339065257240744,0.1468105237273609,0.122673,"[0.09644978712586795, 0.11786528895882999, 0.11833356364684947, 0.1339065257240744, 0.1468105237273609]",,,,,
|
| 49 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,48,0.7266874492833162,0.9330855018587361,0.39388768420074927,0.8787878787878788,0.8939393939393939,404438.8181561086,2.956136703491211,141.7,2026-08-21T06:11:09.879339+00:00,0.09559636300101,0.11642674049910377,0.11986370165558423,0.13576009255998275,0.14645513541558208,0.12282,"[0.09559636300101, 0.11642674049910377, 0.11986370165558423, 0.13576009255998275, 0.14645513541558208]",1,126.95,0.10424,91.5,7378.0
|
| 50 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,49,0.7191066001870818,0.929368029739777,0.3317679970553427,0.8825757575757576,0.8939393939393939,397627.904270362,2.9554860591888428,144.6,2026-08-21T06:11:12.858979+00:00,0.09432255301405401,0.11199879996916827,0.12026013959856595,0.13789247852914474,0.14848067041705637,0.122591,"[0.09432255301405401, 0.11199879996916827, 0.12026013959856595, 0.13789247852914474, 0.14848067041705637]",1,130.67,0.10728,95.0,7378.0
|
| 51 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,50,0.6911378363251243,0.949814126394052,0.5360400189052928,0.8333333333333334,0.8939393939393939,399173.8423359728,2.954408884048462,147.6,2026-08-21T06:11:15.839700+00:00,0.09314206593176898,0.11533145606517792,0.12161275349995669,0.13670540644842036,0.14520234395475948,0.122399,"[0.09314206593176898, 0.11533145606517792, 0.12161275349995669, 0.13670540644842036, 0.14520234395475948]",,,,,
|
| 52 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,51,0.716071063701105,0.9423791821561338,0.2971052680954789,0.9053030303030303,0.9053030303030303,400481.22963800904,2.9424362182617188,150.5,2026-08-21T06:11:18.807777+00:00,0.0930564416682019,0.1170906753224485,0.12132342115921133,0.13516710523296804,0.14454046768300674,0.122236,"[0.0930564416682019, 0.1170906753224485, 0.12132342115921133, 0.13516710523296804, 0.14454046768300674]",1,133.18,0.10885,96.0,7378.0
|
| 53 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,52,0.6810650143038385,0.9572490706319703,0.4271815459836613,0.8560606060606061,0.9053030303030303,400902.92449095024,2.946798086166382,153.5,2026-08-21T06:11:21.785642+00:00,0.09454507599858676,0.11623571331010145,0.1193562272716971,0.12965300854514628,0.138576939702034,0.119673,"[0.09454507599858676, 0.11623571331010145, 0.1193562272716971, 0.12965300854514628, 0.138576939702034]",,,,,
|
| 54 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,53,0.6976405776566289,0.9368029739776952,0.4319398105144501,0.8712121212121212,0.9053030303030303,397608.29015837103,2.9435646533966064,156.4,2026-08-21T06:11:24.755245+00:00,0.09297564099816714,0.11593871519846075,0.12005071517299204,0.12915989931891947,0.1397747195818845,0.11958,"[0.09297564099816714, 0.11593871519846075, 0.12005071517299204, 0.12915989931891947, 0.1397747195818845]",1,128.26,0.10487,96.0,7378.0
|
| 55 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,54,0.6791682706446452,0.9591078066914498,0.402507228381706,0.8863636363636364,0.9053030303030303,393481.0241798642,2.9329729080200195,159.4,2026-08-21T06:11:27.715059+00:00,0.09244005557368784,0.11290128529071808,0.12054463169153999,0.12862226016381206,0.13885674143538757,0.118673,"[0.09244005557368784, 0.11290128529071808, 0.12054463169153999, 0.12862226016381206, 0.13885674143538757]",1,116.25,0.09471,99.0,7378.0
|
| 56 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,55,0.6932029079327353,0.9405204460966543,0.3610669401558963,0.9166666666666666,0.9166666666666666,398877.47808257915,2.9356095790863037,162.3,2026-08-21T06:11:30.676462+00:00,0.0943124969215954,0.11352970275808782,0.12157277850543752,0.1306228791089619,0.14000808929695802,0.120009,"[0.0943124969215954, 0.11352970275808782, 0.12157277850543752, 0.1306228791089619, 0.14000808929695802]",,,,,
|
| 57 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,56,0.681012478681302,0.9535315985130112,0.36027310472546203,0.8977272727272727,0.9166666666666666,397810.6500282805,2.928786277770996,165.2,2026-08-21T06:11:33.639721+00:00,0.09346019345171311,0.11438190060503342,0.1211971013861544,0.13092097990653095,0.13812126394580393,0.119616,"[0.09346019345171311, 0.11438190060503342, 0.1211971013861544, 0.13092097990653095, 0.13812126394580393]",1,135.29,0.11007,96.5,7378.0
|
| 58 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,57,0.6562378621455905,0.9702602230483272,0.3365885624379823,0.9166666666666666,0.9166666666666666,400408.970729638,2.936237335205078,168.2,2026-08-21T06:11:36.601618+00:00,0.09475669045658673,0.11557846735505496,0.11903193286236595,0.12904470457750208,0.13890600467429443,0.119464,"[0.09475669045658673, 0.11557846735505496, 0.11903193286236595, 0.12904470457750208, 0.13890600467429443]",,,,,
|
| 59 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,58,0.6559879642436939,0.9628252788104089,0.31800609104561084,0.9128787878787878,0.9166666666666666,398366.8092477375,2.925755739212036,171.1,2026-08-21T06:11:39.553131+00:00,0.09355910253875396,0.11567165790235295,0.11968727015397128,0.12930371656137354,0.13805965991581187,0.119256,"[0.09355910253875396, 0.11567165790235295, 0.11968727015397128, 0.12930371656137354, 0.13805965991581187]",1,139.71,0.11354,95.5,7378.0
|
| 60 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,59,0.6454925636819747,0.9758364312267658,0.41341381136215094,0.8674242424242424,0.9166666666666666,396626.2706447964,2.9324188232421875,174.0,2026-08-21T06:11:42.512705+00:00,0.09296518301262575,0.11565643461311564,0.11924409822506063,0.1275155666996451,0.13659671474905574,0.118396,"[0.09296518301262575, 0.11565643461311564, 0.11924409822506063, 0.1275155666996451, 0.13659671474905574]",1,134.36,0.10944,90.5,7378.0
|
| 61 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,60,0.6578133870677877,0.9702602230483272,0.3918753388253125,0.8712121212121212,0.9166666666666666,402496.32819570135,2.9401276111602783,177.0,2026-08-21T06:11:45.478152+00:00,0.09520315685692955,0.11694784900721382,0.1184495367548045,0.12933643951135523,0.1366787561598946,0.119323,"[0.09520315685692955, 0.11694784900721382, 0.1184495367548045, 0.12933643951135523, 0.1366787561598946]",,,,,
|
| 62 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,61,0.6503360532916611,0.9646840148698885,0.3463311181827025,0.9053030303030303,0.9166666666666666,399166.32805429865,2.92813777923584,179.9,2026-08-21T06:11:48.431696+00:00,0.09400352090597153,0.11608898069928675,0.11826643084778506,0.13076795988223133,0.1359806148444905,0.119022,"[0.09400352090597153, 0.11608898069928675, 0.11826643084778506, 0.13076795988223133, 0.1359806148444905]",1,157.57,0.12816,97.0,7378.0
|
| 63 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,62,0.6454564281998957,0.9684014869888475,0.5159180471391389,0.8636363636363636,0.9166666666666666,399723.89154411765,2.927419662475586,182.8,2026-08-21T06:11:51.384256+00:00,0.09429314644897685,0.11639885472900727,0.1178719055126695,0.12964708577184117,0.1334418733330334,0.118331,"[0.09429314644897685, 0.11639885472900727, 0.1178719055126695, 0.12964708577184117, 0.1334418733330334]",,,,,
|
| 64 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,63,0.6351041091419064,0.9758364312267658,0.33082749265612976,0.928030303030303,0.928030303030303,400725.16416855203,2.9378631114959717,185.8,2026-08-21T06:11:54.347946+00:00,0.09546776159721262,0.11504986838382833,0.11747696601292666,0.1306831626331105,0.13635977138491237,0.119008,"[0.09546776159721262, 0.11504986838382833, 0.11747696601292666, 0.1306831626331105, 0.13635977138491237]",1,142.34,0.11616,96.0,7378.0
|
| 65 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,64,0.643629460529767,0.9758364312267658,0.3300062896627368,0.9242424242424242,0.928030303030303,396672.1867929864,2.941995859146118,188.7,2026-08-21T06:11:57.338028+00:00,0.09538073969237945,0.11268544810659745,0.11569148126770468,0.1273005543386235,0.1349815787637935,0.117208,"[0.09538073969237945, 0.11268544810659745, 0.11569148126770468, 0.1273005543386235, 0.1349815787637935]",1,127.96,0.10457,96.5,7378.0
|
| 66 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,65,0.6361156810615143,0.9702602230483272,0.3746920641173016,0.8977272727272727,0.928030303030303,396813.98543552036,2.9414772987365723,191.6,2026-08-21T06:12:00.304721+00:00,0.0951318894239033,0.11376774880815954,0.11512679387541379,0.12600392147022135,0.13446051846532261,0.116898,"[0.0951318894239033, 0.11376774880815954, 0.11512679387541379, 0.12600392147022135, 0.13446051846532261]",,,,,
|
| 67 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,66,0.6410821219802346,0.9646840148698885,0.42829326246723987,0.8674242424242424,0.928030303030303,401706.9721436652,2.945730209350586,194.6,2026-08-21T06:12:03.276024+00:00,0.09639055106569738,0.11612501696628683,0.11459689149085213,0.12656732517130234,0.13256672024726868,0.117249,"[0.09639055106569738, 0.11612501696628683, 0.11459689149085213, 0.12656732517130234, 0.13256672024726868]",1,118.73,0.09715,99.0,7378.0
|
| 68 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,67,0.614588090478266,0.9851301115241635,0.31363993521892664,0.928030303030303,0.928030303030303,399799.4017251131,2.962891101837158,197.5,2026-08-21T06:12:06.274175+00:00,0.09553067342323415,0.11600089073181152,0.11467987255138509,0.12637271074687734,0.1335216883350821,0.117221,"[0.09553067342323415, 0.11600089073181152, 0.11467987255138509, 0.12637271074687734, 0.1335216883350821]",,,,,
|
| 69 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,68,0.6216545621258619,0.9776951672862454,0.48137656983101007,0.8446969696969697,0.928030303030303,396701.21040723985,2.949174165725708,200.5,2026-08-21T06:12:09.248372+00:00,0.09600640789550893,0.11277096981511396,0.1135802001637571,0.125457083039424,0.13195201842223897,0.115953,"[0.09600640789550893, 0.11277096981511396, 0.1135802001637571, 0.125457083039424, 0.13195201842223897]",1,119.59,0.09797,96.0,7378.0
|
| 70 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,69,0.6139629206249705,0.9851301115241635,0.3086463556145177,0.9128787878787878,0.928030303030303,397687.01682692306,2.9555399417877197,203.4,2026-08-21T06:12:12.230421+00:00,0.09659020690356984,0.11324358380892698,0.11262582899893031,0.12369735144517001,0.13157251652549296,0.115546,"[0.09659020690356984, 0.11324358380892698, 0.11262582899893031, 0.12369735144517001, 0.13157251652549296]",,,,,
|
| 71 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,70,0.6115726806417274,0.9907063197026023,0.31702507354996423,0.9356060606060606,0.9356060606060606,403530.621040724,2.9546029567718506,206.4,2026-08-21T06:12:15.210580+00:00,0.09809642986339681,0.11526184309931363,0.11384865948382546,0.12325041127555511,0.12988039632053935,0.116068,"[0.09809642986339681, 0.11526184309931363, 0.11384865948382546, 0.12325041127555511, 0.12988039632053935]",1,127.68,0.10479,96.0,7378.0
|
| 72 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,71,0.6096877123343457,0.9851301115241635,0.34741733200622327,0.9128787878787878,0.9356060606060606,396120.5274321267,2.9546799659729004,209.4,2026-08-21T06:12:18.196203+00:00,0.09630636169629939,0.11245445249711766,0.1126924051957972,0.12245678638710696,0.1296597131911446,0.114714,"[0.09630636169629939, 0.11245445249711766, 0.1126924051957972, 0.12245678638710696, 0.1296597131911446]",1,120.4,0.09882,99.0,7378.0
|
| 73 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,72,0.6292444119666145,0.9869888475836431,0.3138692993106264,0.9204545454545454,0.9356060606060606,397006.469739819,2.9545626640319824,212.3,2026-08-21T06:12:21.185241+00:00,0.09656244560199626,0.1126747083138017,0.11303512883536956,0.12204387521042544,0.1286294171038796,0.114589,"[0.09656244560199626, 0.1126747083138017, 0.11303512883536956, 0.12204387521042544, 0.1286294171038796]",,,,,
|
| 74 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,73,0.6104940472925463,0.983271375464684,0.2935972439520287,0.928030303030303,0.9356060606060606,397344.42519796384,2.945741891860962,215.3,2026-08-21T06:12:24.156573+00:00,0.09649061017176684,0.11341722090454663,0.11275684307603275,0.12100280295400058,0.1278145216843661,0.114296,"[0.09649061017176684, 0.11341722090454663, 0.11275684307603275, 0.12100280295400058, 0.1278145216843661]",1,135.47,0.11085,97.0,7378.0
|
| 75 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,74,0.6159172013789748,0.9869888475836431,0.4206927705443267,0.8560606060606061,0.9356060606060606,393869.20418552036,2.958820343017578,218.2,2026-08-21T06:12:27.142169+00:00,0.09518737170626135,0.11293759459958357,0.11249816461521037,0.12016714977867463,0.12863806503660538,0.113886,"[0.09518737170626135, 0.11293759459958357, 0.11249816461521037, 0.12016714977867463, 0.12863806503660538]",,,,,
|
| 76 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,75,0.6155845912858899,0.9795539033457249,0.340639435432174,0.9204545454545454,0.9356060606060606,392819.628959276,2.9456615447998047,221.2,2026-08-21T06:12:30.115088+00:00,0.09467390661730486,0.11330374987686381,0.11179470139391282,0.12028731274254181,0.12808312125065746,0.113629,"[0.09467390661730486, 0.11330374987686381, 0.11179470139391282, 0.12028731274254181, 0.12808312125065746]",1,125.14,0.10239,96.5,7378.0
|
| 77 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,76,0.6125792366864513,0.9907063197026023,0.32344544949856674,0.9166666666666666,0.9356060606060606,394506.4304298642,2.9412918090820312,224.1,2026-08-21T06:12:33.084003+00:00,0.09569759097169428,0.11329276772106395,0.11117046589360517,0.1194713343592251,0.12641307799255147,0.113209,"[0.09569759097169428, 0.11329276772106395, 0.11117046589360517, 0.1194713343592251, 0.12641307799255147]",1,124.91,0.10205,96.5,7378.0
|
| 78 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,77,0.6037976103644389,0.9907063197026023,0.28649037873203104,0.9318181818181818,0.9356060606060606,394863.2468891403,2.946160316467285,227.0,2026-08-21T06:12:36.055691+00:00,0.09543035880607717,0.11362042497186099,0.11235018074512482,0.11907615424955592,0.12735758678001516,0.113567,"[0.09543035880607717, 0.11362042497186099, 0.11235018074512482, 0.11907615424955592, 0.12735758678001516]",,,,,
|
| 79 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,78,0.6104791676244771,0.9888475836431226,0.30512436185822345,0.9242424242424242,0.9356060606060606,395061.1001131222,2.9451143741607666,230.0,2026-08-21T06:12:39.025793+00:00,0.09569396122413523,0.11341770606882431,0.11205911417217816,0.1192920479704352,0.12512062051716974,0.113117,"[0.09569396122413523, 0.11341770606882431, 0.11205911417217816, 0.1192920479704352, 0.12512062051716974]",1,104.64,0.0856,95.0,7378.0
|
| 80 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,79,0.6075881568915782,0.9869888475836431,0.3258072038491567,0.9128787878787878,0.9356060606060606,397769.3673642534,2.938941717147827,232.9,2026-08-21T06:12:41.991303+00:00,0.09616313699413748,0.11464341116302154,0.11287279427051544,0.11928703372969347,0.12667934771846323,0.113929,"[0.09616313699413748, 0.11464341116302154, 0.11287279427051544, 0.11928703372969347, 0.12667934771846323]",,,,,
|
| 81 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,80,0.6018307505930224,0.9925650557620818,0.3171247903144721,0.9166666666666666,0.9356060606060606,396059.36100113124,2.9423162937164307,235.9,2026-08-21T06:12:44.960744+00:00,0.09599351619972903,0.11379072815179825,0.11192798439194174,0.11954849257188685,0.12680026099962347,0.113612,"[0.09599351619972903, 0.11379072815179825, 0.11192798439194174, 0.11954849257188685, 0.12680026099962347]",1,131.24,0.10726,95.5,7378.0
|
| 82 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,81,0.6127307844871038,0.9907063197026023,0.2858212768579974,0.9356060606060606,0.9356060606060606,392632.3157522625,2.9372658729553223,238.8,2026-08-21T06:12:47.922686+00:00,0.0947746200596585,0.1132271210936939,0.11154993535841212,0.1189458405270296,0.12645203664022334,0.11299,"[0.0947746200596585, 0.1132271210936939, 0.11154993535841212, 0.1189458405270296, 0.12645203664022334]",,,,,
|
| 83 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,82,0.6113449499066435,0.9814126394052045,0.3230991494474989,0.928030303030303,0.9356060606060606,394887.4017251131,2.930116891860962,241.7,2026-08-21T06:12:50.878267+00:00,0.09515482888502233,0.11398061934639425,0.11262740633066963,0.11969659345991471,0.1270688956274706,0.113706,"[0.09515482888502233, 0.11398061934639425, 0.11262740633066963, 0.11969659345991471, 0.1270688956274706]",1,141.62,0.11527,96.0,7378.0
|
| 84 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,83,0.5971027820970046,0.9944237918215614,0.280196925907424,0.9318181818181818,0.9356060606060606,393207.0681561086,2.9350075721740723,244.7,2026-08-21T06:12:53.838238+00:00,0.0946937348036205,0.11388662851908628,0.11135515088544172,0.12009164690971375,0.12706968933343887,0.113419,"[0.0946937348036205, 0.11388662851908628, 0.11135515088544172, 0.12009164690971375, 0.12706968933343887]",1,118.57,0.09667,99.0,7378.0
|
| 85 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,84,0.6033531994624652,0.9851301115241635,0.3163789890029214,0.9242424242424242,0.9356060606060606,396411.7811085973,2.9446465969085693,247.6,2026-08-21T06:12:56.808122+00:00,0.09549675049150691,0.11520864376250435,0.111597639234627,0.12017543526256785,0.1266329494469306,0.113822,"[0.09549675049150691, 0.11520864376250435, 0.111597639234627, 0.12017543526256785, 0.1266329494469306]",,,,,
|
| 86 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,85,0.598561498755416,0.9851301115241635,0.29036172140728345,0.9431818181818182,0.9431818181818182,394554.8684954751,2.942986011505127,250.6,2026-08-21T06:12:59.776501+00:00,0.09512941451633677,0.11388607629958321,0.11209304586929433,0.12039540050660863,0.1279494516989764,0.113891,"[0.09512941451633677, 0.11388607629958321, 0.11209304586929433, 0.12039540050660863, 0.1279494516989764]",1,132.05,0.10795,97.0,7378.0
|
| 87 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,86,0.5987195142139733,0.9944237918215614,0.3255695745800481,0.9128787878787878,0.9431818181818182,392018.49194004526,2.941122531890869,253.5,2026-08-21T06:13:02.748473+00:00,0.09438717365264893,0.11333017489489387,0.11164968942894656,0.11923222769709195,0.12653192088884466,0.113026,"[0.09438717365264893, 0.11333017489489387, 0.11164968942894656, 0.11923222769709195, 0.12653192088884466]",,,,,
|
| 88 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,87,0.5962419135419853,0.9888475836431226,0.2884962059783213,0.9356060606060606,0.9431818181818182,395685.8376696832,2.9482433795928955,256.5,2026-08-21T06:13:05.723836+00:00,0.09551477958174313,0.11457092358785517,0.11165897986468147,0.11908705883166369,0.12848476977909312,0.113863,"[0.09551477958174313, 0.11457092358785517, 0.11165897986468147, 0.11908705883166369, 0.12848476977909312]",1,131.74,0.10789,97.0,7378.0
|
| 89 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,88,0.5964996325039066,0.983271375464684,0.3135154635617227,0.9166666666666666,0.9431818181818182,394541.17067307694,2.9407262802124023,259.4,2026-08-21T06:13:08.689945+00:00,0.09545451577971964,0.11419499884633456,0.11059082825394238,0.1186411556075601,0.127798071678947,0.113336,"[0.09545451577971964, 0.11419499884633456, 0.11059082825394238, 0.1186411556075601, 0.127798071678947]",1,129.3,0.10562,90.5,7378.0
|
| 90 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,89,0.5957021564799171,0.9907063197026023,0.3006759789405447,0.9318181818181818,0.9431818181818182,394541.17703619914,2.9463303089141846,262.3,2026-08-21T06:13:11.662135+00:00,0.0951526725993437,0.11417906819021001,0.11166926648686915,0.11934817363234128,0.12666286265148835,0.113402,"[0.0951526725993437, 0.11417906819021001, 0.11166926648686915, 0.11934817363234128, 0.12666286265148835]",,,,,
|
| 91 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,90,0.5852312015778071,1.0,0.29192845974907733,0.9204545454545454,0.9431818181818182,393651.42731900455,2.9490227699279785,265.3,2026-08-21T06:13:14.639763+00:00,0.09492265608380823,0.11390948383247151,0.11151299581808202,0.11895702034235,0.12780986112706802,0.113422,"[0.09492265608380823, 0.11390948383247151, 0.11151299581808202, 0.11895702034235, 0.12780986112706802]",1,134.6,0.11026,96.5,7378.0
|
| 92 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,91,0.5990982906525906,0.9869888475836431,0.29451587186618283,0.9356060606060606,0.9431818181818182,392643.369061086,2.9500060081481934,268.2,2026-08-21T06:13:17.615590+00:00,0.09446575185831856,0.11370225513682646,0.11180603723315631,0.11909499238519107,0.12716693825581493,0.113247,"[0.09446575185831856, 0.11370225513682646, 0.11180603723315631, 0.11909499238519107, 0.12716693825581493]",,,,,
|
| 93 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,92,0.5898988379864888,0.9907063197026023,0.3009442786375682,0.9318181818181818,0.9431818181818182,392625.8150452489,2.947908401489258,271.2,2026-08-21T06:13:20.590494+00:00,0.09447621554136276,0.11380450383705251,0.11156936471953112,0.1189919740838163,0.12615557716173284,0.113,"[0.09447621554136276, 0.11380450383705251, 0.11156936471953112, 0.1189919740838163, 0.12615557716173284]",1,130.03,0.10648,96.5,7378.0
|
| 94 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,93,0.5854728248482743,0.9981412639405205,0.29456187694361713,0.9393939393939394,0.9431818181818182,393536.3178733032,2.9475579261779785,274.1,2026-08-21T06:13:23.563515+00:00,0.0946736620629535,0.11417391501805361,0.1117286090465153,0.11911556212341085,0.12728365729836857,0.113395,"[0.0946736620629535, 0.11417391501805361, 0.1117286090465153, 0.11911556212341085, 0.12728365729836857]",,,,,
|
| 95 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,94,0.5983228889539782,0.9907063197026023,0.30112783294735535,0.9318181818181818,0.9431818181818182,395557.67731900455,2.9545536041259766,277.1,2026-08-21T06:13:26.542988+00:00,0.09436731128131642,0.11607290409943637,0.1128314825541833,0.1198139357216218,0.1275860193897696,0.114134,"[0.09436731128131642, 0.11607290409943637, 0.1128314825541833, 0.1198139357216218, 0.1275860193897696]",1,114.19,0.09372,95.5,7378.0
|
| 96 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,95,0.5947442604263475,0.9869888475836431,0.2784573995705807,0.9393939393939394,0.9431818181818182,390939.36397058825,2.9437644481658936,280.0,2026-08-21T06:13:29.512215+00:00,0.09409765986835256,0.11328214494621053,0.11101868047433741,0.11856584250926971,0.12608226958443136,0.112609,"[0.09409765986835256, 0.11328214494621053, 0.11101868047433741, 0.11856584250926971, 0.12608226958443136]",1,112.67,0.09213,97.5,7378.0
|
| 97 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,96,0.5919192530851825,0.9944237918215614,0.2990700281930692,0.9393939393939394,0.9431818181818182,394014.26626131224,2.942734718322754,283.0,2026-08-21T06:13:32.481942+00:00,0.09495474091347526,0.11426422175239115,0.11140876044245328,0.11882500350475311,0.12721556249786825,0.113334,"[0.09495474091347526, 0.11426422175239115, 0.11140876044245328, 0.11882500350475311, 0.12721556249786825]",,,,,
|
| 98 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,97,0.5890584785255801,0.9962825278810409,0.29408419493472937,0.9318181818181818,0.9431818181818182,393657.51102941175,2.9517929553985596,285.9,2026-08-21T06:13:35.460044+00:00,0.09469387373503517,0.11465484429808225,0.11108980546979343,0.11846659113379086,0.1265918682603275,0.113099,"[0.09469387373503517, 0.11465484429808225, 0.11108980546979343, 0.11846659113379086, 0.1265918682603275]",1,131.22,0.10759,96.0,7378.0
|
| 99 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,98,0.5920213799937507,0.9962825278810409,0.28393232416022907,0.9393939393939394,0.9431818181818182,392797.753959276,2.9400014877319336,288.9,2026-08-21T06:13:38.425783+00:00,0.09460837174864377,0.11376227482276804,0.1114488480722203,0.11890635683256037,0.12779522380408118,0.113304,"[0.09460837174864377, 0.11376227482276804, 0.1114488480722203, 0.11890635683256037, 0.12779522380408118]",,,,,
|
| 100 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,99,0.5977361310813507,0.9851301115241635,0.29545036590460577,0.9393939393939394,0.9431818181818182,393816.89649321267,2.9509127140045166,291.8,2026-08-21T06:13:41.401528+00:00,0.09475736845942105,0.11453099461162791,0.11129878855803434,0.11879455473493128,0.12701631819500642,0.11328,"[0.09475736845942105, 0.11453099461162791, 0.11129878855803434, 0.11879455473493128, 0.12701631819500642]",1,130.38,0.10687,96.5,7378.0
|
| 101 |
+
opt6_control_lif,opt6_sigma_delta.py,62febd8ddf82a115,2,0,--neuron lif,control: plain LIF,2,False,32,16,100,100,0.5938546183384041,0.9925650557620818,0.2902344785856478,0.9356060606060606,0.9431818181818182,393329.1586538462,2.947707414627075,294.8,2026-08-21T06:13:44.374566+00:00,0.09488593261031543,0.11394187062978745,0.11121006967390284,0.11813519369153415,0.12625967930344975,0.112887,"[0.09488593261031543, 0.11394187062978745, 0.11121006967390284, 0.11813519369153415, 0.12625967930344975]",1,92.97,0.07612,85.5,7378.0
|
opt6_sigma_delta/opt6_control_lif.epochs.jsonl
ADDED
|
@@ -0,0 +1,100 @@
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| 1 |
+
{"epoch": 1, "train_loss": 2.7173299895786442, "train_acc": 0.4070631970260223, "test_loss": 3.3920183904243237, "test_acc": 0.29924242424242425, "best_acc": 0.29924242424242425, "spike_rates": [0.0997551894363235, 0.13439315557479858, 0.15425224777530222, 0.17850058920243206, 0.1896835092236014], "spikes_per_sample": 455979.04312782804, "wall_time_s": 3.311976671218872, "timestamp": "2026-08-21T06:08:50.187173+00:00"}
|
| 2 |
+
{"epoch": 2, "train_loss": 2.0568271715844872, "train_acc": 0.4200743494423792, "test_loss": 2.123749649885929, "test_acc": 0.3939393939393939, "best_acc": 0.3939393939393939, "spike_rates": [0.10739518482895459, 0.14478181653163014, 0.15985124076113982, 0.17606315542669856, 0.19018917223986456], "spikes_per_sample": 485521.73840497737, "wall_time_s": 2.888274908065796, "timestamp": "2026-08-21T06:08:53.105682+00:00"}
|
| 3 |
+
{"epoch": 3, "train_loss": 1.757747876599819, "train_acc": 0.47026022304832715, "test_loss": 1.7225639711726795, "test_acc": 0.4659090909090909, "best_acc": 0.4659090909090909, "spike_rates": [0.10807448713218465, 0.1417972480549532, 0.15594402043258443, 0.17229371737031376, 0.18327222852145925], "spikes_per_sample": 481214.49052601814, "wall_time_s": 2.8936080932617188, "timestamp": "2026-08-21T06:08:56.032643+00:00"}
|
| 4 |
+
{"epoch": 4, "train_loss": 1.5943198700376602, "train_acc": 0.49814126394052044, "test_loss": 1.368162902918729, "test_acc": 0.49242424242424243, "best_acc": 0.49242424242424243, "spike_rates": [0.11003216838135439, 0.13720431047327378, 0.15513070015346303, 0.1795348139370189, 0.18490980390240164], "spikes_per_sample": 481042.4971719457, "wall_time_s": 2.89774489402771, "timestamp": "2026-08-21T06:08:58.962358+00:00"}
|
| 5 |
+
{"epoch": 5, "train_loss": 1.5999643004959845, "train_acc": 0.5018587360594795, "test_loss": 1.437197576869618, "test_acc": 0.48863636363636365, "best_acc": 0.49242424242424243, "spike_rates": [0.11276673613225713, 0.134080509929096, 0.16044023370041566, 0.18181519297992482, 0.1852655366939657], "spikes_per_sample": 486588.0557126697, "wall_time_s": 2.8985493183135986, "timestamp": "2026-08-21T06:09:01.893095+00:00"}
|
| 6 |
+
{"epoch": 6, "train_loss": 1.509387668180643, "train_acc": 0.5315985130111525, "test_loss": 1.365939523234512, "test_acc": 0.5265151515151515, "best_acc": 0.5265151515151515, "spike_rates": [0.11055597925887388, 0.13802935446009917, 0.15985019417370067, 0.1743045440491508, 0.17553313953035019], "spikes_per_sample": 484715.38928167423, "wall_time_s": 2.9130122661590576, "timestamp": "2026-08-21T06:09:04.832281+00:00"}
|
| 7 |
+
{"epoch": 7, "train_loss": 1.4502733870509832, "train_acc": 0.5780669144981413, "test_loss": 1.171548756686124, "test_acc": 0.5833333333333334, "best_acc": 0.5833333333333334, "spike_rates": [0.1099915202049648, 0.1403614720877479, 0.15591993314378402, 0.1729809738257352, 0.16602487774456248], "spikes_per_sample": 483661.32763009047, "wall_time_s": 2.9244017601013184, "timestamp": "2026-08-21T06:09:07.788125+00:00"}
|
| 8 |
+
{"epoch": 8, "train_loss": 1.3228330275383138, "train_acc": 0.6356877323420075, "test_loss": 0.9998983415690336, "test_acc": 0.5984848484848485, "best_acc": 0.5984848484848485, "spike_rates": [0.1049675472518977, 0.13836219643845277, 0.15870076067307415, 0.18394024407162385, 0.17588704386178186], "spikes_per_sample": 474008.6866515837, "wall_time_s": 2.9188740253448486, "timestamp": "2026-08-21T06:09:10.737844+00:00"}
|
| 9 |
+
{"epoch": 9, "train_loss": 1.273291063131453, "train_acc": 0.6784386617100372, "test_loss": 0.8982667471423293, "test_acc": 0.6628787878787878, "best_acc": 0.6628787878787878, "spike_rates": [0.10589832812547684, 0.1379364378312055, 0.15631532756721273, 0.18133287131786346, 0.17561913413159988], "spikes_per_sample": 473920.9666289593, "wall_time_s": 2.9199178218841553, "timestamp": "2026-08-21T06:09:13.688354+00:00"}
|
| 10 |
+
{"epoch": 10, "train_loss": 1.244569865301196, "train_acc": 0.6505576208178439, "test_loss": 0.9370635242173166, "test_acc": 0.6477272727272727, "best_acc": 0.6628787878787878, "spike_rates": [0.10407166840399013, 0.14045095706687255, 0.16245191588121302, 0.17783294179860284, 0.18407873458722057], "spikes_per_sample": 475554.5325226244, "wall_time_s": 2.9345309734344482, "timestamp": "2026-08-21T06:09:16.654994+00:00"}
|
| 11 |
+
{"epoch": 11, "train_loss": 1.1926254645599308, "train_acc": 0.6821561338289963, "test_loss": 0.750172397404006, "test_acc": 0.696969696969697, "best_acc": 0.696969696969697, "spike_rates": [0.09913546504343257, 0.14600834162796245, 0.15503346832359538, 0.17277857485939474, 0.17877689266906066], "spikes_per_sample": 466433.20446832577, "wall_time_s": 2.9321863651275635, "timestamp": "2026-08-21T06:09:19.612379+00:00"}
|
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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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| 94 |
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|
| 95 |
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| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
opt6_sigma_delta/opt6_control_lif.gpu_telemetry.csv
ADDED
|
@@ -0,0 +1,203 @@
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| 1 |
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timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
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| 2 |
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2026/08/21 06:10:41.860, 0, 95, 83, 3689, 15360, 77, 68.63, 1215
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2026/08/21 06:10:46.944, 1, 95, 87, 3689, 15360, 73, 57.54, 1185
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2026/08/21 06:10:51.993, 0, 98, 100, 3689, 15360, 78, 67.84, 1440
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2026/08/21 06:10:52.006, 1, 100, 0, 3689, 15360, 74, 84.12, 1470
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2026/08/21 06:10:57.059, 0, 95, 81, 3689, 15360, 79, 62.53, 1140
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2026/08/21 06:10:57.074, 1, 95, 81, 3689, 15360, 74, 74.85, 1200
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2026/08/21 06:11:02.131, 0, 97, 90, 3689, 15360, 79, 72.26, 1035
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2026/08/21 06:11:02.148, 1, 97, 88, 3689, 15360, 74, 66.56, 1245
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2026/08/21 06:11:07.212, 0, 85, 78, 3689, 15360, 78, 62.28, 855
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2026/08/21 06:11:07.229, 1, 98, 62, 3689, 15360, 73, 64.67, 1035
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2026/08/21 06:11:12.286, 0, 95, 83, 3689, 15360, 78, 66.12, 1155
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2026/08/21 06:11:12.300, 1, 95, 88, 3689, 15360, 73, 64.55, 1080
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2026/08/21 06:11:17.353, 0, 95, 84, 3689, 15360, 77, 67.10, 1155
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2026/08/21 06:11:22.423, 0, 95, 85, 3689, 15360, 77, 67.00, 1080
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2026/08/21 06:11:22.440, 1, 97, 87, 3689, 15360, 72, 61.26, 1200
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2026/08/21 06:12:03.032, 1, 100, 0, 3689, 15360, 73, 50.01, 1590
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2026/08/21 06:12:08.092, 1, 97, 86, 3689, 15360, 73, 59.67, 1290
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2026/08/21 06:12:13.166, 1, 97, 82, 3689, 15360, 74, 63.48, 1125
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2026/08/21 06:12:18.237, 1, 100, 0, 3689, 15360, 73, 58.16, 1590
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2026/08/21 06:12:23.292, 0, 97, 85, 3689, 15360, 77, 63.51, 1275
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2026/08/21 06:12:33.434, 0, 96, 81, 3689, 15360, 77, 62.28, 1020
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2026/08/21 06:12:33.452, 1, 97, 85, 3689, 15360, 73, 62.63, 1215
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2026/08/21 06:12:43.591, 1, 96, 89, 3689, 15360, 73, 66.02, 1020
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2026/08/21 06:12:48.654, 0, 95, 86, 3689, 15360, 77, 69.26, 975
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2026/08/21 06:12:48.674, 1, 97, 90, 3689, 15360, 73, 72.36, 1140
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2026/08/21 06:12:53.732, 0, 98, 100, 3689, 15360, 77, 68.53, 1230
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2026/08/21 06:12:58.810, 1, 97, 85, 3689, 15360, 73, 54.95, 1140
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2026/08/21 06:13:03.861, 0, 97, 91, 3689, 15360, 77, 66.46, 1140
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2026/08/21 06:13:03.882, 1, 97, 85, 3689, 15360, 73, 65.28, 1005
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2026/08/21 06:13:08.936, 0, 85, 78, 3689, 15360, 77, 67.06, 1215
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2026/08/21 06:13:08.955, 1, 96, 53, 3689, 15360, 73, 62.24, 1215
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| 180 |
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2026/08/21 06:13:14.013, 0, 96, 80, 3689, 15360, 77, 64.55, 1050
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| 181 |
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2026/08/21 06:13:14.031, 1, 97, 90, 3689, 15360, 73, 70.05, 1155
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| 182 |
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2026/08/21 06:13:19.087, 0, 96, 83, 3689, 15360, 77, 61.89, 990
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| 183 |
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2026/08/21 06:13:19.109, 1, 97, 86, 3689, 15360, 73, 68.14, 1095
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| 184 |
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2026/08/21 06:13:24.162, 0, 94, 82, 3689, 15360, 77, 61.95, 945
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| 185 |
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2026/08/21 06:13:24.182, 1, 97, 84, 3689, 15360, 73, 52.24, 1140
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| 186 |
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2026/08/21 06:13:29.244, 0, 98, 100, 3689, 15360, 77, 62.44, 1140
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| 187 |
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2026/08/21 06:13:29.265, 1, 97, 33, 3689, 15360, 73, 50.23, 1590
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| 188 |
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2026/08/21 06:13:34.310, 0, 97, 88, 3689, 15360, 77, 66.57, 1170
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| 189 |
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2026/08/21 06:13:34.325, 1, 95, 84, 3689, 15360, 74, 64.65, 1215
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| 190 |
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2026/08/21 06:13:39.383, 0, 97, 88, 3689, 15360, 77, 65.73, 1110
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| 191 |
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2026/08/21 06:13:39.393, 1, 96, 89, 3689, 15360, 73, 64.65, 1320
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| 192 |
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2026/08/21 06:13:44.444, 0, 71, 71, 3689, 15360, 76, 43.23, 1530
|
| 193 |
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2026/08/21 06:13:44.452, 1, 100, 0, 3689, 15360, 73, 49.74, 1590
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| 194 |
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2026/08/21 06:13:49.493, 0, 84, 58, 3689, 15360, 77, 68.39, 1170
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| 195 |
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2026/08/21 06:13:49.514, 1, 0, 0, 3, 15360, 69, 12.24, 300
|
| 196 |
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2026/08/21 06:13:54.569, 0, 79, 58, 3689, 15360, 77, 72.00, 1200
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| 197 |
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2026/08/21 06:13:54.587, 1, 0, 0, 3, 15360, 66, 12.83, 300
|
| 198 |
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2026/08/21 06:13:59.642, 0, 77, 53, 3689, 15360, 77, 68.18, 1185
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| 199 |
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2026/08/21 06:13:59.657, 1, 0, 0, 3, 15360, 64, 11.65, 300
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| 200 |
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2026/08/21 06:14:04.711, 0, 82, 59, 3689, 15360, 77, 79.69, 1230
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| 201 |
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2026/08/21 06:14:04.728, 1, 0, 0, 3, 15360, 62, 12.15, 300
|
| 202 |
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2026/08/21 06:14:09.783, 0, 98, 100, 3689, 15360, 77, 68.47, 1200
|
| 203 |
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2026/08/21 06:14:09.800, 1, 0, 0, 3, 15360, 60, 11.15, 300
|
opt6_sigma_delta/opt6_control_lif.summary.json
ADDED
|
@@ -0,0 +1,96 @@
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|
| 1 |
+
{
|
| 2 |
+
"tag": "opt6_control_lif",
|
| 3 |
+
"script": "opt6_sigma_delta.py",
|
| 4 |
+
"script_sha256_16": "62febd8ddf82a115",
|
| 5 |
+
"hf_folder": "opt6_sigma_delta",
|
| 6 |
+
"priority": 0,
|
| 7 |
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"note": "control: plain LIF",
|
| 8 |
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"phase": 2,
|
| 9 |
+
"n_phases": 10,
|
| 10 |
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"command": [
|
| 11 |
+
"/usr/bin/python3",
|
| 12 |
+
"-m",
|
| 13 |
+
"torch.distributed.run",
|
| 14 |
+
"--standalone",
|
| 15 |
+
"--nproc_per_node=2",
|
| 16 |
+
"/kaggle/temp/snn_runs/scripts/opt6_sigma_delta.py",
|
| 17 |
+
"--epochs",
|
| 18 |
+
"100",
|
| 19 |
+
"--batch-size",
|
| 20 |
+
"32",
|
| 21 |
+
"--num-bins",
|
| 22 |
+
"16",
|
| 23 |
+
"--event-eval",
|
| 24 |
+
"--no-hf",
|
| 25 |
+
"--no-resume",
|
| 26 |
+
"--data-dir",
|
| 27 |
+
"/kaggle/temp/dvs128_data",
|
| 28 |
+
"--num-classes",
|
| 29 |
+
"11",
|
| 30 |
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"--bench",
|
| 31 |
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"--neuron",
|
| 32 |
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"lif"
|
| 33 |
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],
|
| 34 |
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"flags": [
|
| 35 |
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"--neuron",
|
| 36 |
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"lif"
|
| 37 |
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],
|
| 38 |
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|
| 39 |
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"epochs_completed": 100,
|
| 40 |
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|
| 41 |
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|
| 42 |
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"gpus": 2,
|
| 43 |
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"amp": false,
|
| 44 |
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"exit_code": 0,
|
| 45 |
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"status": "ok",
|
| 46 |
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"duration_s": 511.5,
|
| 47 |
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"sec_per_epoch": 5.11,
|
| 48 |
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"started_utc": "2026-08-21T06:05:43.082708+00:00",
|
| 49 |
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"finished_utc": "2026-08-21T06:14:14.574224+00:00",
|
| 50 |
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"final_epoch_metrics": {
|
| 51 |
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"epoch": 100,
|
| 52 |
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"train_loss": 0.5938546183384041,
|
| 53 |
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"train_acc": 0.9925650557620818,
|
| 54 |
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"test_loss": 0.2902344785856478,
|
| 55 |
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"test_acc": 0.9356060606060606,
|
| 56 |
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|
| 57 |
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"spike_rates": [
|
| 58 |
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0.09488593261031543,
|
| 59 |
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|
| 60 |
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| 61 |
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|
| 62 |
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| 63 |
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],
|
| 64 |
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"spikes_per_sample": 393329.1586538462,
|
| 65 |
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"wall_time_s": 2.947707414627075,
|
| 66 |
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"timestamp": "2026-08-21T06:13:44.374566+00:00"
|
| 67 |
+
},
|
| 68 |
+
"best": {
|
| 69 |
+
"epoch": 85,
|
| 70 |
+
"test_acc": 0.9431818181818182
|
| 71 |
+
},
|
| 72 |
+
"event_driven": {
|
| 73 |
+
"event_driven_test_acc": 0.9356060606060606,
|
| 74 |
+
"synaptic_ops_per_inference": 250293359.35069445,
|
| 75 |
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"events_per_inference": 406353.38194444444,
|
| 76 |
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"events_pos_per_inference": 406353.38194444444,
|
| 77 |
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"events_neg_per_inference": 0.0,
|
| 78 |
+
"events_per_layer": [
|
| 79 |
+
208173.43402777778,
|
| 80 |
+
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|
| 81 |
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59396.75347222222,
|
| 82 |
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15743.107638888889,
|
| 83 |
+
1102.1631944444443,
|
| 84 |
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|
| 85 |
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],
|
| 86 |
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"neg_event_fraction": 0.0
|
| 87 |
+
},
|
| 88 |
+
"driver_version": 1,
|
| 89 |
+
"zip": {
|
| 90 |
+
"name": "opt6_control_lif.zip",
|
| 91 |
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"files": 312,
|
| 92 |
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"bytes": 1442499415,
|
| 93 |
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"MB": 1442.5,
|
| 94 |
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"sha256": "37eb5a1d682efafc93044a6bcf0d956ea044a230423503be64ad3b08964c9131"
|
| 95 |
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}
|
| 96 |
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}
|
opt6_sigma_delta/opt6_control_lif.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:37eb5a1d682efafc93044a6bcf0d956ea044a230423503be64ad3b08964c9131
|
| 3 |
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size 1442499415
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