add run opt5_bitpack_reg5e-4

opt5_spkconv_bitpack/opt5_bitpack_reg5e-4.epochs.csv

@@ -0,0 +1,101 @@
+tag,script,script_sha256_16,phase,priority,flags,note,gpus,amp,batch_size_per_gpu,num_bins_T,epochs_requested,epoch,train_loss,train_acc,test_loss,test_acc,best_acc,spikes_per_sample,wall_time_s,cum_wall_time_s,timestamp,spk_rate_l0,spk_rate_l1,spk_rate_l2,spk_rate_l3,spk_rate_l4,spk_rate_mean,spike_rates_json,gpu_samples,gpu_power_w_mean,energy_wh,gpu_util_pct_mean,gpu_mem_mb_peak
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,1,2.535048151991181,0.44981412639405205,2.899782961065119,0.32954545454545453,0.32954545454545453,450483.32635746605,2.8378348350524902,2.8,2026-08-21T12:34:37.997230+00:00,0.09790772637900184,0.13483605227049658,0.14975423847927766,0.18023335933685303,0.19483892531955943,0.151514,"[0.09790772637900184, 0.13483605227049658, 0.14975423847927766, 0.18023335933685303, 0.19483892531955943]",1,129.21,0.10185,96.0,5406.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,2,1.730040114608396,0.5204460966542751,2.036186088215221,0.42045454545454547,0.42045454545454547,491761.3468608597,2.438234806060791,5.3,2026-08-21T12:34:40.468085+00:00,0.10416332982918795,0.15061083698973937,0.16859111452803893,0.1933307647705078,0.19746071012581096,0.162831,"[0.10416332982918795, 0.15061083698973937, 0.16859111452803893, 0.1933307647705078, 0.19746071012581096]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,3,1.5611859139013469,0.5315985130111525,1.6653442491184582,0.4810606060606061,0.4810606060606061,482790.76541289594,2.4451379776000977,7.7,2026-08-21T12:34:42.948158+00:00,0.10279708750107709,0.1470331163967357,0.166273295879364,0.18553601906580083,0.18326589377487407,0.156981,"[0.10279708750107709, 0.1470331163967357, 0.166273295879364, 0.18553601906580083, 0.18326589377487407]",1,143.22,0.09728,95.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,4,1.375720054243577,0.6059479553903345,1.482895117817503,0.5265151515151515,0.5265151515151515,485152.2526866516,2.453092336654663,10.2,2026-08-21T12:34:45.431455+00:00,0.10197677857735578,0.14789027150939493,0.17289959507830002,0.1833112441441592,0.18370939966510325,0.157957,"[0.10197677857735578, 0.14789027150939493, 0.17289959507830002, 0.1833112441441592, 0.18370939966510325]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,5,1.3973088330938914,0.6022304832713755,1.2582148999878855,0.571969696969697,0.571969696969697,473057.8052884615,2.472088098526001,12.6,2026-08-21T12:34:47.937545+00:00,0.09855312547262977,0.1420839192236171,0.17269463135915644,0.19271457370589762,0.189306700054337,0.159071,"[0.09855312547262977, 0.1420839192236171, 0.17269463135915644, 0.19271457370589762, 0.189306700054337]",1,122.9,0.08439,96.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,6,1.2941957291174113,0.671003717472119,1.0279391118974397,0.6022727272727273,0.6022727272727273,472504.8455882353,2.472449541091919,15.1,2026-08-21T12:34:50.440824+00:00,0.10024405796738232,0.1390736997127533,0.17085298983489766,0.1929749294238932,0.1881952075397267,0.158268,"[0.10024405796738232, 0.1390736997127533, 0.17085298983489766, 0.1929749294238932, 0.1881952075397267]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,7,1.33413634734526,0.6096654275092936,0.9586445851759477,0.6212121212121212,0.6212121212121212,482051.9649321267,2.474233865737915,17.6,2026-08-21T12:34:52.952420+00:00,0.10763016869040097,0.13901643542682424,0.1607391185620252,0.188400776070707,0.1902024631991106,0.157198,"[0.10763016869040097, 0.13901643542682424, 0.1607391185620252, 0.188400776070707, 0.1902024631991106]",1,134.13,0.09219,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,8,1.3078678061970992,0.6096654275092936,1.059714062647386,0.6174242424242424,0.6212121212121212,484998.45065045246,2.469139575958252,20.1,2026-08-21T12:34:55.451697+00:00,0.10739065224633497,0.1463849632179036,0.1556356487905278,0.17701175458290996,0.17732031643390656,0.152749,"[0.10739065224633497, 0.1463849632179036, 0.1556356487905278, 0.17701175458290996, 0.17732031643390656]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,9,1.309496648249573,0.6319702602230484,1.2806969014081089,0.5757575757575758,0.6212121212121212,473149.526300905,2.4641873836517334,22.5,2026-08-21T12:34:57.943111+00:00,0.10047617247875999,0.15051388477577882,0.15275053679943085,0.17536485282813802,0.18332932801807628,0.152487,"[0.10047617247875999, 0.15051388477577882, 0.15275053679943085, 0.17536485282813802, 0.18332932801807628]",1,131.44,0.08997,96.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,10,1.2413934039360528,0.6524163568773235,0.9736083890452529,0.6287878787878788,0.6287878787878788,473015.94909502263,2.446957588195801,25.0,2026-08-21T12:35:00.415788+00:00,0.0995377911364331,0.1503695398569107,0.15670057517640731,0.17486766681951635,0.1807017957462984,0.152435,"[0.0995377911364331, 0.1503695398569107, 0.15670057517640731, 0.17486766681951635, 0.1807017957462984]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,11,1.2142477571742685,0.6672862453531598,1.1393622774066348,0.5833333333333334,0.6287878787878788,476330.3703337104,2.43931245803833,27.4,2026-08-21T12:35:02.888812+00:00,0.09924976527690887,0.15090648216359756,0.16252710100482493,0.17761190586230335,0.1740021346246495,0.152859,"[0.09924976527690887, 0.15090648216359756, 0.16252710100482493, 0.17761190586230335, 0.1740021346246495]",1,102.93,0.06974,96.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,12,1.2912306010058379,0.6338289962825279,0.8137048844135168,0.7083333333333334,0.7083333333333334,476164.42661199096,2.426631450653076,29.8,2026-08-21T12:35:05.341528+00:00,0.10070577000870425,0.1493367728065042,0.15904737483052647,0.1793378521414364,0.1766022908336976,0.153006,"[0.10070577000870425, 0.1493367728065042, 0.15904737483052647, 0.1793378521414364, 0.1766022908336976]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,13,1.1801668884142624,0.6765799256505576,0.9900352232383959,0.6628787878787878,0.7083333333333334,474487.83243778284,2.4211294651031494,32.3,2026-08-21T12:35:07.792583+00:00,0.10146280465757146,0.14765511628459482,0.15568186167408438,0.18141729340833776,0.175445919527727,0.152333,"[0.10146280465757146, 0.14765511628459482, 0.15568186167408438, 0.18141729340833776, 0.175445919527727]",1,109.41,0.07358,97.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,14,1.175545060501666,0.6858736059479554,0.8467387394471602,0.6704545454545454,0.7083333333333334,475295.431561086,2.4132232666015625,34.7,2026-08-21T12:35:10.231331+00:00,0.10075644622830783,0.1487340550212299,0.15806374041473165,0.18032729625701904,0.18191386846935048,0.153959,"[0.10075644622830783, 0.1487340550212299, 0.15806374041473165, 0.18032729625701904, 0.18191386846935048]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,15,1.1072478963539947,0.7193308550185874,0.9231498422044696,0.6401515151515151,0.7083333333333334,492887.01583710406,2.4040746688842773,37.1,2026-08-21T12:35:12.661047+00:00,0.1054902269559748,0.15404199326739593,0.1618989092462203,0.18113707707208745,0.17956972823423498,0.156428,"[0.1054902269559748, 0.15404199326739593, 0.1618989092462203, 0.18113707707208745, 0.17956972823423498]",1,152.7,0.10197,99.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,16,1.117438380159853,0.7193308550185874,0.8600320057435469,0.6553030303030303,0.7083333333333334,483772.5651866516,2.409261703491211,39.5,2026-08-21T12:35:15.095691+00:00,0.10553011824102963,0.1497722864151001,0.15363296778763041,0.17826115383821375,0.17812549366670496,0.153064,"[0.10553011824102963, 0.1497722864151001, 0.15363296778763041, 0.17826115383821375, 0.17812549366670496]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,17,1.0859941811366596,0.7211895910780669,1.1210766994591914,0.6212121212121212,0.7083333333333334,477702.69584276015,2.406365156173706,41.9,2026-08-21T12:35:17.526465+00:00,0.10261298409279655,0.15007282442906322,0.1544227100470487,0.17335069705458248,0.1737926541005864,0.15085,"[0.10261298409279655, 0.15007282442906322, 0.1544227100470487, 0.17335069705458248, 0.1737926541005864]",1,130.77,0.08741,91.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,18,1.1120536017152014,0.7267657992565055,0.7122798002127445,0.6931818181818182,0.7083333333333334,480464.4994343891,2.404522180557251,44.3,2026-08-21T12:35:19.956392+00:00,0.10372931466383092,0.14926002306096695,0.15573928198393652,0.17748945688500123,0.17844765501863816,0.152933,"[0.10372931466383092, 0.14926002306096695, 0.15573928198393652, 0.17748945688500123, 0.17844765501863816]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,19,1.077100345193232,0.7565055762081785,0.7624640175790498,0.6818181818181818,0.7083333333333334,473965.27220022626,2.391122817993164,46.7,2026-08-21T12:35:22.373347+00:00,0.10140626921373255,0.14670614722897024,0.15876198428518631,0.17377490155837116,0.1726537855232463,0.150661,"[0.10140626921373255, 0.14670614722897024, 0.15876198428518631, 0.17377490155837116, 0.1726537855232463]",1,127.27,0.08453,97.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,20,1.0688522721755016,0.7602230483271375,0.8024075537016897,0.7007575757575758,0.7083333333333334,477989.73925339367,2.3888473510742188,49.1,2026-08-21T12:35:24.787386+00:00,0.10511497539632461,0.1441029091091717,0.15851876051986918,0.16726058107965133,0.16753794866449692,0.148507,"[0.10511497539632461, 0.1441029091091717, 0.15851876051986918, 0.16726058107965133, 0.16753794866449692]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,21,1.0763452139485725,0.7472118959107806,0.7707136905554569,0.7196969696969697,0.7196969696969697,475352.42081447964,2.3893492221832275,51.5,2026-08-21T12:35:27.202255+00:00,0.10577527784249362,0.14251052895013025,0.15619111937635086,0.15916318314916947,0.15910750189248254,0.14455,"[0.10577527784249362, 0.14251052895013025, 0.15619111937635086, 0.15916318314916947, 0.15910750189248254]",1,126.39,0.08389,96.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,22,1.0600123485224842,0.7565055762081785,0.6586709979808691,0.75,0.75,466102.8146210407,2.380251169204712,53.8,2026-08-21T12:35:29.613946+00:00,0.10095733623294269,0.1423656098982867,0.15678633661831126,0.1644097864627838,0.1598339343772215,0.144871,"[0.10095733623294269, 0.1423656098982867, 0.15678633661831126, 0.1644097864627838, 0.1598339343772215]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,23,1.0317756912522156,0.7602230483271375,0.7318837064685244,0.6818181818181818,0.75,449544.51555429865,2.378478765487671,56.2,2026-08-21T12:35:32.022835+00:00,0.09597720600226346,0.13777834001709433,0.15442127339980183,0.16390523665091572,0.16014979429104748,0.142446,"[0.09597720600226346, 0.13777834001709433, 0.15442127339980183, 0.16390523665091572, 0.16014979429104748]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,24,1.0037794706989842,0.7769516728624535,0.7014217087716768,0.6628787878787878,0.75,452005.95715497737,2.3836135864257812,58.6,2026-08-21T12:35:34.432108+00:00,0.09873826451161329,0.1356685262392549,0.15270787915762732,0.16205008678576527,0.1631456262925092,0.142462,"[0.09873826451161329, 0.1356685262392549, 0.15270787915762732, 0.16205008678576527, 0.1631456262925092]",1,129.31,0.08562,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,25,1.0060602333465916,0.7602230483271375,0.7130527938857223,0.7083333333333334,0.75,438798.0005656109,2.384352922439575,61.0,2026-08-21T12:35:36.841852+00:00,0.09608614050290164,0.13108947171884425,0.14813563490615173,0.15862790626638076,0.1632791065117892,0.139444,"[0.09608614050290164, 0.13108947171884425, 0.14813563490615173, 0.15862790626638076, 0.1632791065117892]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,26,1.0346210259930353,0.7546468401486989,0.6506188024174083,0.7462121212121212,0.75,431835.51286764705,2.3837265968322754,63.4,2026-08-21T12:35:39.254975+00:00,0.09572047214297687,0.1266632343039793,0.14491837953819947,0.15950381668174968,0.16517085099921508,0.138395,"[0.09572047214297687, 0.1266632343039793, 0.14491837953819947, 0.15950381668174968, 0.16517085099921508]",1,122.42,0.08106,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,27,1.0099156802471685,0.7843866171003717,0.9882129737825105,0.6553030303030303,0.75,437256.7474547511,2.3822600841522217,65.8,2026-08-21T12:35:41.662310+00:00,0.10053194927818634,0.1243567028466393,0.14284661236931295,0.15119335405966816,0.15614883338703828,0.135015,"[0.10053194927818634, 0.1243567028466393, 0.14284661236931295, 0.15119335405966816, 0.15614883338703828]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,28,1.0380254919644183,0.7788104089219331,0.6846719474503489,0.7424242424242424,0.75,437179.41742081445,2.3877720832824707,68.1,2026-08-21T12:35:44.075872+00:00,0.10007929319844526,0.12444260804092183,0.1455010044224122,0.1472820709733402,0.14445966832778034,0.132353,"[0.10007929319844526, 0.12444260804092183, 0.1455010044224122, 0.1472820709733402, 0.14445966832778034]",1,129.5,0.08589,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,29,0.9779631016865982,0.7899628252788105,0.7044199018767385,0.7310606060606061,0.75,429241.8687782805,2.382685899734497,70.5,2026-08-21T12:35:46.483148+00:00,0.09403425805708941,0.12800572111326106,0.14851437596713796,0.1433335709221223,0.13724823383723989,0.130227,"[0.09403425805708941, 0.12800572111326106, 0.14851437596713796, 0.1433335709221223, 0.13724823383723989]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,30,0.9846028317749279,0.7843866171003717,0.5729013320171472,0.803030303030303,0.803030303030303,419158.124010181,2.3941779136657715,72.9,2026-08-21T12:35:48.902686+00:00,0.09132115805850309,0.12401845043196398,0.1474791160401176,0.1457470103221781,0.13898055518374725,0.129509,"[0.09132115805850309, 0.12401845043196398, 0.1474791160401176, 0.1457470103221781, 0.13898055518374725]",1,131.37,0.08737,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,31,1.0312003464503803,0.7620817843866171,0.7953377998236454,0.7424242424242424,0.803030303030303,409798.67095588235,2.401583671569824,75.3,2026-08-21T12:35:51.336448+00:00,0.0852078642038738,0.12698476805406458,0.14685356529319987,0.15039093178861282,0.14740093841272242,0.131368,"[0.0852078642038738, 0.12698476805406458, 0.14685356529319987, 0.15039093178861282, 0.14740093841272242]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,32,0.923282074883968,0.8345724907063197,0.4963568123904141,0.7916666666666666,0.803030303030303,398301.67562217196,2.394857406616211,77.7,2026-08-21T12:35:53.756153+00:00,0.08424408996806425,0.12111295759677887,0.14150229622335994,0.1466540352386587,0.14452843718668995,0.127608,"[0.08424408996806425, 0.12111295759677887, 0.14150229622335994, 0.1466540352386587, 0.14452843718668995]",1,143.34,0.09536,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,33,0.9593955918758775,0.7973977695167286,1.3346220525828274,0.6060606060606061,0.803030303030303,402304.9073812217,2.3944666385650635,80.1,2026-08-21T12:35:56.175781+00:00,0.09339128566138885,0.11241871732122757,0.13102547386113336,0.14225013992365668,0.14525281506426194,0.124868,"[0.09339128566138885, 0.11241871732122757, 0.13102547386113336, 0.14225013992365668, 0.14525281506426194]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,34,0.950845325081765,0.8104089219330854,0.7201876423575662,0.7462121212121212,0.803030303030303,400323.52036199096,2.404956102371216,82.5,2026-08-21T12:35:58.606559+00:00,0.09421467036008835,0.1120931427268421,0.12682039159185746,0.13355663769385395,0.14267059284098008,0.121871,"[0.09421467036008835, 0.1120931427268421, 0.12682039159185746, 0.13355663769385395, 0.14267059284098008]",1,102.98,0.0688,95.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,35,0.8722690368230458,0.8643122676579925,0.5366390582286951,0.8446969696969697,0.8446969696969697,403394.6913178733,2.40270733833313,84.9,2026-08-21T12:36:01.033821+00:00,0.09328776597976685,0.11648460784379173,0.12763183125678232,0.13372949466985815,0.1380478354061351,0.121836,"[0.09328776597976685, 0.11648460784379173, 0.12763183125678232, 0.13372949466985815, 0.1380478354061351]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,36,0.8670656942523545,0.8605947955390335,0.5116468821511124,0.8106060606060606,0.8446969696969697,405292.4018665158,2.4059197902679443,87.3,2026-08-21T12:36:03.470361+00:00,0.09392678343197879,0.11689627082908854,0.12819530946366928,0.1324718489366419,0.13765001998228185,0.121828,"[0.09392678343197879, 0.11689627082908854, 0.12819530946366928, 0.1324718489366419, 0.13765001998228185]",1,109.41,0.07312,99.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,37,0.7897178373372244,0.9052044609665427,0.7802436261466055,0.7310606060606061,0.8446969696969697,408536.8471436652,2.4082963466644287,89.7,2026-08-21T12:36:05.907189+00:00,0.09319520259604734,0.11977491440141902,0.13106454207616694,0.13477439564817092,0.1318859948831446,0.122139,"[0.09319520259604734, 0.11977491440141902, 0.13106454207616694, 0.13477439564817092, 0.1318859948831446]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,38,0.8114021356221025,0.9014869888475836,0.7299217599810977,0.7272727272727273,0.8446969696969697,411340.76611990953,2.411559820175171,92.1,2026-08-21T12:36:08.343944+00:00,0.09456770209705129,0.12071513910503949,0.12915798846413107,0.1341224549447789,0.13495573839720557,0.122704,"[0.09456770209705129, 0.12071513910503949, 0.12915798846413107, 0.1341224549447789, 0.13495573839720557]",1,135.39,0.09069,93.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,39,0.7657609776936499,0.9219330855018587,0.5222425695621606,0.8333333333333334,0.8446969696969697,407961.536199095,2.4268851280212402,94.6,2026-08-21T12:36:10.796545+00:00,0.0920780673623085,0.1235475934603635,0.1280811937416301,0.12974275035016677,0.13622479053104625,0.121935,"[0.0920780673623085, 0.1235475934603635, 0.1280811937416301, 0.12974275035016677, 0.13622479053104625]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,40,0.7691255947471108,0.9052044609665427,0.5263952165842056,0.8257575757575758,0.8446969696969697,399216.38871606335,2.416342258453369,97.0,2026-08-21T12:36:13.237826+00:00,0.0901365867432426,0.1204523124239024,0.12610520597766428,0.1269413478234235,0.13321908519548528,0.119371,"[0.0901365867432426, 0.1204523124239024, 0.12610520597766428, 0.1269413478234235, 0.13321908519548528]",1,141.59,0.09504,93.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,41,0.7376900592257986,0.9219330855018587,0.44684346494349564,0.8522727272727273,0.8522727272727273,399184.2228506787,2.4167556762695312,99.4,2026-08-21T12:36:15.679220+00:00,0.09321596122839872,0.1151416713700575,0.1233599247301326,0.1309701721457874,0.1319852979744182,0.118935,"[0.09321596122839872, 0.1151416713700575, 0.1233599247301326, 0.1309701721457874, 0.1319852979744182]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,42,0.7646131918775991,0.9163568773234201,0.2711330923167142,0.9128787878787878,0.9128787878787878,397753.55359162897,2.424337387084961,101.8,2026-08-21T12:36:18.134857+00:00,0.09160592406988144,0.11475035592037089,0.1259536252302282,0.1378474068992278,0.14354105118442984,0.12274,"[0.09160592406988144, 0.11475035592037089, 0.1259536252302282, 0.1378474068992278, 0.14354105118442984]",1,133.91,0.09018,95.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,43,0.7255763941094778,0.9442379182156134,0.7012384822874358,0.7954545454545454,0.9128787878787878,396277.98317307694,2.4183778762817383,104.3,2026-08-21T12:36:20.582387+00:00,0.08842042395297219,0.11707326024770737,0.12975327933535857,0.14361395555384018,0.14603696851169362,0.12498,"[0.08842042395297219, 0.11707326024770737, 0.12975327933535857, 0.14361395555384018, 0.14603696851169362]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,44,0.7498097390933551,0.9275092936802974,0.40943410270141833,0.8636363636363636,0.9128787878787878,397313.64210972853,2.4125466346740723,106.7,2026-08-21T12:36:23.020243+00:00,0.09173759116845973,0.11430525253800784,0.12588459297138102,0.1362228305900798,0.14345918245175304,0.122322,"[0.09173759116845973, 0.11430525253800784, 0.12588459297138102, 0.1362228305900798, 0.14345918245175304]",1,117.97,0.07906,96.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,45,0.7435898118302725,0.9330855018587361,0.39137510278008203,0.8674242424242424,0.9128787878787878,396748.51300904976,2.418087959289551,109.1,2026-08-21T12:36:25.462719+00:00,0.0942664755617871,0.11176242065780304,0.12168506401426651,0.1289399415254593,0.13790108175838695,0.118911,"[0.0942664755617871, 0.11176242065780304, 0.12168506401426651, 0.1289399415254593, 0.13790108175838695]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,46,0.7200106517532944,0.9386617100371747,1.4251306237596455,0.6363636363636364,0.9128787878787878,396832.7888857466,2.416682720184326,111.5,2026-08-21T12:36:27.904831+00:00,0.09394087642431259,0.11241484959335889,0.12204132755013074,0.12829996382488923,0.13546164333820343,0.118432,"[0.09394087642431259, 0.11241484959335889, 0.12204132755013074, 0.12829996382488923, 0.13546164333820343]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,47,0.7513358920923396,0.9312267657992565,0.4122751872196342,0.8446969696969697,0.9128787878787878,388457.212811086,2.417059898376465,113.9,2026-08-21T12:36:30.349979+00:00,0.09075965644682155,0.11206877538386513,0.11946004453827352,0.12820329823914697,0.1384399726110346,0.117786,"[0.09075965644682155, 0.11206877538386513, 0.11946004453827352, 0.12820329823914697, 0.1384399726110346]",1,137.98,0.09264,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,48,0.731293052324132,0.9349442379182156,0.3187657436638167,0.8977272727272727,0.9128787878787878,384632.91954185517,2.411790370941162,116.3,2026-08-21T12:36:32.787382+00:00,0.08974643270759021,0.11208677160389283,0.1167959014282507,0.12588762623422287,0.13622007825795343,0.116147,"[0.08974643270759021, 0.11208677160389283, 0.1167959014282507, 0.12588762623422287, 0.13622007825795343]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,49,0.7149213618948557,0.9312267657992565,0.435725702029286,0.8446969696969697,0.9128787878787878,383136.2876131222,2.417461633682251,118.7,2026-08-21T12:36:35.230163+00:00,0.09010017531759598,0.11101261920788709,0.11522192288847531,0.12388729873825521,0.13322987275965073,0.11469,"[0.09010017531759598, 0.11101261920788709, 0.11522192288847531, 0.12388729873825521, 0.13322987275965073]",1,129.17,0.08674,97.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,50,0.7109902064596411,0.9405204460966543,0.574437060139396,0.8181818181818182,0.9128787878787878,386311.45036764705,2.411825180053711,121.2,2026-08-21T12:36:37.668364+00:00,0.09095831083900788,0.11417826747193056,0.11193500678328906,0.12220571058637955,0.13324594322372885,0.114505,"[0.09095831083900788, 0.11417826747193056, 0.11193500678328906, 0.12220571058637955, 0.13324594322372885]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,51,0.7022455051042776,0.949814126394052,0.3289414052710389,0.8863636363636364,0.9128787878787878,385299.4953337104,2.4112982749938965,123.6,2026-08-21T12:36:40.105236+00:00,0.08983433465747272,0.1146428966346909,0.11332961960750468,0.12306672772940468,0.13495786225094514,0.115166,"[0.08983433465747272, 0.1146428966346909, 0.11332961960750468, 0.12306672772940468, 0.13495786225094514]",1,140.27,0.09395,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,52,0.6898627097278722,0.9460966542750929,0.49691492477149674,0.8295454545454546,0.9128787878787878,384033.95984162897,2.409118175506592,126.0,2026-08-21T12:36:42.540214+00:00,0.08794154928011053,0.11604826415286344,0.11588031710947261,0.12234627674607669,0.1333394979729372,0.115111,"[0.08794154928011053, 0.11604826415286344, 0.11588031710947261, 0.12234627674607669, 0.1333394979729372]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,53,0.682970225589426,0.949814126394052,0.28950671896790015,0.9318181818181818,0.9318181818181818,386557.9341063348,2.4139163494110107,128.4,2026-08-21T12:36:44.980325+00:00,0.08842391739873325,0.11666597250629873,0.11706352496848386,0.12427434938795426,0.13245006957474878,0.115776,"[0.08842391739873325, 0.11666597250629873, 0.11706352496848386, 0.12427434938795426, 0.13245006957474878]",1,124.71,0.08362,98.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,54,0.6587709199540234,0.9739776951672863,0.33906422781221796,0.8863636363636364,0.9318181818181818,384110.5325226244,2.4070701599121094,130.8,2026-08-21T12:36:47.418504+00:00,0.08869601391694125,0.1145206720513456,0.11632636846864924,0.12146188055767733,0.1307421896387549,0.114349,"[0.08869601391694125, 0.1145206720513456, 0.11632636846864924, 0.12146188055767733, 0.1307421896387549]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,55,0.6637033082295528,0.9609665427509294,0.2665531901699124,0.9431818181818182,0.9431818181818182,384903.2425056561,2.4079434871673584,133.2,2026-08-21T12:36:49.851342+00:00,0.08962264919982237,0.11485935221700107,0.11408700574846829,0.11890752306755852,0.13112398719086366,0.11372,"[0.08962264919982237, 0.11485935221700107, 0.11408700574846829, 0.11890752306755852, 0.13112398719086366]",1,135.97,0.09095,96.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,56,0.6514392707870795,0.9646840148698885,0.33038437659993314,0.9090909090909091,0.9431818181818182,384582.73105203616,2.4054720401763916,135.6,2026-08-21T12:36:52.287582+00:00,0.08943853001384174,0.11390740292913773,0.1151604604195146,0.12270144679967095,0.13164000739069545,0.11457,"[0.08943853001384174, 0.11390740292913773, 0.1151604604195146, 0.12270144679967095, 0.13164000739069545]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,57,0.6466754373564596,0.9721189591078067,0.3013363674734578,0.9356060606060606,0.9431818181818182,384206.11312217196,2.403712034225464,138.0,2026-08-21T12:36:54.716056+00:00,0.0888474009492818,0.11466086612028234,0.1150745771387044,0.12342489072505165,0.1345113349311492,0.115304,"[0.0888474009492818, 0.11466086612028234, 0.1150745771387044, 0.12342489072505165, 0.1345113349311492]",1,133.72,0.08928,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,58,0.6574427150882309,0.9628252788104089,0.2719142660498619,0.928030303030303,0.9431818181818182,387203.42604638013,2.405710458755493,140.4,2026-08-21T12:36:57.146654+00:00,0.08935784723828821,0.11651297833989649,0.11535598644438912,0.12227488133837194,0.13297204410328584,0.115295,"[0.08935784723828821, 0.11651297833989649, 0.11535598644438912, 0.12227488133837194, 0.13297204410328584]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,59,0.644959074635488,0.9795539033457249,0.23828430360916888,0.9431818181818182,0.9431818181818182,383414.19570135744,2.4091906547546387,142.8,2026-08-21T12:36:59.581658+00:00,0.08805996836984858,0.11597346908905927,0.11460941986126058,0.12160194446058835,0.13028527182691238,0.114106,"[0.08805996836984858, 0.11597346908905927, 0.11460941986126058, 0.12160194446058835, 0.13028527182691238]",1,129.36,0.08657,97.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,60,0.6632668655157976,0.9684014869888475,0.38178166950290854,0.8901515151515151,0.9431818181818182,387586.869061086,2.4057154655456543,145.2,2026-08-21T12:37:02.013144+00:00,0.09009145112598643,0.11537243732634712,0.11531714832081515,0.12290739837814779,0.13038614567588358,0.114815,"[0.09009145112598643, 0.11537243732634712, 0.11531714832081515, 0.12290739837814779, 0.13038614567588358]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,61,0.6515573360662921,0.9684014869888475,0.28191166438839654,0.946969696969697,0.946969696969697,384181.85421380086,2.405910015106201,147.6,2026-08-21T12:37:04.444284+00:00,0.09035111262517817,0.1134046544046963,0.11245508272858228,0.11988809660953634,0.13148555510184345,0.113517,"[0.09035111262517817, 0.1134046544046963, 0.11245508272858228, 0.11988809660953634, 0.13148555510184345]",1,108.66,0.07262,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,62,0.6345029504325753,0.9776951672862454,0.29672295261513104,0.9431818181818182,0.946969696969697,382709.5028280543,2.407909870147705,150.0,2026-08-21T12:37:06.884639+00:00,0.09117549263379153,0.11204434712143506,0.10995358535472084,0.1166158362346537,0.1273039220010533,0.111419,"[0.09117549263379153, 0.11204434712143506, 0.10995358535472084, 0.1166158362346537, 0.1273039220010533]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,63,0.6470387990146764,0.9721189591078067,0.2654664557088505,0.9431818181818182,0.946969696969697,382811.1962669683,2.3972420692443848,152.4,2026-08-21T12:37:09.307971+00:00,0.0908740338157205,0.11239863099420772,0.1099204907522482,0.11923127840547,0.13187460250714245,0.11286,"[0.0908740338157205, 0.11239863099420772, 0.1099204907522482, 0.11923127840547, 0.13187460250714245]",1,95.43,0.06355,97.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,64,0.6482453113594906,0.9646840148698885,0.32378046711285907,0.928030303030303,0.946969696969697,378987.85817307694,2.400397300720215,154.8,2026-08-21T12:37:11.734075+00:00,0.09019662133034538,0.1104704671922852,0.10948701378177195,0.11840497132609873,0.12624038142316482,0.11096,"[0.09019662133034538, 0.1104704671922852, 0.10948701378177195, 0.11840497132609873, 0.12624038142316482]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,65,0.6261794914986565,0.9776951672862454,0.30876162174073135,0.9393939393939394,0.946969696969697,380381.662188914,2.4052577018737793,157.3,2026-08-21T12:37:14.166616+00:00,0.09043810253634173,0.1116922857130275,0.10937080357004614,0.11595918501124662,0.12484088803038877,0.11046,"[0.09043810253634173, 0.1116922857130275, 0.10937080357004614, 0.11595918501124662, 0.12484088803038877]",1,150.76,0.10073,90.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,66,0.6184652660415961,0.9814126394052045,0.28939454076868115,0.9431818181818182,0.946969696969697,382401.8474264706,2.4059672355651855,159.7,2026-08-21T12:37:16.597266+00:00,0.0909115623901872,0.11378044065307169,0.10769641793826047,0.11387236854609321,0.12351703205529381,0.109956,"[0.0909115623901872, 0.11378044065307169, 0.10769641793826047, 0.11387236854609321, 0.12351703205529381]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,67,0.5909905772670051,0.9944237918215614,0.28279236591223517,0.9507575757575758,0.9507575757575758,381528.5602375566,2.397933006286621,162.1,2026-08-21T12:37:19.020403+00:00,0.09031435233705185,0.11299813889405307,0.10911386810681399,0.11710923121255987,0.1274997320245294,0.111407,"[0.09031435233705185, 0.11299813889405307, 0.10911386810681399, 0.11710923121255987, 0.1274997320245294]",1,127.99,0.08525,96.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,68,0.6063870858525698,0.9888475836431226,0.25507291135462845,0.946969696969697,0.9507575757575758,378407.39013009047,2.402092218399048,164.5,2026-08-21T12:37:21.452589+00:00,0.09028139666599386,0.1118599987205337,0.10627110959852443,0.11458042001023012,0.12295392418608946,0.109189,"[0.09028139666599386, 0.1118599987205337, 0.10627110959852443, 0.11458042001023012, 0.12295392418608946]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,69,0.5980186566544288,0.9907063197026023,0.33266336199912155,0.9166666666666666,0.9507575757575758,379233.95220588235,2.4045584201812744,166.9,2026-08-21T12:37:23.883099+00:00,0.09060165505198871,0.11248538686948664,0.10548557209617951,0.1138353448580293,0.1240823672098272,0.109298,"[0.09060165505198871, 0.11248538686948664, 0.10548557209617951, 0.1138353448580293, 0.1240823672098272]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,70,0.6063033313556232,0.9869888475836431,0.3227124765063777,0.9356060606060606,0.9507575757575758,381740.7453337104,2.4038376808166504,169.3,2026-08-21T12:37:26.312358+00:00,0.09071477546411402,0.11347852252862033,0.1074439979651395,0.11525818048154607,0.12587744961766636,0.110555,"[0.09071477546411402, 0.11347852252862033, 0.1074439979651395, 0.11525818048154607, 0.12587744961766636]",1,126.47,0.08445,95.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,71,0.603989803658099,0.9851301115241635,0.36463405101588275,0.9015151515151515,0.9507575757575758,376995.07352941175,2.4009041786193848,171.7,2026-08-21T12:37:28.739453+00:00,0.09045411427231397,0.11070140363538966,0.10559916803065468,0.11310964296845828,0.12116609163144056,0.108206,"[0.09045411427231397, 0.11070140363538966, 0.10559916803065468, 0.11310964296845828, 0.12116609163144056]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,72,0.6053346528439717,0.9925650557620818,0.24740009145303207,0.9393939393939394,0.9507575757575758,381041.3714649321,2.40350079536438,174.1,2026-08-21T12:37:31.168848+00:00,0.09113582881057963,0.11137002224431318,0.10832034226726084,0.11663107661639943,0.12448170211385279,0.110388,"[0.09113582881057963, 0.11137002224431318, 0.10832034226726084, 0.11663107661639943, 0.12448170211385279]",1,139.05,0.09284,95.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,73,0.607702086627705,0.983271375464684,0.28268406382112793,0.9356060606060606,0.9507575757575758,381155.7170531674,2.402827262878418,176.5,2026-08-21T12:37:33.598622+00:00,0.09103028213276583,0.11216582577018176,0.10767609363093096,0.11550258231513641,0.12291734797113082,0.109858,"[0.09103028213276583, 0.11216582577018176, 0.10767609363093096, 0.11550258231513641, 0.12291734797113082]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,74,0.587291641749414,0.9907063197026023,0.2882827003345345,0.9318181818181818,0.9507575757575758,380002.80260180996,2.4004669189453125,178.9,2026-08-21T12:37:36.025282+00:00,0.09017323877881556,0.11246179000419729,0.10824868477442685,0.11569392111371546,0.12402927174287684,0.110121,"[0.09017323877881556, 0.11246179000419729, 0.10824868477442685, 0.11569392111371546, 0.12402927174287684]",1,128.18,0.08547,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,75,0.6006875627546062,0.9888475836431226,0.29800743000073865,0.928030303030303,0.9507575757575758,380111.02262443444,2.3991198539733887,181.3,2026-08-21T12:37:38.450260+00:00,0.0902780351393363,0.11239456516854904,0.10805748315418467,0.11603393537156723,0.12580612652442036,0.110514,"[0.0902780351393363, 0.11239456516854904, 0.10805748315418467, 0.11603393537156723, 0.12580612652442036]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,76,0.5936446225332948,0.9925650557620818,0.27464087307453156,0.9393939393939394,0.9507575757575758,379255.9688914027,2.403188705444336,183.7,2026-08-21T12:37:40.879604+00:00,0.0901654765886419,0.11215369140400606,0.10765600160640829,0.11496796152170967,0.12375052273273468,0.109739,"[0.0901654765886419, 0.11215369140400606, 0.10765600160640829, 0.11496796152170967, 0.12375052273273468]",1,132.67,0.08856,95.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,77,0.5956577361737928,0.9888475836431226,0.28965117488846637,0.9318181818181818,0.9507575757575758,379491.98769796384,2.4046664237976074,186.1,2026-08-21T12:37:43.310432+00:00,0.09011001621975619,0.11230967719765271,0.1079722945304478,0.11505025800536661,0.12529143603409038,0.110147,"[0.09011001621975619, 0.11230967719765271, 0.1079722945304478, 0.11505025800536661, 0.12529143603409038]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,78,0.5970350023095936,0.9925650557620818,0.28894121222423785,0.9318181818181818,0.9507575757575758,379991.6750565611,2.4072799682617188,188.5,2026-08-21T12:37:45.742940+00:00,0.0905934370615903,0.1120764227474437,0.10774623734109542,0.11411037208402858,0.12187828342704211,0.109281,"[0.0905934370615903, 0.1120764227474437, 0.10774623734109542, 0.11411037208402858, 0.12187828342704211]",1,143.95,0.09626,97.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,79,0.5875056809209094,0.9962825278810409,0.2614988260196917,0.9431818181818182,0.9507575757575758,381529.8460124434,2.4062812328338623,190.9,2026-08-21T12:37:48.174508+00:00,0.09073441344148972,0.11274945472969729,0.1084813142524046,0.11510121033472173,0.12448045961997088,0.110309,"[0.09073441344148972, 0.11274945472969729, 0.1084813142524046, 0.11510121033472173, 0.12448045961997088]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,80,0.5870575816214749,0.9944237918215614,0.2752650386907838,0.9393939393939394,0.9507575757575758,378607.70588235295,2.408202886581421,193.3,2026-08-21T12:37:50.608189+00:00,0.09030221928568448,0.1125147233114523,0.10574616097352084,0.11265977822682437,0.12265237376970403,0.108775,"[0.09030221928568448, 0.1125147233114523, 0.10574616097352084, 0.11265977822682437, 0.12265237376970403]",1,122.26,0.08179,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,81,0.584663533809903,0.9944237918215614,0.2662057483738119,0.9393939393939394,0.9507575757575758,378043.1008201358,2.4106249809265137,195.7,2026-08-21T12:37:53.043650+00:00,0.09063335639588974,0.11128422749393127,0.10601621252648971,0.11179058297592051,0.1230611503124237,0.108557,"[0.09063335639588974, 0.11128422749393127, 0.10601621252648971, 0.11179058297592051, 0.1230611503124237]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,82,0.5855459229653652,0.9907063197026023,0.27012375538999384,0.9393939393939394,0.9507575757575758,380187.20658936654,2.4065496921539307,198.1,2026-08-21T12:37:55.476030+00:00,0.09105959227856468,0.11196617212365656,0.10682406101156683,0.11259760795270696,0.12381917019100751,0.109253,"[0.09105959227856468, 0.11196617212365656, 0.10682406101156683, 0.11259760795270696, 0.12381917019100751]",1,139.3,0.09312,95.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,83,0.5837004175859756,0.9944237918215614,0.26142440804026346,0.9431818181818182,0.9507575757575758,379497.92816742085,2.4072067737579346,200.5,2026-08-21T12:37:57.909390+00:00,0.09083300171529546,0.1115960526992293,0.1069452166557312,0.11349227016463,0.12296806100536795,0.109167,"[0.09083300171529546, 0.1115960526992293, 0.1069452166557312, 0.11349227016463, 0.12296806100536795]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,84,0.587540935628033,0.9925650557620818,0.26412718427000625,0.946969696969697,0.9507575757575758,381594.32466063346,2.4160022735595703,202.9,2026-08-21T12:38:00.351514+00:00,0.09114978550111547,0.11281283331267974,0.10732552978922338,0.11319028323187548,0.12251918675268397,0.1094,"[0.09114978550111547, 0.11281283331267974, 0.10732552978922338, 0.11319028323187548, 0.12251918675268397]",1,110.66,0.07427,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,85,0.5788363577264836,0.9925650557620818,0.266658343148954,0.9431818181818182,0.9507575757575758,380739.08144796384,2.409081220626831,205.4,2026-08-21T12:38:02.786385+00:00,0.09124635028488495,0.11202049693640541,0.10696989736136268,0.11282769590616226,0.12337630285936244,0.109288,"[0.09124635028488495, 0.11202049693640541, 0.10696989736136268, 0.11282769590616226, 0.12337630285936244]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,86,0.5880355542477179,0.9962825278810409,0.2660469105749419,0.9393939393939394,0.9507575757575758,378528.28987556556,2.4094836711883545,207.8,2026-08-21T12:38:05.220631+00:00,0.0910887095858069,0.11064758239423528,0.10625036104637034,0.11241613503764658,0.12224723880781847,0.10853,"[0.0910887095858069, 0.11064758239423528, 0.10625036104637034, 0.11241613503764658, 0.12224723880781847]",1,109.36,0.07319,99.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,87,0.584926977476666,0.9907063197026023,0.2528628745313847,0.9431818181818182,0.9507575757575758,380734.07946832577,2.4111456871032715,210.2,2026-08-21T12:38:07.658262+00:00,0.09157440636087866,0.11177312275942634,0.10619412274921641,0.11251243116224513,0.12520739173187928,0.109452,"[0.09157440636087866, 0.11177312275942634, 0.10619412274921641, 0.11251243116224513, 0.12520739173187928]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,88,0.5784507737283813,0.9981412639405205,0.2595239884474061,0.946969696969697,0.9507575757575758,379120.067449095,2.407247543334961,212.6,2026-08-21T12:38:10.090723+00:00,0.0911590097581639,0.11181971430778503,0.10500321800217909,0.11137609709711636,0.12291636449449203,0.108455,"[0.0911590097581639, 0.11181971430778503, 0.10500321800217909, 0.11137609709711636, 0.12291636449449203]",1,144.21,0.09643,91.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,89,0.5798891501355792,0.9925650557620818,0.2557484769459927,0.946969696969697,0.9507575757575758,379559.935520362,2.4131433963775635,215.0,2026-08-21T12:38:12.529609+00:00,0.09120085265706568,0.11189111891914816,0.10565287093905841,0.11104862523429535,0.12039049977765363,0.108037,"[0.09120085265706568, 0.11189111891914816, 0.10565287093905841, 0.11104862523429535, 0.12039049977765363]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,90,0.5793964687776388,0.9944237918215614,0.26829914477738465,0.9393939393939394,0.9507575757575758,379514.94739819004,2.4068610668182373,217.4,2026-08-21T12:38:14.961487+00:00,0.0910209018517943,0.1119801897336455,0.10594896796871633,0.11151268289369695,0.12324503239463358,0.108742,"[0.0910209018517943, 0.1119801897336455, 0.10594896796871633, 0.11151268289369695, 0.12324503239463358]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,91,0.5822459339652363,0.9944237918215614,0.27109098411870725,0.9431818181818182,0.9507575757575758,379566.98656674207,2.4230051040649414,219.8,2026-08-21T12:38:17.409854+00:00,0.09125126766807892,0.11124840597896014,0.10647938137545306,0.11198937016374924,0.12264565904350842,0.108723,"[0.09125126766807892, 0.11124840597896014, 0.10647938137545306, 0.11198937016374924, 0.12264565904350842]",1,129.7,0.0873,97.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,92,0.5773130229857775,0.9981412639405205,0.2720119289376519,0.9393939393939394,0.9507575757575758,378646.38687782804,2.411616325378418,222.2,2026-08-21T12:38:19.847772+00:00,0.09115393284489126,0.1108738709898556,0.10599127806284848,0.11157509684562683,0.12106026358464185,0.108131,"[0.09115393284489126, 0.1108738709898556, 0.10599127806284848, 0.11157509684562683, 0.12106026358464185]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,93,0.5711020461688697,0.9981412639405205,0.2834397023825934,0.928030303030303,0.9507575757575758,379986.19541855203,2.4167466163635254,224.7,2026-08-21T12:38:22.290650+00:00,0.09133993483641568,0.11157352039042641,0.1063579294611426,0.11172541362397811,0.12153701484203339,0.108507,"[0.09133993483641568, 0.11157352039042641, 0.1063579294611426, 0.11172541362397811, 0.12153701484203339]",1,119.1,0.07995,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,94,0.5827543626930634,0.9944237918215614,0.28128071829225076,0.9393939393939394,0.9507575757575758,381609.0033936652,2.4161617755889893,227.1,2026-08-21T12:38:24.732554+00:00,0.09104645427535563,0.11313880892360911,0.10739600088666468,0.11204245861838846,0.12293305554810692,0.109311,"[0.09104645427535563, 0.11313880892360911, 0.10739600088666468, 0.11204245861838846, 0.12293305554810692]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,95,0.5826349535396108,0.9944237918215614,0.26113231954249466,0.9507575757575758,0.9507575757575758,378407.64154411765,2.4174466133117676,229.5,2026-08-21T12:38:27.176590+00:00,0.09105303313802271,0.11103969943874023,0.1057909534258001,0.11087967806002673,0.12041844515239492,0.107836,"[0.09105303313802271, 0.11103969943874023, 0.1057909534258001, 0.11087967806002673, 0.12041844515239492]",1,123.51,0.08294,97.5,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,96,0.5829113868089414,0.9944237918215614,0.281120385861758,0.9545454545454546,0.9545454545454546,379910.00820135744,2.413153648376465,231.9,2026-08-21T12:38:29.615640+00:00,0.09130662416710573,0.1116810909965459,0.10616178854423411,0.11152734914246727,0.12277977782137253,0.108691,"[0.09130662416710573, 0.1116810909965459, 0.10616178854423411, 0.11152734914246727, 0.12277977782137253]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,97,0.5746590758788098,0.9962825278810409,0.2722489924141855,0.9356060606060606,0.9545454545454546,379548.85364819004,2.4175362586975098,234.3,2026-08-21T12:38:32.066114+00:00,0.09106348805567797,0.11200477051384308,0.10589613502516466,0.1111738598522018,0.12213081296752482,0.108454,"[0.09106348805567797, 0.11200477051384308, 0.10589613502516466, 0.1111738598522018, 0.12213081296752482]",1,133.22,0.08946,96.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,98,0.5873915342593282,0.9944237918215614,0.26998339412790356,0.9431818181818182,0.9545454545454546,378855.01201923075,2.4154951572418213,236.7,2026-08-21T12:38:34.508307+00:00,0.09114545583724976,0.11111322921865127,0.10598841090412701,0.11127813379554187,0.12298294025308945,0.108502,"[0.09114545583724976, 0.11111322921865127, 0.10598841090412701, 0.11127813379554187, 0.12298294025308945]",,,,,
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,99,0.5705133969012689,0.9962825278810409,0.2704597815419688,0.946969696969697,0.9545454545454546,379622.92378393665,2.4178011417388916,239.2,2026-08-21T12:38:36.951462+00:00,0.09113797194817487,0.11190336153787725,0.10591575284214581,0.11132364062701955,0.12142980624647702,0.108342,"[0.09113797194817487, 0.11190336153787725, 0.10591575284214581, 0.11132364062701955, 0.12142980624647702]",1,128.19,0.08609,97.0,5410.0
+opt5_bitpack_reg5e-4,opt5_spkconv_bitpack.py,b51deb6b2fb1ccc1,5,1,--spkconv-eval --spike-reg 5e-4,,2,False,32,16,100,100,0.5825955455631129,0.9925650557620818,0.2684781813260281,0.946969696969697,0.9545454545454546,378600.00961538457,2.417639970779419,241.6,2026-08-21T12:38:39.395664+00:00,0.09096392507062238,0.1115749197847703,0.10550906728295718,0.11064718663692474,0.12001460527672488,0.107742,"[0.09096392507062238, 0.1115749197847703, 0.10550906728295718, 0.11064718663692474, 0.12001460527672488]",,,,,

opt5_spkconv_bitpack/opt5_bitpack_reg5e-4.epochs.jsonl

@@ -0,0 +1,100 @@
+{"epoch": 1, "train_loss": 2.535048151991181, "train_acc": 0.44981412639405205, "test_loss": 2.899782961065119, "test_acc": 0.32954545454545453, "best_acc": 0.32954545454545453, "spike_rates": [0.09790772637900184, 0.13483605227049658, 0.14975423847927766, 0.18023335933685303, 0.19483892531955943], "spikes_per_sample": 450483.32635746605, "wall_time_s": 2.8378348350524902, "timestamp": "2026-08-21T12:34:37.997230+00:00"}
+{"epoch": 2, "train_loss": 1.730040114608396, "train_acc": 0.5204460966542751, "test_loss": 2.036186088215221, "test_acc": 0.42045454545454547, "best_acc": 0.42045454545454547, "spike_rates": [0.10416332982918795, 0.15061083698973937, 0.16859111452803893, 0.1933307647705078, 0.19746071012581096], "spikes_per_sample": 491761.3468608597, "wall_time_s": 2.438234806060791, "timestamp": "2026-08-21T12:34:40.468085+00:00"}
+{"epoch": 3, "train_loss": 1.5611859139013469, "train_acc": 0.5315985130111525, "test_loss": 1.6653442491184582, "test_acc": 0.4810606060606061, "best_acc": 0.4810606060606061, "spike_rates": [0.10279708750107709, 0.1470331163967357, 0.166273295879364, 0.18553601906580083, 0.18326589377487407], "spikes_per_sample": 482790.76541289594, "wall_time_s": 2.4451379776000977, "timestamp": "2026-08-21T12:34:42.948158+00:00"}
+{"epoch": 4, "train_loss": 1.375720054243577, "train_acc": 0.6059479553903345, "test_loss": 1.482895117817503, "test_acc": 0.5265151515151515, "best_acc": 0.5265151515151515, "spike_rates": [0.10197677857735578, 0.14789027150939493, 0.17289959507830002, 0.1833112441441592, 0.18370939966510325], "spikes_per_sample": 485152.2526866516, "wall_time_s": 2.453092336654663, "timestamp": "2026-08-21T12:34:45.431455+00:00"}
+{"epoch": 5, "train_loss": 1.3973088330938914, "train_acc": 0.6022304832713755, "test_loss": 1.2582148999878855, "test_acc": 0.571969696969697, "best_acc": 0.571969696969697, "spike_rates": [0.09855312547262977, 0.1420839192236171, 0.17269463135915644, 0.19271457370589762, 0.189306700054337], "spikes_per_sample": 473057.8052884615, "wall_time_s": 2.472088098526001, "timestamp": "2026-08-21T12:34:47.937545+00:00"}
+{"epoch": 6, "train_loss": 1.2941957291174113, "train_acc": 0.671003717472119, "test_loss": 1.0279391118974397, "test_acc": 0.6022727272727273, "best_acc": 0.6022727272727273, "spike_rates": [0.10024405796738232, 0.1390736997127533, 0.17085298983489766, 0.1929749294238932, 0.1881952075397267], "spikes_per_sample": 472504.8455882353, "wall_time_s": 2.472449541091919, "timestamp": "2026-08-21T12:34:50.440824+00:00"}
+{"epoch": 7, "train_loss": 1.33413634734526, "train_acc": 0.6096654275092936, "test_loss": 0.9586445851759477, "test_acc": 0.6212121212121212, "best_acc": 0.6212121212121212, "spike_rates": [0.10763016869040097, 0.13901643542682424, 0.1607391185620252, 0.188400776070707, 0.1902024631991106], "spikes_per_sample": 482051.9649321267, "wall_time_s": 2.474233865737915, "timestamp": "2026-08-21T12:34:52.952420+00:00"}
+{"epoch": 8, "train_loss": 1.3078678061970992, "train_acc": 0.6096654275092936, "test_loss": 1.059714062647386, "test_acc": 0.6174242424242424, "best_acc": 0.6212121212121212, "spike_rates": [0.10739065224633497, 0.1463849632179036, 0.1556356487905278, 0.17701175458290996, 0.17732031643390656], "spikes_per_sample": 484998.45065045246, "wall_time_s": 2.469139575958252, "timestamp": "2026-08-21T12:34:55.451697+00:00"}
+{"epoch": 9, "train_loss": 1.309496648249573, "train_acc": 0.6319702602230484, "test_loss": 1.2806969014081089, "test_acc": 0.5757575757575758, "best_acc": 0.6212121212121212, "spike_rates": [0.10047617247875999, 0.15051388477577882, 0.15275053679943085, 0.17536485282813802, 0.18332932801807628], "spikes_per_sample": 473149.526300905, "wall_time_s": 2.4641873836517334, "timestamp": "2026-08-21T12:34:57.943111+00:00"}
+{"epoch": 10, "train_loss": 1.2413934039360528, "train_acc": 0.6524163568773235, "test_loss": 0.9736083890452529, "test_acc": 0.6287878787878788, "best_acc": 0.6287878787878788, "spike_rates": [0.0995377911364331, 0.1503695398569107, 0.15670057517640731, 0.17486766681951635, 0.1807017957462984], "spikes_per_sample": 473015.94909502263, "wall_time_s": 2.446957588195801, "timestamp": "2026-08-21T12:35:00.415788+00:00"}
+{"epoch": 11, "train_loss": 1.2142477571742685, "train_acc": 0.6672862453531598, "test_loss": 1.1393622774066348, "test_acc": 0.5833333333333334, "best_acc": 0.6287878787878788, "spike_rates": [0.09924976527690887, 0.15090648216359756, 0.16252710100482493, 0.17761190586230335, 0.1740021346246495], "spikes_per_sample": 476330.3703337104, "wall_time_s": 2.43931245803833, "timestamp": "2026-08-21T12:35:02.888812+00:00"}
+{"epoch": 12, "train_loss": 1.2912306010058379, "train_acc": 0.6338289962825279, "test_loss": 0.8137048844135168, "test_acc": 0.7083333333333334, "best_acc": 0.7083333333333334, "spike_rates": [0.10070577000870425, 0.1493367728065042, 0.15904737483052647, 0.1793378521414364, 0.1766022908336976], "spikes_per_sample": 476164.42661199096, "wall_time_s": 2.426631450653076, "timestamp": "2026-08-21T12:35:05.341528+00:00"}
+{"epoch": 13, "train_loss": 1.1801668884142624, "train_acc": 0.6765799256505576, "test_loss": 0.9900352232383959, "test_acc": 0.6628787878787878, "best_acc": 0.7083333333333334, "spike_rates": [0.10146280465757146, 0.14765511628459482, 0.15568186167408438, 0.18141729340833776, 0.175445919527727], "spikes_per_sample": 474487.83243778284, "wall_time_s": 2.4211294651031494, "timestamp": "2026-08-21T12:35:07.792583+00:00"}
+{"epoch": 14, "train_loss": 1.175545060501666, "train_acc": 0.6858736059479554, "test_loss": 0.8467387394471602, "test_acc": 0.6704545454545454, "best_acc": 0.7083333333333334, "spike_rates": [0.10075644622830783, 0.1487340550212299, 0.15806374041473165, 0.18032729625701904, 0.18191386846935048], "spikes_per_sample": 475295.431561086, "wall_time_s": 2.4132232666015625, "timestamp": "2026-08-21T12:35:10.231331+00:00"}
+{"epoch": 15, "train_loss": 1.1072478963539947, "train_acc": 0.7193308550185874, "test_loss": 0.9231498422044696, "test_acc": 0.6401515151515151, "best_acc": 0.7083333333333334, "spike_rates": [0.1054902269559748, 0.15404199326739593, 0.1618989092462203, 0.18113707707208745, 0.17956972823423498], "spikes_per_sample": 492887.01583710406, "wall_time_s": 2.4040746688842773, "timestamp": "2026-08-21T12:35:12.661047+00:00"}
+{"epoch": 16, "train_loss": 1.117438380159853, "train_acc": 0.7193308550185874, "test_loss": 0.8600320057435469, "test_acc": 0.6553030303030303, "best_acc": 0.7083333333333334, "spike_rates": [0.10553011824102963, 0.1497722864151001, 0.15363296778763041, 0.17826115383821375, 0.17812549366670496], "spikes_per_sample": 483772.5651866516, "wall_time_s": 2.409261703491211, "timestamp": "2026-08-21T12:35:15.095691+00:00"}
+{"epoch": 17, "train_loss": 1.0859941811366596, "train_acc": 0.7211895910780669, "test_loss": 1.1210766994591914, "test_acc": 0.6212121212121212, "best_acc": 0.7083333333333334, "spike_rates": [0.10261298409279655, 0.15007282442906322, 0.1544227100470487, 0.17335069705458248, 0.1737926541005864], "spikes_per_sample": 477702.69584276015, "wall_time_s": 2.406365156173706, "timestamp": "2026-08-21T12:35:17.526465+00:00"}
+{"epoch": 18, "train_loss": 1.1120536017152014, "train_acc": 0.7267657992565055, "test_loss": 0.7122798002127445, "test_acc": 0.6931818181818182, "best_acc": 0.7083333333333334, "spike_rates": [0.10372931466383092, 0.14926002306096695, 0.15573928198393652, 0.17748945688500123, 0.17844765501863816], "spikes_per_sample": 480464.4994343891, "wall_time_s": 2.404522180557251, "timestamp": "2026-08-21T12:35:19.956392+00:00"}
+{"epoch": 19, "train_loss": 1.077100345193232, "train_acc": 0.7565055762081785, "test_loss": 0.7624640175790498, "test_acc": 0.6818181818181818, "best_acc": 0.7083333333333334, "spike_rates": [0.10140626921373255, 0.14670614722897024, 0.15876198428518631, 0.17377490155837116, 0.1726537855232463], "spikes_per_sample": 473965.27220022626, "wall_time_s": 2.391122817993164, "timestamp": "2026-08-21T12:35:22.373347+00:00"}
+{"epoch": 20, "train_loss": 1.0688522721755016, "train_acc": 0.7602230483271375, "test_loss": 0.8024075537016897, "test_acc": 0.7007575757575758, "best_acc": 0.7083333333333334, "spike_rates": [0.10511497539632461, 0.1441029091091717, 0.15851876051986918, 0.16726058107965133, 0.16753794866449692], "spikes_per_sample": 477989.73925339367, "wall_time_s": 2.3888473510742188, "timestamp": "2026-08-21T12:35:24.787386+00:00"}
+{"epoch": 21, "train_loss": 1.0763452139485725, "train_acc": 0.7472118959107806, "test_loss": 0.7707136905554569, "test_acc": 0.7196969696969697, "best_acc": 0.7196969696969697, "spike_rates": [0.10577527784249362, 0.14251052895013025, 0.15619111937635086, 0.15916318314916947, 0.15910750189248254], "spikes_per_sample": 475352.42081447964, "wall_time_s": 2.3893492221832275, "timestamp": "2026-08-21T12:35:27.202255+00:00"}
+{"epoch": 22, "train_loss": 1.0600123485224842, "train_acc": 0.7565055762081785, "test_loss": 0.6586709979808691, "test_acc": 0.75, "best_acc": 0.75, "spike_rates": [0.10095733623294269, 0.1423656098982867, 0.15678633661831126, 0.1644097864627838, 0.1598339343772215], "spikes_per_sample": 466102.8146210407, "wall_time_s": 2.380251169204712, "timestamp": "2026-08-21T12:35:29.613946+00:00"}
+{"epoch": 23, "train_loss": 1.0317756912522156, "train_acc": 0.7602230483271375, "test_loss": 0.7318837064685244, "test_acc": 0.6818181818181818, "best_acc": 0.75, "spike_rates": [0.09597720600226346, 0.13777834001709433, 0.15442127339980183, 0.16390523665091572, 0.16014979429104748], "spikes_per_sample": 449544.51555429865, "wall_time_s": 2.378478765487671, "timestamp": "2026-08-21T12:35:32.022835+00:00"}
+{"epoch": 24, "train_loss": 1.0037794706989842, "train_acc": 0.7769516728624535, "test_loss": 0.7014217087716768, "test_acc": 0.6628787878787878, "best_acc": 0.75, "spike_rates": [0.09873826451161329, 0.1356685262392549, 0.15270787915762732, 0.16205008678576527, 0.1631456262925092], "spikes_per_sample": 452005.95715497737, "wall_time_s": 2.3836135864257812, "timestamp": "2026-08-21T12:35:34.432108+00:00"}
+{"epoch": 25, "train_loss": 1.0060602333465916, "train_acc": 0.7602230483271375, "test_loss": 0.7130527938857223, "test_acc": 0.7083333333333334, "best_acc": 0.75, "spike_rates": [0.09608614050290164, 0.13108947171884425, 0.14813563490615173, 0.15862790626638076, 0.1632791065117892], "spikes_per_sample": 438798.0005656109, "wall_time_s": 2.384352922439575, "timestamp": "2026-08-21T12:35:36.841852+00:00"}
+{"epoch": 26, "train_loss": 1.0346210259930353, "train_acc": 0.7546468401486989, "test_loss": 0.6506188024174083, "test_acc": 0.7462121212121212, "best_acc": 0.75, "spike_rates": [0.09572047214297687, 0.1266632343039793, 0.14491837953819947, 0.15950381668174968, 0.16517085099921508], "spikes_per_sample": 431835.51286764705, "wall_time_s": 2.3837265968322754, "timestamp": "2026-08-21T12:35:39.254975+00:00"}
+{"epoch": 27, "train_loss": 1.0099156802471685, "train_acc": 0.7843866171003717, "test_loss": 0.9882129737825105, "test_acc": 0.6553030303030303, "best_acc": 0.75, "spike_rates": [0.10053194927818634, 0.1243567028466393, 0.14284661236931295, 0.15119335405966816, 0.15614883338703828], "spikes_per_sample": 437256.7474547511, "wall_time_s": 2.3822600841522217, "timestamp": "2026-08-21T12:35:41.662310+00:00"}
+{"epoch": 28, "train_loss": 1.0380254919644183, "train_acc": 0.7788104089219331, "test_loss": 0.6846719474503489, "test_acc": 0.7424242424242424, "best_acc": 0.75, "spike_rates": [0.10007929319844526, 0.12444260804092183, 0.1455010044224122, 0.1472820709733402, 0.14445966832778034], "spikes_per_sample": 437179.41742081445, "wall_time_s": 2.3877720832824707, "timestamp": "2026-08-21T12:35:44.075872+00:00"}
+{"epoch": 29, "train_loss": 0.9779631016865982, "train_acc": 0.7899628252788105, "test_loss": 0.7044199018767385, "test_acc": 0.7310606060606061, "best_acc": 0.75, "spike_rates": [0.09403425805708941, 0.12800572111326106, 0.14851437596713796, 0.1433335709221223, 0.13724823383723989], "spikes_per_sample": 429241.8687782805, "wall_time_s": 2.382685899734497, "timestamp": "2026-08-21T12:35:46.483148+00:00"}
+{"epoch": 30, "train_loss": 0.9846028317749279, "train_acc": 0.7843866171003717, "test_loss": 0.5729013320171472, "test_acc": 0.803030303030303, "best_acc": 0.803030303030303, "spike_rates": [0.09132115805850309, 0.12401845043196398, 0.1474791160401176, 0.1457470103221781, 0.13898055518374725], "spikes_per_sample": 419158.124010181, "wall_time_s": 2.3941779136657715, "timestamp": "2026-08-21T12:35:48.902686+00:00"}
+{"epoch": 31, "train_loss": 1.0312003464503803, "train_acc": 0.7620817843866171, "test_loss": 0.7953377998236454, "test_acc": 0.7424242424242424, "best_acc": 0.803030303030303, "spike_rates": [0.0852078642038738, 0.12698476805406458, 0.14685356529319987, 0.15039093178861282, 0.14740093841272242], "spikes_per_sample": 409798.67095588235, "wall_time_s": 2.401583671569824, "timestamp": "2026-08-21T12:35:51.336448+00:00"}
+{"epoch": 32, "train_loss": 0.923282074883968, "train_acc": 0.8345724907063197, "test_loss": 0.4963568123904141, "test_acc": 0.7916666666666666, "best_acc": 0.803030303030303, "spike_rates": [0.08424408996806425, 0.12111295759677887, 0.14150229622335994, 0.1466540352386587, 0.14452843718668995], "spikes_per_sample": 398301.67562217196, "wall_time_s": 2.394857406616211, "timestamp": "2026-08-21T12:35:53.756153+00:00"}
+{"epoch": 33, "train_loss": 0.9593955918758775, "train_acc": 0.7973977695167286, "test_loss": 1.3346220525828274, "test_acc": 0.6060606060606061, "best_acc": 0.803030303030303, "spike_rates": [0.09339128566138885, 0.11241871732122757, 0.13102547386113336, 0.14225013992365668, 0.14525281506426194], "spikes_per_sample": 402304.9073812217, "wall_time_s": 2.3944666385650635, "timestamp": "2026-08-21T12:35:56.175781+00:00"}
+{"epoch": 34, "train_loss": 0.950845325081765, "train_acc": 0.8104089219330854, "test_loss": 0.7201876423575662, "test_acc": 0.7462121212121212, "best_acc": 0.803030303030303, "spike_rates": [0.09421467036008835, 0.1120931427268421, 0.12682039159185746, 0.13355663769385395, 0.14267059284098008], "spikes_per_sample": 400323.52036199096, "wall_time_s": 2.404956102371216, "timestamp": "2026-08-21T12:35:58.606559+00:00"}
+{"epoch": 35, "train_loss": 0.8722690368230458, "train_acc": 0.8643122676579925, "test_loss": 0.5366390582286951, "test_acc": 0.8446969696969697, "best_acc": 0.8446969696969697, "spike_rates": [0.09328776597976685, 0.11648460784379173, 0.12763183125678232, 0.13372949466985815, 0.1380478354061351], "spikes_per_sample": 403394.6913178733, "wall_time_s": 2.40270733833313, "timestamp": "2026-08-21T12:36:01.033821+00:00"}
+{"epoch": 36, "train_loss": 0.8670656942523545, "train_acc": 0.8605947955390335, "test_loss": 0.5116468821511124, "test_acc": 0.8106060606060606, "best_acc": 0.8446969696969697, "spike_rates": [0.09392678343197879, 0.11689627082908854, 0.12819530946366928, 0.1324718489366419, 0.13765001998228185], "spikes_per_sample": 405292.4018665158, "wall_time_s": 2.4059197902679443, "timestamp": "2026-08-21T12:36:03.470361+00:00"}
+{"epoch": 37, "train_loss": 0.7897178373372244, "train_acc": 0.9052044609665427, "test_loss": 0.7802436261466055, "test_acc": 0.7310606060606061, "best_acc": 0.8446969696969697, "spike_rates": [0.09319520259604734, 0.11977491440141902, 0.13106454207616694, 0.13477439564817092, 0.1318859948831446], "spikes_per_sample": 408536.8471436652, "wall_time_s": 2.4082963466644287, "timestamp": "2026-08-21T12:36:05.907189+00:00"}
+{"epoch": 38, "train_loss": 0.8114021356221025, "train_acc": 0.9014869888475836, "test_loss": 0.7299217599810977, "test_acc": 0.7272727272727273, "best_acc": 0.8446969696969697, "spike_rates": [0.09456770209705129, 0.12071513910503949, 0.12915798846413107, 0.1341224549447789, 0.13495573839720557], "spikes_per_sample": 411340.76611990953, "wall_time_s": 2.411559820175171, "timestamp": "2026-08-21T12:36:08.343944+00:00"}
+{"epoch": 39, "train_loss": 0.7657609776936499, "train_acc": 0.9219330855018587, "test_loss": 0.5222425695621606, "test_acc": 0.8333333333333334, "best_acc": 0.8446969696969697, "spike_rates": [0.0920780673623085, 0.1235475934603635, 0.1280811937416301, 0.12974275035016677, 0.13622479053104625], "spikes_per_sample": 407961.536199095, "wall_time_s": 2.4268851280212402, "timestamp": "2026-08-21T12:36:10.796545+00:00"}
+{"epoch": 40, "train_loss": 0.7691255947471108, "train_acc": 0.9052044609665427, "test_loss": 0.5263952165842056, "test_acc": 0.8257575757575758, "best_acc": 0.8446969696969697, "spike_rates": [0.0901365867432426, 0.1204523124239024, 0.12610520597766428, 0.1269413478234235, 0.13321908519548528], "spikes_per_sample": 399216.38871606335, "wall_time_s": 2.416342258453369, "timestamp": "2026-08-21T12:36:13.237826+00:00"}
+{"epoch": 41, "train_loss": 0.7376900592257986, "train_acc": 0.9219330855018587, "test_loss": 0.44684346494349564, "test_acc": 0.8522727272727273, "best_acc": 0.8522727272727273, "spike_rates": [0.09321596122839872, 0.1151416713700575, 0.1233599247301326, 0.1309701721457874, 0.1319852979744182], "spikes_per_sample": 399184.2228506787, "wall_time_s": 2.4167556762695312, "timestamp": "2026-08-21T12:36:15.679220+00:00"}
+{"epoch": 42, "train_loss": 0.7646131918775991, "train_acc": 0.9163568773234201, "test_loss": 0.2711330923167142, "test_acc": 0.9128787878787878, "best_acc": 0.9128787878787878, "spike_rates": [0.09160592406988144, 0.11475035592037089, 0.1259536252302282, 0.1378474068992278, 0.14354105118442984], "spikes_per_sample": 397753.55359162897, "wall_time_s": 2.424337387084961, "timestamp": "2026-08-21T12:36:18.134857+00:00"}
+{"epoch": 43, "train_loss": 0.7255763941094778, "train_acc": 0.9442379182156134, "test_loss": 0.7012384822874358, "test_acc": 0.7954545454545454, "best_acc": 0.9128787878787878, "spike_rates": [0.08842042395297219, 0.11707326024770737, 0.12975327933535857, 0.14361395555384018, 0.14603696851169362], "spikes_per_sample": 396277.98317307694, "wall_time_s": 2.4183778762817383, "timestamp": "2026-08-21T12:36:20.582387+00:00"}
+{"epoch": 44, "train_loss": 0.7498097390933551, "train_acc": 0.9275092936802974, "test_loss": 0.40943410270141833, "test_acc": 0.8636363636363636, "best_acc": 0.9128787878787878, "spike_rates": [0.09173759116845973, 0.11430525253800784, 0.12588459297138102, 0.1362228305900798, 0.14345918245175304], "spikes_per_sample": 397313.64210972853, "wall_time_s": 2.4125466346740723, "timestamp": "2026-08-21T12:36:23.020243+00:00"}
+{"epoch": 45, "train_loss": 0.7435898118302725, "train_acc": 0.9330855018587361, "test_loss": 0.39137510278008203, "test_acc": 0.8674242424242424, "best_acc": 0.9128787878787878, "spike_rates": [0.0942664755617871, 0.11176242065780304, 0.12168506401426651, 0.1289399415254593, 0.13790108175838695], "spikes_per_sample": 396748.51300904976, "wall_time_s": 2.418087959289551, "timestamp": "2026-08-21T12:36:25.462719+00:00"}
+{"epoch": 46, "train_loss": 0.7200106517532944, "train_acc": 0.9386617100371747, "test_loss": 1.4251306237596455, "test_acc": 0.6363636363636364, "best_acc": 0.9128787878787878, "spike_rates": [0.09394087642431259, 0.11241484959335889, 0.12204132755013074, 0.12829996382488923, 0.13546164333820343], "spikes_per_sample": 396832.7888857466, "wall_time_s": 2.416682720184326, "timestamp": "2026-08-21T12:36:27.904831+00:00"}
+{"epoch": 47, "train_loss": 0.7513358920923396, "train_acc": 0.9312267657992565, "test_loss": 0.4122751872196342, "test_acc": 0.8446969696969697, "best_acc": 0.9128787878787878, "spike_rates": [0.09075965644682155, 0.11206877538386513, 0.11946004453827352, 0.12820329823914697, 0.1384399726110346], "spikes_per_sample": 388457.212811086, "wall_time_s": 2.417059898376465, "timestamp": "2026-08-21T12:36:30.349979+00:00"}
+{"epoch": 48, "train_loss": 0.731293052324132, "train_acc": 0.9349442379182156, "test_loss": 0.3187657436638167, "test_acc": 0.8977272727272727, "best_acc": 0.9128787878787878, "spike_rates": [0.08974643270759021, 0.11208677160389283, 0.1167959014282507, 0.12588762623422287, 0.13622007825795343], "spikes_per_sample": 384632.91954185517, "wall_time_s": 2.411790370941162, "timestamp": "2026-08-21T12:36:32.787382+00:00"}
+{"epoch": 49, "train_loss": 0.7149213618948557, "train_acc": 0.9312267657992565, "test_loss": 0.435725702029286, "test_acc": 0.8446969696969697, "best_acc": 0.9128787878787878, "spike_rates": [0.09010017531759598, 0.11101261920788709, 0.11522192288847531, 0.12388729873825521, 0.13322987275965073], "spikes_per_sample": 383136.2876131222, "wall_time_s": 2.417461633682251, "timestamp": "2026-08-21T12:36:35.230163+00:00"}
+{"epoch": 50, "train_loss": 0.7109902064596411, "train_acc": 0.9405204460966543, "test_loss": 0.574437060139396, "test_acc": 0.8181818181818182, "best_acc": 0.9128787878787878, "spike_rates": [0.09095831083900788, 0.11417826747193056, 0.11193500678328906, 0.12220571058637955, 0.13324594322372885], "spikes_per_sample": 386311.45036764705, "wall_time_s": 2.411825180053711, "timestamp": "2026-08-21T12:36:37.668364+00:00"}
+{"epoch": 51, "train_loss": 0.7022455051042776, "train_acc": 0.949814126394052, "test_loss": 0.3289414052710389, "test_acc": 0.8863636363636364, "best_acc": 0.9128787878787878, "spike_rates": [0.08983433465747272, 0.1146428966346909, 0.11332961960750468, 0.12306672772940468, 0.13495786225094514], "spikes_per_sample": 385299.4953337104, "wall_time_s": 2.4112982749938965, "timestamp": "2026-08-21T12:36:40.105236+00:00"}
+{"epoch": 52, "train_loss": 0.6898627097278722, "train_acc": 0.9460966542750929, "test_loss": 0.49691492477149674, "test_acc": 0.8295454545454546, "best_acc": 0.9128787878787878, "spike_rates": [0.08794154928011053, 0.11604826415286344, 0.11588031710947261, 0.12234627674607669, 0.1333394979729372], "spikes_per_sample": 384033.95984162897, "wall_time_s": 2.409118175506592, "timestamp": "2026-08-21T12:36:42.540214+00:00"}
+{"epoch": 53, "train_loss": 0.682970225589426, "train_acc": 0.949814126394052, "test_loss": 0.28950671896790015, "test_acc": 0.9318181818181818, "best_acc": 0.9318181818181818, "spike_rates": [0.08842391739873325, 0.11666597250629873, 0.11706352496848386, 0.12427434938795426, 0.13245006957474878], "spikes_per_sample": 386557.9341063348, "wall_time_s": 2.4139163494110107, "timestamp": "2026-08-21T12:36:44.980325+00:00"}
+{"epoch": 54, "train_loss": 0.6587709199540234, "train_acc": 0.9739776951672863, "test_loss": 0.33906422781221796, "test_acc": 0.8863636363636364, "best_acc": 0.9318181818181818, "spike_rates": [0.08869601391694125, 0.1145206720513456, 0.11632636846864924, 0.12146188055767733, 0.1307421896387549], "spikes_per_sample": 384110.5325226244, "wall_time_s": 2.4070701599121094, "timestamp": "2026-08-21T12:36:47.418504+00:00"}
+{"epoch": 55, "train_loss": 0.6637033082295528, "train_acc": 0.9609665427509294, "test_loss": 0.2665531901699124, "test_acc": 0.9431818181818182, "best_acc": 0.9431818181818182, "spike_rates": [0.08962264919982237, 0.11485935221700107, 0.11408700574846829, 0.11890752306755852, 0.13112398719086366], "spikes_per_sample": 384903.2425056561, "wall_time_s": 2.4079434871673584, "timestamp": "2026-08-21T12:36:49.851342+00:00"}
+{"epoch": 56, "train_loss": 0.6514392707870795, "train_acc": 0.9646840148698885, "test_loss": 0.33038437659993314, "test_acc": 0.9090909090909091, "best_acc": 0.9431818181818182, "spike_rates": [0.08943853001384174, 0.11390740292913773, 0.1151604604195146, 0.12270144679967095, 0.13164000739069545], "spikes_per_sample": 384582.73105203616, "wall_time_s": 2.4054720401763916, "timestamp": "2026-08-21T12:36:52.287582+00:00"}
+{"epoch": 57, "train_loss": 0.6466754373564596, "train_acc": 0.9721189591078067, "test_loss": 0.3013363674734578, "test_acc": 0.9356060606060606, "best_acc": 0.9431818181818182, "spike_rates": [0.0888474009492818, 0.11466086612028234, 0.1150745771387044, 0.12342489072505165, 0.1345113349311492], "spikes_per_sample": 384206.11312217196, "wall_time_s": 2.403712034225464, "timestamp": "2026-08-21T12:36:54.716056+00:00"}
+{"epoch": 58, "train_loss": 0.6574427150882309, "train_acc": 0.9628252788104089, "test_loss": 0.2719142660498619, "test_acc": 0.928030303030303, "best_acc": 0.9431818181818182, "spike_rates": [0.08935784723828821, 0.11651297833989649, 0.11535598644438912, 0.12227488133837194, 0.13297204410328584], "spikes_per_sample": 387203.42604638013, "wall_time_s": 2.405710458755493, "timestamp": "2026-08-21T12:36:57.146654+00:00"}
+{"epoch": 59, "train_loss": 0.644959074635488, "train_acc": 0.9795539033457249, "test_loss": 0.23828430360916888, "test_acc": 0.9431818181818182, "best_acc": 0.9431818181818182, "spike_rates": [0.08805996836984858, 0.11597346908905927, 0.11460941986126058, 0.12160194446058835, 0.13028527182691238], "spikes_per_sample": 383414.19570135744, "wall_time_s": 2.4091906547546387, "timestamp": "2026-08-21T12:36:59.581658+00:00"}
+{"epoch": 60, "train_loss": 0.6632668655157976, "train_acc": 0.9684014869888475, "test_loss": 0.38178166950290854, "test_acc": 0.8901515151515151, "best_acc": 0.9431818181818182, "spike_rates": [0.09009145112598643, 0.11537243732634712, 0.11531714832081515, 0.12290739837814779, 0.13038614567588358], "spikes_per_sample": 387586.869061086, "wall_time_s": 2.4057154655456543, "timestamp": "2026-08-21T12:37:02.013144+00:00"}
+{"epoch": 61, "train_loss": 0.6515573360662921, "train_acc": 0.9684014869888475, "test_loss": 0.28191166438839654, "test_acc": 0.946969696969697, "best_acc": 0.946969696969697, "spike_rates": [0.09035111262517817, 0.1134046544046963, 0.11245508272858228, 0.11988809660953634, 0.13148555510184345], "spikes_per_sample": 384181.85421380086, "wall_time_s": 2.405910015106201, "timestamp": "2026-08-21T12:37:04.444284+00:00"}
+{"epoch": 62, "train_loss": 0.6345029504325753, "train_acc": 0.9776951672862454, "test_loss": 0.29672295261513104, "test_acc": 0.9431818181818182, "best_acc": 0.946969696969697, "spike_rates": [0.09117549263379153, 0.11204434712143506, 0.10995358535472084, 0.1166158362346537, 0.1273039220010533], "spikes_per_sample": 382709.5028280543, "wall_time_s": 2.407909870147705, "timestamp": "2026-08-21T12:37:06.884639+00:00"}
+{"epoch": 63, "train_loss": 0.6470387990146764, "train_acc": 0.9721189591078067, "test_loss": 0.2654664557088505, "test_acc": 0.9431818181818182, "best_acc": 0.946969696969697, "spike_rates": [0.0908740338157205, 0.11239863099420772, 0.1099204907522482, 0.11923127840547, 0.13187460250714245], "spikes_per_sample": 382811.1962669683, "wall_time_s": 2.3972420692443848, "timestamp": "2026-08-21T12:37:09.307971+00:00"}
+{"epoch": 64, "train_loss": 0.6482453113594906, "train_acc": 0.9646840148698885, "test_loss": 0.32378046711285907, "test_acc": 0.928030303030303, "best_acc": 0.946969696969697, "spike_rates": [0.09019662133034538, 0.1104704671922852, 0.10948701378177195, 0.11840497132609873, 0.12624038142316482], "spikes_per_sample": 378987.85817307694, "wall_time_s": 2.400397300720215, "timestamp": "2026-08-21T12:37:11.734075+00:00"}
+{"epoch": 65, "train_loss": 0.6261794914986565, "train_acc": 0.9776951672862454, "test_loss": 0.30876162174073135, "test_acc": 0.9393939393939394, "best_acc": 0.946969696969697, "spike_rates": [0.09043810253634173, 0.1116922857130275, 0.10937080357004614, 0.11595918501124662, 0.12484088803038877], "spikes_per_sample": 380381.662188914, "wall_time_s": 2.4052577018737793, "timestamp": "2026-08-21T12:37:14.166616+00:00"}
+{"epoch": 66, "train_loss": 0.6184652660415961, "train_acc": 0.9814126394052045, "test_loss": 0.28939454076868115, "test_acc": 0.9431818181818182, "best_acc": 0.946969696969697, "spike_rates": [0.0909115623901872, 0.11378044065307169, 0.10769641793826047, 0.11387236854609321, 0.12351703205529381], "spikes_per_sample": 382401.8474264706, "wall_time_s": 2.4059672355651855, "timestamp": "2026-08-21T12:37:16.597266+00:00"}
+{"epoch": 67, "train_loss": 0.5909905772670051, "train_acc": 0.9944237918215614, "test_loss": 0.28279236591223517, "test_acc": 0.9507575757575758, "best_acc": 0.9507575757575758, "spike_rates": [0.09031435233705185, 0.11299813889405307, 0.10911386810681399, 0.11710923121255987, 0.1274997320245294], "spikes_per_sample": 381528.5602375566, "wall_time_s": 2.397933006286621, "timestamp": "2026-08-21T12:37:19.020403+00:00"}
+{"epoch": 68, "train_loss": 0.6063870858525698, "train_acc": 0.9888475836431226, "test_loss": 0.25507291135462845, "test_acc": 0.946969696969697, "best_acc": 0.9507575757575758, "spike_rates": [0.09028139666599386, 0.1118599987205337, 0.10627110959852443, 0.11458042001023012, 0.12295392418608946], "spikes_per_sample": 378407.39013009047, "wall_time_s": 2.402092218399048, "timestamp": "2026-08-21T12:37:21.452589+00:00"}
+{"epoch": 69, "train_loss": 0.5980186566544288, "train_acc": 0.9907063197026023, "test_loss": 0.33266336199912155, "test_acc": 0.9166666666666666, "best_acc": 0.9507575757575758, "spike_rates": [0.09060165505198871, 0.11248538686948664, 0.10548557209617951, 0.1138353448580293, 0.1240823672098272], "spikes_per_sample": 379233.95220588235, "wall_time_s": 2.4045584201812744, "timestamp": "2026-08-21T12:37:23.883099+00:00"}
+{"epoch": 70, "train_loss": 0.6063033313556232, "train_acc": 0.9869888475836431, "test_loss": 0.3227124765063777, "test_acc": 0.9356060606060606, "best_acc": 0.9507575757575758, "spike_rates": [0.09071477546411402, 0.11347852252862033, 0.1074439979651395, 0.11525818048154607, 0.12587744961766636], "spikes_per_sample": 381740.7453337104, "wall_time_s": 2.4038376808166504, "timestamp": "2026-08-21T12:37:26.312358+00:00"}
+{"epoch": 71, "train_loss": 0.603989803658099, "train_acc": 0.9851301115241635, "test_loss": 0.36463405101588275, "test_acc": 0.9015151515151515, "best_acc": 0.9507575757575758, "spike_rates": [0.09045411427231397, 0.11070140363538966, 0.10559916803065468, 0.11310964296845828, 0.12116609163144056], "spikes_per_sample": 376995.07352941175, "wall_time_s": 2.4009041786193848, "timestamp": "2026-08-21T12:37:28.739453+00:00"}
+{"epoch": 72, "train_loss": 0.6053346528439717, "train_acc": 0.9925650557620818, "test_loss": 0.24740009145303207, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.09113582881057963, 0.11137002224431318, 0.10832034226726084, 0.11663107661639943, 0.12448170211385279], "spikes_per_sample": 381041.3714649321, "wall_time_s": 2.40350079536438, "timestamp": "2026-08-21T12:37:31.168848+00:00"}
+{"epoch": 73, "train_loss": 0.607702086627705, "train_acc": 0.983271375464684, "test_loss": 0.28268406382112793, "test_acc": 0.9356060606060606, "best_acc": 0.9507575757575758, "spike_rates": [0.09103028213276583, 0.11216582577018176, 0.10767609363093096, 0.11550258231513641, 0.12291734797113082], "spikes_per_sample": 381155.7170531674, "wall_time_s": 2.402827262878418, "timestamp": "2026-08-21T12:37:33.598622+00:00"}
+{"epoch": 74, "train_loss": 0.587291641749414, "train_acc": 0.9907063197026023, "test_loss": 0.2882827003345345, "test_acc": 0.9318181818181818, "best_acc": 0.9507575757575758, "spike_rates": [0.09017323877881556, 0.11246179000419729, 0.10824868477442685, 0.11569392111371546, 0.12402927174287684], "spikes_per_sample": 380002.80260180996, "wall_time_s": 2.4004669189453125, "timestamp": "2026-08-21T12:37:36.025282+00:00"}
+{"epoch": 75, "train_loss": 0.6006875627546062, "train_acc": 0.9888475836431226, "test_loss": 0.29800743000073865, "test_acc": 0.928030303030303, "best_acc": 0.9507575757575758, "spike_rates": [0.0902780351393363, 0.11239456516854904, 0.10805748315418467, 0.11603393537156723, 0.12580612652442036], "spikes_per_sample": 380111.02262443444, "wall_time_s": 2.3991198539733887, "timestamp": "2026-08-21T12:37:38.450260+00:00"}
+{"epoch": 76, "train_loss": 0.5936446225332948, "train_acc": 0.9925650557620818, "test_loss": 0.27464087307453156, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.0901654765886419, 0.11215369140400606, 0.10765600160640829, 0.11496796152170967, 0.12375052273273468], "spikes_per_sample": 379255.9688914027, "wall_time_s": 2.403188705444336, "timestamp": "2026-08-21T12:37:40.879604+00:00"}
+{"epoch": 77, "train_loss": 0.5956577361737928, "train_acc": 0.9888475836431226, "test_loss": 0.28965117488846637, "test_acc": 0.9318181818181818, "best_acc": 0.9507575757575758, "spike_rates": [0.09011001621975619, 0.11230967719765271, 0.1079722945304478, 0.11505025800536661, 0.12529143603409038], "spikes_per_sample": 379491.98769796384, "wall_time_s": 2.4046664237976074, "timestamp": "2026-08-21T12:37:43.310432+00:00"}
+{"epoch": 78, "train_loss": 0.5970350023095936, "train_acc": 0.9925650557620818, "test_loss": 0.28894121222423785, "test_acc": 0.9318181818181818, "best_acc": 0.9507575757575758, "spike_rates": [0.0905934370615903, 0.1120764227474437, 0.10774623734109542, 0.11411037208402858, 0.12187828342704211], "spikes_per_sample": 379991.6750565611, "wall_time_s": 2.4072799682617188, "timestamp": "2026-08-21T12:37:45.742940+00:00"}
+{"epoch": 79, "train_loss": 0.5875056809209094, "train_acc": 0.9962825278810409, "test_loss": 0.2614988260196917, "test_acc": 0.9431818181818182, "best_acc": 0.9507575757575758, "spike_rates": [0.09073441344148972, 0.11274945472969729, 0.1084813142524046, 0.11510121033472173, 0.12448045961997088], "spikes_per_sample": 381529.8460124434, "wall_time_s": 2.4062812328338623, "timestamp": "2026-08-21T12:37:48.174508+00:00"}
+{"epoch": 80, "train_loss": 0.5870575816214749, "train_acc": 0.9944237918215614, "test_loss": 0.2752650386907838, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.09030221928568448, 0.1125147233114523, 0.10574616097352084, 0.11265977822682437, 0.12265237376970403], "spikes_per_sample": 378607.70588235295, "wall_time_s": 2.408202886581421, "timestamp": "2026-08-21T12:37:50.608189+00:00"}
+{"epoch": 81, "train_loss": 0.584663533809903, "train_acc": 0.9944237918215614, "test_loss": 0.2662057483738119, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.09063335639588974, 0.11128422749393127, 0.10601621252648971, 0.11179058297592051, 0.1230611503124237], "spikes_per_sample": 378043.1008201358, "wall_time_s": 2.4106249809265137, "timestamp": "2026-08-21T12:37:53.043650+00:00"}
+{"epoch": 82, "train_loss": 0.5855459229653652, "train_acc": 0.9907063197026023, "test_loss": 0.27012375538999384, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.09105959227856468, 0.11196617212365656, 0.10682406101156683, 0.11259760795270696, 0.12381917019100751], "spikes_per_sample": 380187.20658936654, "wall_time_s": 2.4065496921539307, "timestamp": "2026-08-21T12:37:55.476030+00:00"}
+{"epoch": 83, "train_loss": 0.5837004175859756, "train_acc": 0.9944237918215614, "test_loss": 0.26142440804026346, "test_acc": 0.9431818181818182, "best_acc": 0.9507575757575758, "spike_rates": [0.09083300171529546, 0.1115960526992293, 0.1069452166557312, 0.11349227016463, 0.12296806100536795], "spikes_per_sample": 379497.92816742085, "wall_time_s": 2.4072067737579346, "timestamp": "2026-08-21T12:37:57.909390+00:00"}
+{"epoch": 84, "train_loss": 0.587540935628033, "train_acc": 0.9925650557620818, "test_loss": 0.26412718427000625, "test_acc": 0.946969696969697, "best_acc": 0.9507575757575758, "spike_rates": [0.09114978550111547, 0.11281283331267974, 0.10732552978922338, 0.11319028323187548, 0.12251918675268397], "spikes_per_sample": 381594.32466063346, "wall_time_s": 2.4160022735595703, "timestamp": "2026-08-21T12:38:00.351514+00:00"}
+{"epoch": 85, "train_loss": 0.5788363577264836, "train_acc": 0.9925650557620818, "test_loss": 0.266658343148954, "test_acc": 0.9431818181818182, "best_acc": 0.9507575757575758, "spike_rates": [0.09124635028488495, 0.11202049693640541, 0.10696989736136268, 0.11282769590616226, 0.12337630285936244], "spikes_per_sample": 380739.08144796384, "wall_time_s": 2.409081220626831, "timestamp": "2026-08-21T12:38:02.786385+00:00"}
+{"epoch": 86, "train_loss": 0.5880355542477179, "train_acc": 0.9962825278810409, "test_loss": 0.2660469105749419, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.0910887095858069, 0.11064758239423528, 0.10625036104637034, 0.11241613503764658, 0.12224723880781847], "spikes_per_sample": 378528.28987556556, "wall_time_s": 2.4094836711883545, "timestamp": "2026-08-21T12:38:05.220631+00:00"}
+{"epoch": 87, "train_loss": 0.584926977476666, "train_acc": 0.9907063197026023, "test_loss": 0.2528628745313847, "test_acc": 0.9431818181818182, "best_acc": 0.9507575757575758, "spike_rates": [0.09157440636087866, 0.11177312275942634, 0.10619412274921641, 0.11251243116224513, 0.12520739173187928], "spikes_per_sample": 380734.07946832577, "wall_time_s": 2.4111456871032715, "timestamp": "2026-08-21T12:38:07.658262+00:00"}
+{"epoch": 88, "train_loss": 0.5784507737283813, "train_acc": 0.9981412639405205, "test_loss": 0.2595239884474061, "test_acc": 0.946969696969697, "best_acc": 0.9507575757575758, "spike_rates": [0.0911590097581639, 0.11181971430778503, 0.10500321800217909, 0.11137609709711636, 0.12291636449449203], "spikes_per_sample": 379120.067449095, "wall_time_s": 2.407247543334961, "timestamp": "2026-08-21T12:38:10.090723+00:00"}
+{"epoch": 89, "train_loss": 0.5798891501355792, "train_acc": 0.9925650557620818, "test_loss": 0.2557484769459927, "test_acc": 0.946969696969697, "best_acc": 0.9507575757575758, "spike_rates": [0.09120085265706568, 0.11189111891914816, 0.10565287093905841, 0.11104862523429535, 0.12039049977765363], "spikes_per_sample": 379559.935520362, "wall_time_s": 2.4131433963775635, "timestamp": "2026-08-21T12:38:12.529609+00:00"}
+{"epoch": 90, "train_loss": 0.5793964687776388, "train_acc": 0.9944237918215614, "test_loss": 0.26829914477738465, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.0910209018517943, 0.1119801897336455, 0.10594896796871633, 0.11151268289369695, 0.12324503239463358], "spikes_per_sample": 379514.94739819004, "wall_time_s": 2.4068610668182373, "timestamp": "2026-08-21T12:38:14.961487+00:00"}
+{"epoch": 91, "train_loss": 0.5822459339652363, "train_acc": 0.9944237918215614, "test_loss": 0.27109098411870725, "test_acc": 0.9431818181818182, "best_acc": 0.9507575757575758, "spike_rates": [0.09125126766807892, 0.11124840597896014, 0.10647938137545306, 0.11198937016374924, 0.12264565904350842], "spikes_per_sample": 379566.98656674207, "wall_time_s": 2.4230051040649414, "timestamp": "2026-08-21T12:38:17.409854+00:00"}
+{"epoch": 92, "train_loss": 0.5773130229857775, "train_acc": 0.9981412639405205, "test_loss": 0.2720119289376519, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.09115393284489126, 0.1108738709898556, 0.10599127806284848, 0.11157509684562683, 0.12106026358464185], "spikes_per_sample": 378646.38687782804, "wall_time_s": 2.411616325378418, "timestamp": "2026-08-21T12:38:19.847772+00:00"}
+{"epoch": 93, "train_loss": 0.5711020461688697, "train_acc": 0.9981412639405205, "test_loss": 0.2834397023825934, "test_acc": 0.928030303030303, "best_acc": 0.9507575757575758, "spike_rates": [0.09133993483641568, 0.11157352039042641, 0.1063579294611426, 0.11172541362397811, 0.12153701484203339], "spikes_per_sample": 379986.19541855203, "wall_time_s": 2.4167466163635254, "timestamp": "2026-08-21T12:38:22.290650+00:00"}
+{"epoch": 94, "train_loss": 0.5827543626930634, "train_acc": 0.9944237918215614, "test_loss": 0.28128071829225076, "test_acc": 0.9393939393939394, "best_acc": 0.9507575757575758, "spike_rates": [0.09104645427535563, 0.11313880892360911, 0.10739600088666468, 0.11204245861838846, 0.12293305554810692], "spikes_per_sample": 381609.0033936652, "wall_time_s": 2.4161617755889893, "timestamp": "2026-08-21T12:38:24.732554+00:00"}
+{"epoch": 95, "train_loss": 0.5826349535396108, "train_acc": 0.9944237918215614, "test_loss": 0.26113231954249466, "test_acc": 0.9507575757575758, "best_acc": 0.9507575757575758, "spike_rates": [0.09105303313802271, 0.11103969943874023, 0.1057909534258001, 0.11087967806002673, 0.12041844515239492], "spikes_per_sample": 378407.64154411765, "wall_time_s": 2.4174466133117676, "timestamp": "2026-08-21T12:38:27.176590+00:00"}
+{"epoch": 96, "train_loss": 0.5829113868089414, "train_acc": 0.9944237918215614, "test_loss": 0.281120385861758, "test_acc": 0.9545454545454546, "best_acc": 0.9545454545454546, "spike_rates": [0.09130662416710573, 0.1116810909965459, 0.10616178854423411, 0.11152734914246727, 0.12277977782137253], "spikes_per_sample": 379910.00820135744, "wall_time_s": 2.413153648376465, "timestamp": "2026-08-21T12:38:29.615640+00:00"}
+{"epoch": 97, "train_loss": 0.5746590758788098, "train_acc": 0.9962825278810409, "test_loss": 0.2722489924141855, "test_acc": 0.9356060606060606, "best_acc": 0.9545454545454546, "spike_rates": [0.09106348805567797, 0.11200477051384308, 0.10589613502516466, 0.1111738598522018, 0.12213081296752482], "spikes_per_sample": 379548.85364819004, "wall_time_s": 2.4175362586975098, "timestamp": "2026-08-21T12:38:32.066114+00:00"}
+{"epoch": 98, "train_loss": 0.5873915342593282, "train_acc": 0.9944237918215614, "test_loss": 0.26998339412790356, "test_acc": 0.9431818181818182, "best_acc": 0.9545454545454546, "spike_rates": [0.09114545583724976, 0.11111322921865127, 0.10598841090412701, 0.11127813379554187, 0.12298294025308945], "spikes_per_sample": 378855.01201923075, "wall_time_s": 2.4154951572418213, "timestamp": "2026-08-21T12:38:34.508307+00:00"}
+{"epoch": 99, "train_loss": 0.5705133969012689, "train_acc": 0.9962825278810409, "test_loss": 0.2704597815419688, "test_acc": 0.946969696969697, "best_acc": 0.9545454545454546, "spike_rates": [0.09113797194817487, 0.11190336153787725, 0.10591575284214581, 0.11132364062701955, 0.12142980624647702], "spikes_per_sample": 379622.92378393665, "wall_time_s": 2.4178011417388916, "timestamp": "2026-08-21T12:38:36.951462+00:00"}
+{"epoch": 100, "train_loss": 0.5825955455631129, "train_acc": 0.9925650557620818, "test_loss": 0.2684781813260281, "test_acc": 0.946969696969697, "best_acc": 0.9545454545454546, "spike_rates": [0.09096392507062238, 0.1115749197847703, 0.10550906728295718, 0.11064718663692474, 0.12001460527672488], "spikes_per_sample": 378600.00961538457, "wall_time_s": 2.417639970779419, "timestamp": "2026-08-21T12:38:39.395664+00:00"}

opt5_spkconv_bitpack/opt5_bitpack_reg5e-4.gpu_telemetry.csv

@@ -0,0 +1,153 @@
+timestamp,index,utilization.gpu,utilization.memory,memory.used,memory.total,temperature.gpu,power.draw,clocks.sm
+2026/08/21 12:32:35.885, 0, 0, 0, 0, 15360, 62, 11.71, 300
+2026/08/21 12:32:35.904, 1, 0, 0, 0, 15360, 52, 10.13, 300
+2026/08/21 12:32:40.957, 0, 0, 0, 105, 15360, 63, 30.46, 585
+2026/08/21 12:32:40.967, 1, 0, 0, 123, 15360, 53, 26.84, 585
+2026/08/21 12:32:46.012, 0, 0, 0, 205, 15360, 64, 30.64, 585
+2026/08/21 12:32:46.022, 1, 100, 0, 205, 15360, 55, 40.08, 1590
+2026/08/21 12:32:51.064, 0, 0, 0, 205, 15360, 65, 31.03, 585
+2026/08/21 12:32:51.077, 1, 100, 0, 205, 15360, 57, 40.28, 1590
+2026/08/21 12:32:56.120, 0, 0, 0, 205, 15360, 65, 30.93, 585
+2026/08/21 12:32:56.129, 1, 100, 0, 205, 15360, 58, 40.55, 1590
+2026/08/21 12:33:01.172, 0, 0, 0, 205, 15360, 66, 31.03, 585
+2026/08/21 12:33:01.182, 1, 100, 0, 205, 15360, 59, 40.74, 1590
+2026/08/21 12:33:06.225, 0, 0, 0, 205, 15360, 66, 31.13, 585
+2026/08/21 12:33:06.235, 1, 100, 0, 205, 15360, 60, 35.32, 1590
+2026/08/21 12:33:11.280, 0, 0, 0, 205, 15360, 67, 31.23, 585
+2026/08/21 12:33:11.289, 1, 0, 0, 205, 15360, 59, 27.51, 585
+2026/08/21 12:33:16.337, 0, 0, 0, 205, 15360, 67, 31.62, 585
+2026/08/21 12:33:16.348, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:33:21.399, 0, 0, 0, 205, 15360, 67, 31.43, 585
+2026/08/21 12:33:21.409, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:33:26.459, 0, 0, 0, 205, 15360, 68, 31.52, 585
+2026/08/21 12:33:26.470, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:33:31.517, 0, 0, 0, 205, 15360, 68, 31.62, 585
+2026/08/21 12:33:31.527, 1, 0, 0, 205, 15360, 59, 27.61, 585
+2026/08/21 12:33:36.574, 0, 0, 0, 205, 15360, 68, 31.72, 585
+2026/08/21 12:33:36.584, 1, 0, 0, 205, 15360, 59, 27.71, 585
+2026/08/21 12:33:41.634, 0, 0, 0, 205, 15360, 69, 31.82, 585
+2026/08/21 12:33:41.643, 1, 0, 0, 205, 15360, 60, 27.71, 585
+2026/08/21 12:33:46.692, 0, 0, 0, 205, 15360, 69, 31.92, 585
+2026/08/21 12:33:46.703, 1, 0, 0, 205, 15360, 60, 27.71, 585
+2026/08/21 12:33:51.752, 0, 0, 0, 205, 15360, 69, 32.02, 585
+2026/08/21 12:33:51.762, 1, 0, 0, 205, 15360, 60, 27.81, 585
+2026/08/21 12:33:56.811, 0, 0, 0, 341, 15360, 70, 32.02, 585
+2026/08/21 12:33:56.821, 1, 0, 0, 205, 15360, 60, 27.71, 585
+2026/08/21 12:34:01.870, 0, 0, 0, 341, 15360, 70, 32.12, 585
+2026/08/21 12:34:01.880, 1, 0, 0, 205, 15360, 60, 27.90, 585
+2026/08/21 12:34:06.927, 0, 0, 0, 341, 15360, 70, 32.19, 585
+2026/08/21 12:34:06.939, 1, 0, 0, 205, 15360, 61, 27.81, 585
+2026/08/21 12:34:11.987, 0, 100, 0, 395, 15360, 72, 47.84, 1590
+2026/08/21 12:34:11.995, 1, 0, 0, 205, 15360, 61, 28.08, 585
+2026/08/21 12:34:17.041, 0, 100, 0, 395, 15360, 74, 49.38, 1590
+2026/08/21 12:34:17.048, 1, 0, 0, 205, 15360, 61, 27.90, 585
+2026/08/21 12:34:22.093, 0, 100, 0, 395, 15360, 75, 49.96, 1590
+2026/08/21 12:34:22.100, 1, 0, 0, 341, 15360, 61, 28.00, 585
+2026/08/21 12:34:27.147, 0, 100, 0, 395, 15360, 76, 50.52, 1590
+2026/08/21 12:34:27.154, 1, 0, 0, 341, 15360, 62, 28.10, 585
+2026/08/21 12:34:32.200, 0, 100, 0, 395, 15360, 78, 51.50, 1590
+2026/08/21 12:34:32.208, 1, 0, 0, 341, 15360, 62, 28.08, 585
+2026/08/21 12:34:37.255, 0, 96, 80, 2703, 15360, 80, 63.96, 1065
+2026/08/21 12:34:37.272, 1, 96, 79, 2703, 15360, 65, 65.25, 1230
+2026/08/21 12:34:42.344, 0, 95, 80, 2705, 15360, 81, 64.18, 1050
+2026/08/21 12:34:42.360, 1, 96, 81, 2705, 15360, 67, 79.04, 1380
+2026/08/21 12:34:47.413, 0, 97, 82, 2705, 15360, 82, 65.00, 870
+2026/08/21 12:34:47.430, 1, 96, 79, 2705, 15360, 69, 57.90, 1350
+2026/08/21 12:34:52.486, 0, 96, 79, 2705, 15360, 82, 70.50, 1005
+2026/08/21 12:34:52.501, 1, 96, 76, 2705, 15360, 70, 63.63, 1230
+2026/08/21 12:34:57.560, 0, 98, 82, 2705, 15360, 81, 62.74, 945
+2026/08/21 12:34:57.571, 1, 95, 78, 2705, 15360, 69, 68.70, 1410
+2026/08/21 12:35:02.632, 0, 97, 83, 2705, 15360, 79, 61.72, 1035
+2026/08/21 12:35:02.649, 1, 96, 78, 2705, 15360, 68, 41.21, 1560
+2026/08/21 12:35:07.696, 0, 97, 87, 2705, 15360, 78, 65.68, 1095
+2026/08/21 12:35:07.711, 1, 98, 44, 2705, 15360, 67, 43.73, 1590
+2026/08/21 12:35:12.759, 0, 98, 97, 2705, 15360, 77, 71.82, 1140
+2026/08/21 12:35:12.774, 1, 100, 0, 2705, 15360, 67, 80.88, 1185
+2026/08/21 12:35:17.837, 0, 85, 76, 2705, 15360, 76, 65.77, 1065
+2026/08/21 12:35:17.851, 1, 97, 71, 2705, 15360, 67, 65.00, 1425
+2026/08/21 12:35:22.902, 0, 98, 82, 2705, 15360, 75, 65.19, 1065
+2026/08/21 12:35:22.922, 1, 97, 83, 2705, 15360, 67, 62.08, 1335
+2026/08/21 12:35:27.975, 0, 97, 80, 2705, 15360, 75, 64.51, 960
+2026/08/21 12:35:27.992, 1, 96, 80, 2705, 15360, 67, 61.88, 1260
+2026/08/21 12:35:33.046, 0, 96, 80, 2705, 15360, 75, 65.19, 1035
+2026/08/21 12:35:33.062, 1, 96, 80, 2705, 15360, 67, 64.12, 1305
+2026/08/21 12:35:38.112, 0, 96, 80, 2705, 15360, 75, 63.58, 1005
+2026/08/21 12:35:38.131, 1, 96, 81, 2705, 15360, 67, 58.84, 1260
+2026/08/21 12:35:43.183, 0, 96, 80, 2705, 15360, 75, 65.97, 1050
+2026/08/21 12:35:43.199, 1, 96, 80, 2705, 15360, 68, 63.53, 1290
+2026/08/21 12:35:48.250, 0, 96, 80, 2705, 15360, 76, 64.51, 975
+2026/08/21 12:35:48.269, 1, 96, 80, 2705, 15360, 68, 66.86, 1335
+2026/08/21 12:35:53.320, 0, 96, 81, 2705, 15360, 77, 75.07, 1005
+2026/08/21 12:35:53.338, 1, 96, 80, 2705, 15360, 69, 68.27, 1200
+2026/08/21 12:35:58.388, 0, 96, 81, 2705, 15360, 77, 61.28, 1080
+2026/08/21 12:35:58.406, 1, 95, 81, 2705, 15360, 69, 41.70, 1575
+2026/08/21 12:36:03.451, 0, 98, 94, 2705, 15360, 77, 64.70, 1080
+2026/08/21 12:36:03.470, 1, 100, 25, 2705, 15360, 69, 44.71, 1590
+2026/08/21 12:36:08.516, 0, 86, 84, 2705, 15360, 78, 74.25, 1035
+2026/08/21 12:36:08.532, 1, 100, 4, 2705, 15360, 70, 61.14, 1335
+2026/08/21 12:36:13.589, 0, 92, 81, 2705, 15360, 78, 72.21, 900
+2026/08/21 12:36:13.609, 1, 95, 77, 2705, 15360, 71, 69.38, 1200
+2026/08/21 12:36:18.666, 0, 96, 78, 2705, 15360, 78, 65.05, 975
+2026/08/21 12:36:18.683, 1, 95, 79, 2705, 15360, 71, 68.86, 1290
+2026/08/21 12:36:23.735, 0, 96, 83, 2705, 15360, 78, 60.26, 1080
+2026/08/21 12:36:23.752, 1, 97, 84, 2705, 15360, 71, 57.71, 1155
+2026/08/21 12:36:28.811, 0, 96, 81, 2705, 15360, 78, 65.29, 990
+2026/08/21 12:36:28.830, 1, 96, 82, 2705, 15360, 71, 72.69, 1320
+2026/08/21 12:36:33.884, 0, 97, 86, 2705, 15360, 77, 62.06, 1095
+2026/08/21 12:36:33.901, 1, 97, 84, 2705, 15360, 71, 67.11, 1320
+2026/08/21 12:36:38.951, 0, 96, 82, 2705, 15360, 77, 66.32, 1005
+2026/08/21 12:36:38.968, 1, 96, 82, 2705, 15360, 70, 73.95, 1305
+2026/08/21 12:36:44.021, 0, 98, 84, 2705, 15360, 77, 60.05, 1095
+2026/08/21 12:36:44.037, 1, 98, 83, 2705, 15360, 71, 64.66, 1125
+2026/08/21 12:36:49.091, 0, 96, 81, 2705, 15360, 77, 63.28, 1050
+2026/08/21 12:36:49.108, 1, 97, 82, 2705, 15360, 71, 72.69, 1410
+2026/08/21 12:36:54.155, 0, 96, 81, 2705, 15360, 77, 67.58, 1005
+2026/08/21 12:36:54.174, 1, 96, 79, 2705, 15360, 70, 66.14, 1200
+2026/08/21 12:36:59.224, 0, 98, 81, 2705, 15360, 77, 64.70, 1125
+2026/08/21 12:36:59.240, 1, 96, 81, 2705, 15360, 71, 64.66, 1305
+2026/08/21 12:37:04.291, 0, 96, 79, 2705, 15360, 77, 64.74, 1110
+2026/08/21 12:37:04.312, 1, 96, 80, 2705, 15360, 70, 43.92, 1590
+2026/08/21 12:37:09.364, 0, 98, 96, 2705, 15360, 77, 50.62, 1275
+2026/08/21 12:37:09.384, 1, 96, 19, 2705, 15360, 70, 44.81, 1455
+2026/08/21 12:37:14.437, 0, 84, 79, 2705, 15360, 77, 71.18, 990
+2026/08/21 12:37:14.453, 1, 97, 84, 2705, 15360, 70, 79.58, 1305
+2026/08/21 12:37:19.509, 0, 97, 83, 2705, 15360, 77, 62.06, 1080
+2026/08/21 12:37:19.521, 1, 96, 80, 2705, 15360, 70, 65.93, 1200
+2026/08/21 12:37:24.576, 0, 96, 80, 2705, 15360, 76, 61.86, 1050
+2026/08/21 12:37:24.587, 1, 94, 80, 2705, 15360, 70, 64.61, 1350
+2026/08/21 12:37:29.645, 0, 94, 82, 2705, 15360, 77, 64.22, 960
+2026/08/21 12:37:29.665, 1, 97, 82, 2705, 15360, 71, 74.83, 1245
+2026/08/21 12:37:34.717, 0, 97, 86, 2705, 15360, 77, 63.09, 975
+2026/08/21 12:37:34.741, 1, 95, 80, 2705, 15360, 71, 65.09, 1245
+2026/08/21 12:37:39.800, 0, 96, 82, 2705, 15360, 77, 65.97, 1110
+2026/08/21 12:37:39.813, 1, 95, 81, 2705, 15360, 71, 66.70, 1170
+2026/08/21 12:37:44.870, 0, 97, 85, 2705, 15360, 77, 66.70, 1050
+2026/08/21 12:37:44.880, 1, 97, 83, 2705, 15360, 71, 77.25, 1395
+2026/08/21 12:37:49.937, 0, 96, 77, 2705, 15360, 77, 61.96, 945
+2026/08/21 12:37:49.951, 1, 96, 82, 2705, 15360, 71, 60.30, 1245
+2026/08/21 12:37:55.007, 0, 94, 82, 2705, 15360, 77, 66.70, 1125
+2026/08/21 12:37:55.024, 1, 97, 84, 2705, 15360, 72, 72.60, 1185
+2026/08/21 12:38:00.090, 0, 96, 80, 2705, 15360, 77, 70.60, 1020
+2026/08/21 12:38:00.110, 1, 96, 80, 2705, 15360, 71, 40.06, 1545
+2026/08/21 12:38:05.155, 0, 98, 97, 2705, 15360, 77, 64.26, 1050
+2026/08/21 12:38:05.179, 1, 100, 10, 2705, 15360, 71, 45.10, 1590
+2026/08/21 12:38:10.224, 0, 84, 80, 2705, 15360, 77, 74.87, 945
+2026/08/21 12:38:10.245, 1, 98, 19, 2705, 15360, 71, 69.34, 1275
+2026/08/21 12:38:15.300, 0, 97, 83, 2705, 15360, 77, 65.23, 1095
+2026/08/21 12:38:15.316, 1, 97, 82, 2705, 15360, 71, 64.47, 1305
+2026/08/21 12:38:20.373, 0, 96, 80, 2705, 15360, 77, 56.87, 960
+2026/08/21 12:38:20.390, 1, 96, 80, 2705, 15360, 71, 62.23, 1350
+2026/08/21 12:38:25.443, 0, 97, 83, 2705, 15360, 77, 64.51, 1095
+2026/08/21 12:38:25.462, 1, 98, 80, 2705, 15360, 72, 59.00, 1320
+2026/08/21 12:38:30.518, 0, 96, 81, 2705, 15360, 77, 64.22, 945
+2026/08/21 12:38:30.532, 1, 96, 81, 2705, 15360, 72, 69.00, 1230
+2026/08/21 12:38:35.586, 0, 98, 82, 2705, 15360, 77, 60.46, 1065
+2026/08/21 12:38:35.610, 1, 96, 78, 2705, 15360, 72, 67.73, 1350
+2026/08/21 12:38:40.664, 0, 79, 59, 2703, 15360, 77, 59.62, 1170
+2026/08/21 12:38:40.678, 1, 0, 0, 2689, 15360, 70, 38.59, 1590
+2026/08/21 12:38:45.722, 0, 86, 65, 2705, 15360, 77, 64.35, 1110
+2026/08/21 12:38:45.738, 1, 0, 0, 3, 15360, 66, 10.72, 345
+2026/08/21 12:38:50.795, 0, 78, 28, 2705, 15360, 78, 67.23, 1335
+2026/08/21 12:38:50.809, 1, 0, 0, 3, 15360, 63, 10.52, 300
+2026/08/21 12:38:55.862, 0, 98, 96, 2705, 15360, 78, 66.55, 1050
+2026/08/21 12:38:55.884, 1, 0, 0, 3, 15360, 61, 10.23, 300

opt5_spkconv_bitpack/opt5_bitpack_reg5e-4.summary.json

@@ -0,0 +1,86 @@
+{
+  "tag": "opt5_bitpack_reg5e-4",
+  "script": "opt5_spkconv_bitpack.py",
+  "script_sha256_16": "b51deb6b2fb1ccc1",
+  "hf_folder": "opt5_spkconv_bitpack",
+  "priority": 1,
+  "note": "",
+  "phase": 5,
+  "n_phases": 10,
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/temp/snn_runs/scripts/opt5_spkconv_bitpack.py",
+    "--epochs",
+    "100",
+    "--batch-size",
+    "32",
+    "--num-bins",
+    "16",
+    "--event-eval",
+    "--no-hf",
+    "--no-resume",
+    "--data-dir",
+    "/kaggle/temp/dvs128_data",
+    "--num-classes",
+    "11",
+    "--bench",
+    "--spkconv-eval",
+    "--spike-reg",
+    "5e-4"
+  ],
+  "flags": [
+    "--spkconv-eval",
+    "--spike-reg",
+    "5e-4"
+  ],
+  "epochs_requested": 100,
+  "epochs_completed": 100,
+  "batch_size_per_gpu": 32,
+  "num_bins_T": 16,
+  "gpus": 2,
+  "amp": false,
+  "exit_code": 0,
+  "status": "ok",
+  "duration_s": 383.5,
+  "sec_per_epoch": 3.83,
+  "started_utc": "2026-08-21T12:32:35.847995+00:00",
+  "finished_utc": "2026-08-21T12:38:59.343062+00:00",
+  "final_epoch_metrics": {
+    "epoch": 100,
+    "train_loss": 0.5825955455631129,
+    "train_acc": 0.9925650557620818,
+    "test_loss": 0.2684781813260281,
+    "test_acc": 0.946969696969697,
+    "best_acc": 0.9545454545454546,
+    "spike_rates": [
+      0.09096392507062238,
+      0.1115749197847703,
+      0.10550906728295718,
+      0.11064718663692474,
+      0.12001460527672488
+    ],
+    "spikes_per_sample": 378600.00961538457,
+    "wall_time_s": 2.417639970779419,
+    "timestamp": "2026-08-21T12:38:39.395664+00:00"
+  },
+  "best": {
+    "epoch": 96,
+    "test_acc": 0.9545454545454546
+  },
+  "event_driven": {
+    "event_driven_test_acc": 0.946969696969697,
+    "synaptic_ops_per_inference": 243851152.3472222
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "opt5_bitpack_reg5e-4.zip",
+    "files": 312,
+    "bytes": 1443265191,
+    "MB": 1443.3,
+    "sha256": "3b84faae9d3c4064fd3eb24de067ce233abbd35410c81eb7050780aacf1be383"
+  }
+}

opt5_spkconv_bitpack/opt5_bitpack_reg5e-4.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b84faae9d3c4064fd3eb24de067ce233abbd35410c81eb7050780aacf1be383
+size 1443265191