well-trained model

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.0-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/args.yaml

@@ -0,0 +1,150 @@
+DVS_DA: true
+TET_loss_first: true
+TET_loss_second: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 6
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.0
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 200
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+m: -1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_ResNet18
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: false
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 20
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: false
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 90210
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: RGBCEPDVS
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 6
+suffix: ''
+sync_bn: false
+target_dataset: CEPDVS
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.5
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.0-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17c8fa292bacac0113e3cbb58391291ae744626645aa385ee59f70223f4b787f
+size 134402737

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.0-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/summary.csv

@@ -0,0 +1,201 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,5.994456488911698,0.34885074234590296,2.999526727490309,2.9949296974554294,2.99891628742218,4.150000228881836
+1,5.9436489198266,0.779491110545833,2.9988881029733796,2.9447608110381336,3.1206627702713012,4.450000264644623
+2,5.920815281751679,0.9244989040421276,2.9983663384507344,2.922448949116032,2.9739705753326415,6.700000324249268
+3,5.9066951216720955,0.9343350994877699,2.9999068946373173,2.9067882270347782,2.99850989818573,6.55000039100647
+4,5.88072438356353,0.952652649181645,3.0021988473287444,2.8785255071593494,2.961210651397705,8.95000054359436
+5,5.828478859692085,0.962475656009302,2.999990643524542,2.8284882045373685,2.8631217193603518,12.550000534057617
+6,5.756693025914634,0.9582842006915953,2.989064960944943,2.767628053339516,2.942308921813965,9.400000534057618
+7,5.716376455818734,0.9578287034499936,2.983497183497359,2.732879324657161,3.037200245857239,10.15000051498413
+8,5.652846813201904,0.9510154302527265,2.9549642481454987,2.697882559241318,2.8556630277633666,13.300000801086426
+9,5.6263669990911716,0.9467339617450062,2.961897192931757,2.664469829419764,2.9540053701400755,11.350000610351563
+10,5.574638378329393,0.9416879284672621,2.933609770565498,2.641028648469506,2.914291195869446,11.650000686645507
+11,5.523998155826476,0.9379003731215872,2.907337735338909,2.616660408857392,3.4524385786056517,8.250000491142274
+12,5.478329111890095,0.9266728889651414,2.879919273097341,2.598409809717318,2.8864524698257448,11.75000060081482
+13,5.4186329376406785,0.9220977222047201,2.840689007828875,2.5779439298118034,2.8562133359909057,12.250000686645508
+14,5.315706229791409,0.9135988514597823,2.760731138834139,2.5549750560667457,2.937638726234436,12.450000610351562
+15,5.231052235859196,0.9040453739282561,2.6858535452586847,2.5451986906005115,2.9081996870040894,11.45000054359436
+16,5.106929220804354,0.8996626022385388,2.5920238262269555,2.514905365501962,2.856680064201355,13.450000553131103
+17,4.952989275862531,0.889808664961559,2.4540486161301778,2.4989406829927026,3.0234397506713866,12.40000062942505
+18,4.73286487998032,0.8843235649713655,2.2589625352766456,2.4739023825017417,2.843045949935913,14.300000667572021
+19,4.485944538581662,0.8779852070459505,2.0280794893823018,2.457865057921991,2.84385657787323,13.750000677108766
+20,4.162699321421181,0.8709918754856761,1.7148125840396415,2.447886717028734,2.9164062404632567,13.700000591278076
+21,3.8483831649873315,0.8692956566810608,1.4323668857900107,2.4160162821048643,2.928093237876892,12.550000467300414
+22,3.566279946303949,0.8627748547530756,1.1724741691496314,2.3938057887844923,2.768637580871582,14.900000705718995
+23,3.2933617510446687,0.8610419020420168,0.9113122224807739,2.3820495314714387,2.8038439559936523,14.650000419616699
+24,3.0290194662605843,0.8520239373532738,0.6661160261165805,2.3629034321482587,2.8072123527526855,16.000000610351563
+25,2.8209834215117664,0.8490008173919306,0.47339906416288235,2.347584375521032,2.9465104818344114,12.8500004863739
+26,2.6626378385032097,0.8457368132544727,0.3484952631520062,2.314142570263002,2.919826455116272,13.350000677108765
+27,2.5697671494832854,0.8435084921557728,0.27670918114301635,2.293057982514544,2.8930499076843263,13.500000753402709
+28,2.5049577806054093,0.8390695089247169,0.23107749223709106,2.2738802781919154,2.9769800662994386,11.350000667572022
+29,2.4190977317530935,0.8372099574019269,0.16187100239643237,2.2572267288114967,2.923151888847351,11.900000743865967
+30,2.356901808482845,0.8345281525356013,0.11822012430284082,2.2386816943564067,3.004874324798584,12.450000648498536
+31,2.3505267224660735,0.8286284251910884,0.14447630160465474,2.2060504250410125,2.955859651565552,12.900000534057618
+32,2.3065584752617814,0.8274652594473304,0.1167698604304616,2.189788620646407,2.8177025842666628,14.65000078201294
+33,2.261207377038351,0.8229785721476485,0.09674845944817473,2.1644589377612604,2.938434195518494,11.100000648498535
+34,2.2427292219022426,0.8229225423277878,0.09656599436591311,2.1461632397116683,2.814244203567505,14.850000686645508
+35,2.205155704079605,0.8200593009227659,0.09412721898861048,2.1110284909969423,2.918538980484009,13.150000419616699
+36,2.195994455639909,0.8207214401989449,0.10183739198780642,2.094157050295574,2.79285747051239,14.80000075340271
+37,2.1614176005851933,0.8146673731687593,0.09335524279896806,2.068062360693769,2.959003529548645,10.600000619888306
+38,2.158804969089787,0.8165835316588239,0.0999263097963682,2.058878671832201,2.9655782556533814,11.50000057220459
+39,2.162573023540218,0.8118414559015413,0.11892064792535655,2.0436523862001374,2.8267831897735594,14.450000495910645
+40,2.0965514008591817,0.8096552636565232,0.08316612997796477,2.013385287145289,2.8609676694869997,13.350000743865968
+41,2.0995378930394244,0.8108652030549398,0.10593870327603526,1.9935992054822969,3.2505007076263426,7.250000429153443
+42,2.068564458591182,0.8104829817283444,0.11199856036138243,1.9565658860090303,3.0498085975646974,10.35000054359436
+43,2.0384605686839032,0.8043606761025219,0.10452611962469613,1.9339344646872543,3.1459784650802614,9.250000457763672
+44,2.0167522721174285,0.802398376348542,0.10863884138624842,1.9081134418161905,3.105961866378784,9.900000505447387
+45,1.9636773190847256,0.8010888971933504,0.08650838324754703,1.8771689432423289,2.867804584503174,14.050000638961793
+46,1.9661665893182523,0.7976225643623166,0.11745737374919217,1.8487092198395148,3.0438017654418945,10.10000060081482
+47,1.9432005358905327,0.7974642849550014,0.1208677459053877,1.8223327834431717,3.2669144964218138,8.30000054359436
+48,1.9352828991122362,0.7963501927329273,0.1257038262740868,1.8095790729290102,3.2499531173706053,9.150000581741333
+49,1.8619022020479528,0.7899337440002255,0.0972967242322317,1.764605478542607,2.880760893821716,13.250000686645508
+50,1.829133548387667,0.791247101818643,0.10155763458914874,1.7275759185232766,2.947289547920227,13.150000715255738
+51,1.8158954730847987,0.7884356335895818,0.11137998026863831,1.7045154891363004,2.8322341775894166,16.100000896453857
+52,1.7991049551382297,0.7831884826101908,0.11543060630196478,1.6836743500174545,3.137950510978699,9.600000505447388
+53,1.7625141899760177,0.7844089356864371,0.11255696956522582,1.6499572178212607,3.070630793571472,11.300000610351562
+54,1.7460684020344803,0.7855017083447154,0.11518153007619264,1.6308868803629062,3.6379217433929445,7.950000467300415
+55,1.7088743622710065,0.780317386476005,0.12741354071512456,1.5814608277344122,3.924200720787048,6.400000391006469
+56,1.6819621382690058,0.7787358818984613,0.12233952959863151,1.5596226046725017,3.305624079704285,9.000000553131104
+57,1.6757672879754044,0.7770939556563773,0.13582585979162193,1.539941421369227,3.5853558492660524,7.400000419616699
+58,1.644891471397586,0.7773378375099926,0.1287924950806106,1.516098976135254,3.813602409362793,7.600000438690185
+59,1.5973327305258773,0.7728488503432855,0.13990227469220395,1.4574304557428128,3.3946738719940184,9.600000495910644
+60,1.570468661261768,0.7734207699938518,0.15384971523066845,1.416618940306873,4.284968228340149,6.750000424385071
+61,1.534614961321761,0.7691917492122184,0.14946059846296544,1.3851543635856816,4.439122724533081,6.000000381469727
+62,1.4724987251002615,0.7646403879654117,0.14149068568537876,1.3310080388697183,5.647726821899414,5.900000357627869
+63,1.4907197777817889,0.7690058670392851,0.15840910102536038,1.3323106823897943,3.9540597105026247,7.150000443458557
+64,1.4782880079455492,0.7678900520975996,0.17554350724307502,1.3027445019745245,4.250961637496948,6.800000333786011
+65,1.4527079215863856,0.7669232502216246,0.17340180032500407,1.2793061268038866,4.3283028984069825,6.650000333786011
+66,1.374529704815004,0.7624020460175305,0.1570908503561485,1.2174388533685265,5.263332204818726,6.000000367164612
+67,1.3552814605759411,0.7551013405730085,0.17608075679802312,1.1792007045048039,5.733369703292847,6.0000003147125245
+68,1.3447643663825057,0.7590805553808445,0.18124399906614932,1.163520368134103,6.268716363906861,6.000000410079956
+69,1.3245387033718388,0.7545291214454465,0.20111431108742225,1.1234243904672019,4.633485164642334,6.600000410079956
+70,1.25033088282841,0.7510796785354614,0.17517494973612996,1.0751559370901527,5.109531545639038,7.4000003623962405
+71,1.2628113889112704,0.7515327450705738,0.2143076601915243,1.0485037361703269,4.390936603546143,6.250000400543213
+72,1.2101486645093777,0.751822952817126,0.19816860829184696,1.011980058216467,4.547331075668335,7.050000438690185
+73,1.2024816187416636,0.7476336941486452,0.2128804062561291,0.9896012123038129,4.495673699378967,6.850000476837158
+74,1.1686183461328832,0.748033542458604,0.19982000222293342,0.9687983495433156,5.651003732681274,6.20000036239624
+75,1.144650168535186,0.7444672700835437,0.2236130375687669,0.9210371389621641,5.367927837371826,7.250000400543213
+76,1.1461314369992512,0.747202579568072,0.24695560408801567,0.8991758329112355,4.257327189445496,8.30000051498413
+77,1.0902527498035897,0.7430065753983288,0.22776732321192578,0.8624854233206772,4.298566684722901,7.750000429153443
+78,1.0651875618027478,0.7393406440572041,0.22647888704044064,0.8387086711278776,4.526974544525147,8.500000410079956
+79,1.0631698050150058,0.7408545627826597,0.25598672977307946,0.8071830752419262,4.370191226005554,7.2500004386901855
+80,1.0467140747279655,0.7401046782005124,0.24404432152102634,0.8026697519348889,5.316534614562988,7.00000033378601
+81,1.0267958132232107,0.7361761956680112,0.26948863558652925,0.7573071703678225,5.261417179107666,6.950000374317169
+82,0.9859416208616117,0.7346834075160142,0.2613526033919032,0.7245890149256078,5.474551372528076,6.550000419616699
+83,0.9642710075145815,0.7298758349767546,0.2725699409479048,0.69170106329569,6.396885509490967,6.7500004196167
+84,0.9781691431999207,0.7335625596162749,0.2988633913237874,0.6793057496954755,6.517561292648315,6.300000367164611
+85,0.9532452356524583,0.7340269539414382,0.2947471654269753,0.6584980691351542,4.332827935218811,8.950000562667846
+86,0.9004760268257885,0.7292169056287626,0.2942404205479273,0.6062355979186732,3.7928597688674928,12.35000057220459
+87,0.8934283838039492,0.7288034543758486,0.29849203694157483,0.5949363526774616,5.148398151397705,7.650000476837159
+88,0.9025983854037959,0.7292970491618644,0.32859739988315395,0.5740009844303131,5.769504041671753,6.250000429153443
+89,0.893587185115349,0.7267889206002398,0.3297117334313509,0.5638754513205552,4.1317593240737915,10.75000051498413
+90,0.9097847386104304,0.7248881197557216,0.34817015688593794,0.5616145795438348,4.363770141601562,9.10000060558319
+91,0.8649675439043742,0.7265592697190075,0.3325996442538936,0.5323678952891652,5.642327289581299,8.100000495910644
+92,0.818664608932123,0.7254514243544602,0.3233496993780136,0.4953149099175523,5.180975875854492,8.400000381469727
+93,0.8156211099973539,0.7201181010502141,0.32737026599849145,0.48825084000098995,5.136834707260132,8.000000424385071
+94,0.8270659577555772,0.7234387790284506,0.35522350668907166,0.4718424503396197,4.8139927864074705,10.200000381469726
+95,0.822059888665269,0.7220620309434286,0.3683705635187102,0.45368932005835744,5.22729905128479,7.750000476837158
+96,0.8191966647055091,0.7206121465054954,0.3810327609137791,0.4381638983400857,4.611594667434693,7.850000381469727
+97,0.8202620090507879,0.7223166896075737,0.405701269463795,0.4145607417676507,4.607320590019226,8.750000457763672
+98,0.8272636823537873,0.7219203754169184,0.41807150113873365,0.40919218194193957,5.113488235473633,7.25000039100647
+99,0.8342370158288537,0.7185977203090016,0.42286616999928545,0.41137084292202464,5.505508842468262,6.8500003290176394
+100,0.8161252344526896,0.7184585550936257,0.4375019567768748,0.37862327622204295,3.950735445022583,11.650000658035278
+101,0.8013261120493819,0.7152039568598677,0.42348649443649666,0.3778396168859994,4.84021390914917,8.950000476837157
+102,0.7932203150377041,0.7158153522305373,0.42551716398902056,0.36770314705081103,4.179015145301819,11.150000524520873
+103,0.778670864861186,0.7128924320383769,0.42982242601673776,0.3488484359369045,4.290382361412048,11.00000051498413
+104,0.8206775813567929,0.7154430703419011,0.4729137689602084,0.34776381166969855,4.900857429504395,9.300000553131104
+105,0.808814525604248,0.7132221140512606,0.4711009394831774,0.33771358466729884,3.9086723947525024,12.550000600814819
+106,0.8312654597003285,0.715412610914649,0.4858482051186445,0.3454172563988988,5.010342741012574,7.750000505447388
+107,0.8167312654053293,0.7107498602169317,0.5020485898343529,0.3146826784785201,4.111585521697998,11.050000638961793
+108,0.8232057138187129,0.7158702277555699,0.505821399572419,0.31738431279252216,4.1621326017379765,10.550000476837159
+109,0.7984164677015165,0.7149116353290838,0.4948646375318853,0.3035518268986446,4.176231422424316,8.800000495910645
+110,0.856037025044604,0.7137152799745885,0.547201378316414,0.30883564781851885,4.370841941833496,11.000000495910644
+111,0.874915723393603,0.719934723726133,0.5755230849835931,0.2993926307777079,4.1638421010971065,11.100000505447388
+112,0.7743996992343809,0.7115144613312512,0.5072532979453482,0.267146398744932,4.009217143058777,11.550000667572021
+113,0.8273692843390674,0.7111636923580635,0.5448375758601398,0.2825317084789276,3.9016185998916626,11.050000600814819
+114,0.8298636631267827,0.7112292312994236,0.5565696823887709,0.27329398219178364,4.608063993453979,10.650000581741333
+115,0.829200969963539,0.7113386770574058,0.5669228318260937,0.26227813522990157,4.217336115837097,10.650000638961792
+116,0.8460517409371167,0.7118624317936781,0.587666705614183,0.25838503277883296,3.821919550895691,13.650000667572021
+117,0.8449490288408791,0.7114363734315081,0.5962684837783255,0.24868053888402333,3.7965118074417115,13.350000629425049
+118,0.8726242141025823,0.711309931627134,0.6191250507424517,0.25349915790848615,3.8060424518585205,15.00000066757202
+119,0.9258107484840765,0.7137148830948806,0.6749510234448968,0.2508597243122938,4.4502947473526,11.650000495910644
+120,0.9003673617432757,0.7106138642241315,0.6598231254554376,0.24054423665128102,3.7540940475463866,13.450000762939453
+121,0.9112978926519069,0.7114012183212652,0.667288296833271,0.24400959109387746,4.11226637840271,12.200000553131103
+122,0.8978404635336341,0.7092348729691854,0.6639308987594232,0.23390956550109676,3.863548412322998,15.300000724792481
+123,0.908762316878249,0.7113283102105303,0.6830383255714323,0.2257239909433737,4.230502333641052,13.500000610351563
+124,0.9199868876759599,0.7109910046182027,0.7000507101780031,0.21993617168286952,4.090372753143311,14.200000629425048
+125,0.8791479599185106,0.7067184331940441,0.6629520589258613,0.2161958999023205,4.200939121246338,12.250000658035278
+126,0.9495999071656204,0.7111303341097948,0.7250062227249146,0.22459368116971923,3.6903049755096435,15.600000743865968
+127,0.9263657287853521,0.7072841830369903,0.7120748278571338,0.2142909041992048,3.997219557762146,14.650000705718995
+128,0.9048059829851476,0.7067785931796562,0.6963437962822798,0.20846218561253896,3.6565018320083618,14.100000667572022
+129,0.9433538041463713,0.7066004436190535,0.7404483658511464,0.20290543647801004,3.885303750038147,17.250000762939454
+130,0.974646609003951,0.710248400525349,0.763908656632028,0.21073794582994973,4.059085907936097,14.650000686645507
+131,0.9778839640501069,0.7088681401276007,0.7656253779806742,0.2122585802543454,3.8450285816192626,16.300000896453856
+132,0.9217477862427874,0.7026495410174858,0.7125697950037514,0.20917799232936488,3.65928035736084,16.300000591278078
+133,0.942356387289559,0.7059114066565909,0.739644467830658,0.2027119180051292,3.480996079444885,18.800000801086426
+134,0.9593702932683433,0.7023472640572525,0.7539074929749093,0.20546279956654803,3.690702352523804,19.350001010894776
+135,0.9232181688634361,0.7022724049847301,0.7198574077792284,0.2033607574497781,3.758356866836548,19.050000896453856
+136,0.9476352028730439,0.6958484635120485,0.7300989860441627,0.21753621610199533,3.7728531980514526,20.150000953674315
+137,0.8571802581228861,0.6910938097209465,0.6427747214712748,0.21440553628816839,3.775187654495239,21.650000896453857
+138,0.8070218475853524,0.6855839141985265,0.5937836264691702,0.21323821966241047,3.7876571941375734,21.250001220703126
+139,0.8259953580251554,0.6787895763792643,0.6117945327991392,0.2142008274066739,3.9685341262817384,20.45000123977661
+140,0.7886785501387061,0.6788971627630839,0.5714915939947454,0.2171869594149473,3.9802512550354003,19.800000858306884
+141,0.7487694751925584,0.6680290960684055,0.544834010484742,0.20393546289060174,4.1713246774673465,20.050000896453856
+142,0.7372418249525675,0.6649538220428839,0.5185040359090014,0.21873779231455268,4.025873537063599,19.10000087738037
+143,0.700866880940228,0.6549694857946257,0.49628570603161326,0.204581172727957,4.13241448879242,20.300000839233398
+144,0.650490477317717,0.6519516066807073,0.4508472688314391,0.19964321139382152,4.145108270645141,20.050001010894775
+145,0.6511176795494266,0.6432756243682489,0.4547147620015028,0.19640291863825263,4.210921502113342,21.00000108718872
+146,0.60074488636924,0.6392399116260249,0.41584235211698023,0.18490253534258866,4.193465924263,19.750001106262207
+147,0.6138757678066812,0.63517803680606,0.42599326953655337,0.18788249954217817,3.9730428886413574,21.650000972747804
+148,0.6053663339556717,0.6306947237107812,0.41330017040415507,0.19206616173430188,3.8876025581359865,22.150001296997072
+149,0.5741030675608937,0.6229510874283023,0.39709043284741846,0.17701263580380416,4.0887044906616214,22.200001068115235
+150,0.583511636751454,0.6183252043840362,0.4019475026828487,0.1815641347954913,3.970011954307556,23.30000129699707
+151,0.5668385784800459,0.6152870422456322,0.38643396991055184,0.18040461075015185,4.165788893699646,20.650000762939452
+152,0.5641028561243197,0.6094873227724215,0.3784689001920747,0.18563396283766118,3.9312459993362427,23.200001125335692
+153,0.5387655511135008,0.6043622915337725,0.37162962773951086,0.1671359228288255,3.9907225036621092,20.75000120162964
+154,0.533692412986988,0.5997916823480187,0.3646402235438184,0.16905219180554878,3.971173267364502,22.400001029968262
+155,0.5470068236676658,0.5904728334124495,0.37664962541766284,0.17035720097582516,3.84147536277771,23.80000141143799
+156,0.5202882827782049,0.5870736604783593,0.35095795007740577,0.16933033433629247,3.9990470361709596,22.25000104904175
+157,0.5112951964866824,0.5835098842295204,0.3477942507441451,0.16350094501565143,3.893224320411682,22.500001487731932
+158,0.5258633501645995,0.5774819967223377,0.36139663763162566,0.16446671089748058,3.892979245185852,23.75000129699707
+159,0.5150169403087802,0.5757206969144868,0.3541423823775315,0.16087455611403395,3.8038830041885374,23.400001106262206
+160,0.4999141409629729,0.5635235978335869,0.34190804057004975,0.1580061022101379,3.8419805335998536,22.900001029968262
+161,0.5187333269817073,0.5571755926783492,0.3553047819835384,0.16342854645194077,3.8953681230545043,23.650001296997072
+162,0.5012225050751756,0.5578491077190493,0.34340181147179955,0.1578206976012486,3.7874781274795533,24.150001296997072
+163,0.510793198172639,0.5533802989052563,0.3595930305196018,0.15120016747131582,3.8085243701934814,23.75000135421753
+164,0.5153243083779405,0.5504583309336406,0.36172561892649024,0.15359869254071537,3.8775713777542116,23.45000120162964
+165,0.5282060184129854,0.5369018054589992,0.37434299944377525,0.15386301787888132,3.7588753128051757,23.750000953674316
+166,0.5509560195411124,0.5315252251741363,0.3927291075630886,0.1582269145221245,3.746994857788086,24.900001525878906
+167,0.5279981348572708,0.5271695525181003,0.3757826057149143,0.15221553168645718,3.8064084672927856,23.700001411437988
+168,0.5348756560465184,0.5194915024245658,0.3845652450875538,0.15031041386650829,3.7645787096023557,24.400001525878906
+169,0.5447713616417675,0.5120284237512728,0.38500027176810475,0.15977109187259908,3.7517679786682128,25.000001220703126
+170,0.5364109779276499,0.5036450929758025,0.3851078149022126,0.1513031590275648,3.758261089324951,24.650001258850097
+171,0.5249217581458208,0.5023978875904549,0.3759029082408765,0.14901885244904495,3.8083883571624755,23.75000118255615
+172,0.5169313462769113,0.493644283312123,0.3714259775673471,0.14550536852784274,3.6162447261810304,26.900001411437987
+173,0.5626596365033126,0.4830955928418694,0.4108555455033372,0.151804090454811,3.6346436500549317,27.300001335144042
+174,0.5097017673457541,0.4798290598683241,0.36481458675570605,0.1448871762287326,3.7461379671096804,24.150001258850097
+175,0.5590648353099823,0.46079054547519216,0.4153320396818766,0.14373279272056208,3.7625555038452148,25.45000114440918
+176,0.5137547094647478,0.46507636730263874,0.37066806380341694,0.14308664275378716,3.9189739990234376,23.60000110626221
+177,0.527679888213553,0.4481720459170458,0.38889841844395895,0.1387814741309096,3.9558740758895876,22.90000087738037
+178,0.5288989885551173,0.44253144613126427,0.38212011500102716,0.14677887064654652,4.003314099311829,23.600001068115233
+179,0.503031313419342,0.43785732839165664,0.3612183361518674,0.14181297635886728,3.919278268814087,25.25000114440918
+180,0.49847231550914484,0.4205418258178525,0.3549519173982667,0.1435203986560426,3.8765140438079833,25.000001163482665
+181,0.5135725017000989,0.417961886016334,0.3684578934093801,0.14511460901760473,3.941384720802307,23.900001296997072
+182,0.49164248893900614,0.4135971490929766,0.35226170028128273,0.13938078974805226,3.618308277130127,27.55000141143799
+183,0.4765411121089284,0.39462971905382666,0.33457966185197596,0.14196145352793904,3.633389363288879,26.150001373291015
+184,0.4856367256583237,0.3847665946658065,0.33944891066086,0.14618781608779255,3.654921350479126,25.550001354217528
+185,0.4797807095981226,0.3787298609570759,0.3378686635959439,0.1419120447301283,3.6861014795303344,26.150001220703125
+186,0.47682840576985985,0.3686429451151592,0.3377728374992929,0.1390555691791744,3.6363144445419313,26.300001068115236
+187,0.48404075241670375,0.35513598017576264,0.34104968643769984,0.14299106325318173,3.6559155225753783,26.1000012588501
+188,0.4859294964046013,0.34811741622482856,0.346509840430283,0.1394196605173553,3.6584877872467043,24.750001068115235
+189,0.4820800867022538,0.33823995837351173,0.3385291194043508,0.1435509682065103,3.696258058547974,24.750001220703126
+190,0.497701240022008,0.3306276565644799,0.3547035368477426,0.1429977008118862,3.733066382408142,24.30000114440918
+191,0.4915810089285781,0.31124352936337635,0.357291389529298,0.13428962048960896,3.6094503593444824,26.25000129699707
+192,0.4881499751311977,0.30449259608257107,0.3506151306919935,0.13753484589297596,3.603089895248413,26.10000129699707
+193,0.5148430284930439,0.28506590716722535,0.37856172352302364,0.13628130369796987,3.6303532028198244,25.750000839233397
+194,0.5051556782024663,0.26876895129680634,0.3750852215580824,0.13007045755299126,3.7052610397338865,24.700001277923583
+195,0.505577473378763,0.25145064621436886,0.36953761301389554,0.1360398589110956,3.6401641273498537,25.650001411437987
+196,0.46196982555273103,0.23933786553580585,0.32473324202909704,0.13723658279674808,3.625383958816528,25.300001373291014
+197,0.43369581713909056,0.2196438018141723,0.29682671696674534,0.13686909817340898,3.729581618309021,25.750001258850098
+198,0.3986924138011002,0.19983147969090848,0.26394442741463825,0.13474798366063978,3.846140670776367,23.650001106262206
+199,0.37330423186465006,0.06344846399818979,0.23338970687331223,0.13991452426445194,3.8861461877822876,23.50000129699707

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_False-regularization_True/args.yaml

@@ -0,0 +1,148 @@
+DVS_DA: true
+TET_loss: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 3
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.5
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 200
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_ResNet18
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: true
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 20
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results2/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: true
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 90210
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: RGBCEPDVS
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 6
+suffix: ''
+sync_bn: false
+target_dataset: CEPDVS
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.5
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_False-regularization_True/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61d800db85a616357fab9df35d5d045bf4d9eb01d2ca4a11797b46756f523d29
+size 134407693

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_False-regularization_True/summary.csv

@@ -0,0 +1,201 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,3.802365774061622,0.25515755211434715,2.9968054992396658,0.8055602675530968,2.998746147155762,5.4000003099441525
+1,3.790945407820911,0.41506280768208387,2.9934062027349704,0.7975392225312024,3.0501569509506226,4.450000264644623
+2,3.778643026584532,0.6458809811894487,2.9960115653712576,0.782631467028362,3.035278072357178,4.650000352859497
+3,3.7717904695650426,0.6462981119388487,2.997089717446304,0.7747007666564569,2.995939393043518,6.00000036239624
+4,3.7651651370816115,0.6775149441346889,3.0010526122116463,0.764112527777509,3.007644286155701,5.450000269412994
+5,3.7380858456216206,0.6976778332780047,2.9865503369308097,0.7515355217747572,2.943483839035034,9.050000457763671
+6,3.707805325345295,0.7061940344368539,2.973786900683147,0.7340184391998663,2.9528325271606444,8.050000476837159
+7,3.677751727220489,0.7067084079835473,2.961676440587858,0.7160752953552618,2.9904970836639406,6.200000414848327
+8,3.635712030457287,0.7065630598766047,2.936359923060347,0.6993521132120272,2.9371295738220216,9.65000051498413
+9,3.6044542556855736,0.7096195046494647,2.921460977414759,0.6829932724557272,2.8999825000762938,11.800000610351562
+10,3.533038168418698,0.7035641975519134,2.8665797535966084,0.6664584424437546,2.9488252925872804,9.600000467300415
+11,3.4515741918145157,0.6965247697946502,2.7993035549070777,0.6522706369074379,2.933329129219055,12.45000057220459
+12,3.3374259995251165,0.6993830509302092,2.6985584817281585,0.638867529427133,2.867906255722046,12.950000534057617
+13,3.1814914970863155,0.697346757097942,2.5553529611447963,0.6261385272188884,2.916101484298706,10.950000495910645
+14,2.9277675035523205,0.698783476178239,2.312672536547591,0.6150949728198167,2.920464081764221,9.500000534057618
+15,2.6230082860807094,0.6995600898091386,2.017042593258183,0.6059656928225261,2.847867307662964,13.10000078201294
+16,2.24885353227941,0.7001349737004536,1.6537402461214763,0.5951132788890745,2.863694443702698,13.250000591278075
+17,1.8463614306798795,0.7011021928089421,1.2652428353705056,0.5811186011244611,2.8457583236694335,13.000000677108766
+18,1.4616786154305064,0.7004338779100557,0.8893525411443013,0.5723260815550641,2.9032497692108152,12.800000715255738
+19,1.2451721720579194,0.6989915530856062,0.6858829710541702,0.5592892039112929,2.8613852214813233,12.650000638961792
+20,1.0047776931669654,0.6995908298143526,0.45467879641346814,0.5500988931190677,2.8633810758590696,12.650000667572021
+21,0.8658740011657157,0.7000220636042153,0.32869228666148537,0.5371817103246364,2.8664151000976563,12.50000060081482
+22,0.7524368792045407,0.7015380888450437,0.22537985389552465,0.5270570240369657,2.8234822511672975,13.90000072479248
+23,0.6811806675864429,0.699333997761331,0.16631014554238902,0.514870525133319,2.806407680511475,13.800000762939453
+24,0.6280959917277824,0.7012749401534476,0.1232552722823329,0.5048407221712717,2.8311790084838866,13.400000658035278
+25,0.5832634684516163,0.7010552534242955,0.08794681173635692,0.4953166588050563,2.8022357273101806,14.850000648498535
+26,0.5490710139274597,0.7030158173747179,0.06447587062309428,0.48459514030596107,2.807146134376526,14.750000610351563
+27,0.5351056369339547,0.7013285581658526,0.060200749919181916,0.47490488610616544,2.833996844291687,13.600000648498535
+28,0.5199278673020805,0.7035429899285479,0.05401618378918346,0.46591168496666885,2.8247251319885254,13.750000648498535
+29,0.4970688420098002,0.7047802486070772,0.041964421048760414,0.4551044200978628,2.8477120208740234,12.550000724792481
+30,0.4849645241004665,0.7040534353837734,0.036634292862400775,0.44833023010230644,2.7875793170928955,14.450000648498536
+31,0.48123294405820893,0.7052626566189092,0.04142159032748967,0.43981135400330146,2.8716537380218505,12.60000054359436
+32,0.46949031730977503,0.7077445460528862,0.038341982426439845,0.43114833424731,2.786605453491211,15.600000648498535
+33,0.4544923945171077,0.7085425679276629,0.03409327825576794,0.42039911703365607,2.896816682815552,12.45000060081482
+34,0.44431146034380287,0.7073796376949404,0.03017391891377728,0.41413754152088633,2.7965312242507934,14.950000743865967
+35,0.4372311525228547,0.7102278689058815,0.03279183232566205,0.40443932283215406,2.842938027381897,13.300000591278076
+36,0.4274725361568172,0.711089369727344,0.029178107157349586,0.3982944277728476,2.81561851978302,13.850000591278077
+37,0.4209369355585517,0.710181367106554,0.030338815027257292,0.3905981197589781,2.842831783294678,12.75000057220459
+38,0.4119595659942162,0.7124293562842579,0.02968686110362774,0.3822727036185381,2.831706442832947,13.350000610351563
+39,0.40791966420848197,0.7130343943107419,0.031223068604382072,0.3766965967852895,2.8101758766174316,13.90000072479248
+40,0.3981159053197721,0.7144331306945987,0.02794032707446959,0.3701755782453025,2.817123627662659,14.05000062942505
+41,0.39089810993613266,0.7149252499022135,0.029872903236892165,0.36102520619950645,2.848065972328186,13.150000772476197
+42,0.3865901355336352,0.7174667236281604,0.03137544442604228,0.35521469028984626,2.8129212760925295,14.150000772476197
+43,0.3788876649810047,0.7174541194264482,0.027881436413381158,0.351006228749345,2.8301589012146,15.350000762939453
+44,0.36785027457446584,0.7188175582304234,0.02428488119891504,0.34356539205807013,2.8735123348236082,12.200000562667846
+45,0.3622091485232842,0.7205381785951009,0.024040359958279425,0.3381687889738781,2.8092877292633056,14.850000705718994
+46,0.36068640394908624,0.7198068383263379,0.028029351245339323,0.33265705224944325,2.7572295475006103,14.40000078201294
+47,0.3525727609308755,0.7213508341370559,0.026871181706466327,0.3257015783612321,2.7914990282058714,15.300000476837159
+48,0.3477189475443305,0.7218253190924482,0.026632521528659796,0.3210864263336833,2.822552452087402,13.850000686645508
+49,0.34210322688265543,0.7254857261006425,0.027896344161978583,0.3142068814940569,2.823574061393738,13.450000658035279
+50,0.3359803302985866,0.7206666324196792,0.02656248461727689,0.30941784817998,2.846884913444519,13.050000677108764
+51,0.3296730133091531,0.7235066890716553,0.025398590034101068,0.30427442163955876,2.9118999814987183,13.700000562667846
+52,0.32259907446256497,0.7225408844831513,0.02377801997269072,0.298821054580735,2.8792035007476806,13.950000648498536
+53,0.3189443211729934,0.7242518576180063,0.024815500872891125,0.2941288206635452,2.959666428565979,11.900000610351562
+54,0.3147902016232653,0.725219190120697,0.024630114617871075,0.2901600868236728,2.9021753311157226,13.150000734329224
+55,0.3073172678307789,0.7240411014091678,0.022278943530670028,0.2850383258447414,2.8415338230133056,13.900000686645507
+56,0.30070768405751486,0.7262990213021999,0.022820272505646798,0.27788741123385546,2.8193420648574827,13.250000762939454
+57,0.30083399502242486,0.7267266773596043,0.023464852171700176,0.27736914085178843,2.7744119691848756,15.000000896453857
+58,0.29152516838980885,0.7248283493809584,0.02114700344277591,0.27037816549219734,2.8325635385513306,13.750000534057618
+59,0.2853008624983997,0.7260264521691857,0.02013858625801598,0.26516227642210516,2.838017406463623,14.300000743865967
+60,0.280716895330243,0.7229682730465401,0.020351980244967996,0.26036491590302163,2.82737774848938,15.350000762939453
+61,0.2772317565068966,0.7259074609454085,0.021605630995842014,0.2556261223990743,2.8237839460372927,13.85000072479248
+62,0.27529766937581507,0.7264313915880715,0.023023789180669843,0.252273877219456,2.8882360076904297,12.750000629425049
+63,0.2723884880542755,0.7269647557560991,0.024060451720909374,0.24832803774170759,2.7798731565475463,14.300000896453858
+64,0.2721143982759336,0.7298421932429802,0.026682508882226015,0.24543189021145426,2.7820351266860963,14.700000591278076
+65,0.266830382187192,0.7292741522556399,0.02577855474338299,0.24105182835241643,2.8104705905914305,15.550000896453858
+66,0.2602657650302096,0.7286111581616286,0.023501385934650898,0.23676438084462795,2.8445237398147585,13.800000648498536
+67,0.26098572553657906,0.7298505698762289,0.02618675479074804,0.234798970745831,2.8508752822875976,14.250000743865966
+68,0.26656142785781767,0.7285784512031369,0.035252154509468774,0.23130926925961565,2.796280612945557,15.650000839233398
+69,0.25711124045092887,0.7316731330825061,0.02854059895545971,0.22857064299467134,2.860374903678894,13.55000062942505
+70,0.2496840997440059,0.7290503019239845,0.025365361625828396,0.2243187387542027,2.825120086669922,15.250000801086426
+71,0.24032146283766118,0.7266233577960874,0.02100710602613484,0.2193143582198678,2.7985769510269165,17.10000108718872
+72,0.23586513792596212,0.7250006635014604,0.020457572371857923,0.21540756632642047,2.8593157386779784,14.950000762939453
+73,0.23085935559214615,0.7246688793345195,0.018513453329300007,0.2123459032395991,2.9965494108200073,11.450000610351562
+74,0.22867636673334168,0.7255241710965227,0.019712342471792932,0.20896402546545353,2.8972102308273318,14.100000705718994
+75,0.22507088540530787,0.7261132496159252,0.019333277533694012,0.2057376082350568,2.947591028213501,13.850000648498535
+76,0.22171731583955812,0.7264736498274454,0.020058198423102136,0.20165911643970302,2.9587569189071656,14.200000705718994
+77,0.21763988420730684,0.7254276668153158,0.017534437066898112,0.2001054468678265,2.9010140085220337,16.20000078201294
+78,0.21444647159518265,0.7244135606579665,0.017601280473172665,0.19684519091757333,2.910258994102478,14.05000057220459
+79,0.21051667812393932,0.7209597695164565,0.018443730114618452,0.19207294830461827,2.954683389663696,14.300000743865967
+80,0.20680368128346233,0.7216476405539164,0.01643817203982574,0.190365508925624,2.8400998735427856,14.10000075340271
+81,0.2042686583065405,0.7214478356082265,0.018032427672751067,0.18623623106537796,2.8409147214889527,16.35000061035156
+82,0.20271611867881403,0.7219047909829674,0.019635814491931986,0.18308030359628724,3.020606908798218,14.700000782012939
+83,0.1979432498536459,0.7199482147286578,0.01792590406428023,0.18001734519877086,2.9704097175598143,14.75000078201294
+84,0.19808895268091342,0.7216653998305158,0.019548375136786846,0.17854057688538622,2.8514118909835817,15.000000743865966
+85,0.19609930093695477,0.7209979368419182,0.0192562376671448,0.17684306204319,2.9838173007965088,16.10000076293945
+86,0.1901440202462964,0.7166124131621384,0.01744678866390775,0.17269723190040123,2.9167278385162354,16.400000743865967
+87,0.18738158774085162,0.717784938288898,0.018074600889188486,0.16930698766940977,3.004562520980835,14.100000667572022
+88,0.1846576569283881,0.7164453224437993,0.018413463198557134,0.16624419427499537,2.861460790634155,16.700000715255737
+89,0.18467746238882948,0.7211231865533968,0.019376105083743246,0.16530135710064958,2.9455286645889283,15.900000686645507
+90,0.1789929129001571,0.7182540239357367,0.016654984185063258,0.16233792973727715,3.031957449913025,14.250000638961792
+91,0.17523645446067904,0.7151873475167809,0.01645253101227487,0.1587839224716512,2.990340542793274,14.950000782012939
+92,0.17590766999779678,0.7175994064749741,0.018849626751389445,0.15705804381428695,3.039931812286377,13.30000062942505
+93,0.17245903393117393,0.7161262427888265,0.017214378728190573,0.1552446542716608,2.9626160049438477,14.600000686645508
+94,0.16938909415791675,0.7143551692730044,0.017506978497272584,0.15188211566064416,2.9269638872146606,14.650000925064086
+95,0.16690805554389954,0.71309564317145,0.017291099060235952,0.14961695743770134,3.176167073249817,12.600000696182251
+96,0.16323805909331252,0.709917953828486,0.01616768906937867,0.14707037043280718,2.9884317827224733,15.40000057220459
+97,0.15903297175721423,0.7100985137427726,0.01591119753969152,0.14312177405851642,3.034546799659729,14.850000591278077
+98,0.15834357898409773,0.7104344193528338,0.015879206223095337,0.14246437244298982,3.2860585165023806,12.00000057220459
+99,0.15420251866666282,0.7096649146661526,0.015137640941070347,0.13906487713499768,3.0132986736297607,15.200000724792481
+100,0.1529100141147288,0.7082878016844029,0.015961973201029184,0.13694804034581998,3.191402106285095,13.150000667572021
+101,3.188527549185404,-1.006803546759238e-08,2.982435307851652,0.20609224642195353,2.715279574394226,16.700000743865967
+102,2.72448403660844,-6.93027651526175e-09,2.5324924806269205,0.19199156070627818,2.5493111658096312,21.00000102996826
+103,2.6200896181711335,-8.73198763514902e-09,2.438196781204968,0.18189283042419246,2.4820052337646485,23.550001068115236
+104,2.5299734080710063,-2.2440408483831037e-09,2.3554877246298442,0.17448569470789374,2.475597815513611,23.700001182556154
+105,2.4813234050099444,-9.872302151985035e-09,2.3116205610880036,0.16970286064031648,2.4585591077804567,23.600001640319825
+106,2.4053309545284365,-5.613058144774828e-09,2.242093347921604,0.16323760260895984,2.5256090641021727,22.85000087738037
+107,2.3347511233353035,-6.276581047248438e-09,2.1769996968711296,0.15775142755450272,2.552219858169556,21.90000108718872
+108,2.2765926616947825,-2.9111557823921566e-09,2.1236644925140755,0.15292815536987492,2.5524447059631346,22.000000991821288
+109,2.2057964627335713,3.829996713800918e-09,2.0586696397967454,0.1471268098528792,2.563726944923401,22.750001220703126
+110,2.1711927187152025,-2.696449798629651e-09,2.0269797458881285,0.14421298336691973,2.6570426845550537,21.550001087188722
+111,2.128242513028587,-1.913182405267448e-08,1.9876584948562994,0.1405840236239317,2.5969160556793214,22.800001220703123
+112,2.076206096788732,-1.620864432740184e-08,1.9397591381538204,0.13644694936711613,2.7290759181976316,21.050001068115236
+113,2.0319826137728807,-6.982199606205014e-09,1.8991423263782408,0.13284029956997895,2.705734820365906,22.000001258850098
+114,1.9822013756123984,-1.2165662074747287e-08,1.8530841455226992,0.12911723172519265,2.6832850122451783,21.750001106262207
+115,1.9257120824441678,-1.9391753532714585e-08,1.800858233033157,0.12485385777019872,2.6911346197128294,22.800001106262208
+116,1.8904386816955194,-1.7595265652843e-08,1.767960818802438,0.12247786380168868,2.7126314353942873,21.25000118255615
+117,1.8551823714884317,-6.0900041576184475e-09,1.7355445390794335,0.11963783531654172,2.5956054162979125,23.050001068115236
+118,1.793656192174772,-1.2644872819956387e-08,1.6784557278563337,0.1152004599571228,2.70821786403656,21.85000102996826
+119,1.7616033554077148,-1.7395210135927538e-08,1.649059368342888,0.11254399215302817,2.70866578578949,21.550000915527345
+120,1.7090415867363535,-2.1015726835375984e-08,1.5998867255885427,0.10915485787682416,2.80313355922699,20.000000915527345
+121,1.6595390657099283,-5.8873253155506484e-09,1.5538797262238293,0.10565933894093443,2.6517954158782957,23.700001182556154
+122,1.630486869230503,-1.2657520755120018e-08,1.527053879528511,0.10343298097936118,3.240567421913147,17.600000734329225
+123,1.5871227834282853,-1.0846664386903802e-08,1.486605571537483,0.10051721934138275,2.861138505935669,21.950001068115235
+124,1.5376741740761735,-2.0144139083203937e-08,1.440818487144098,0.09685569311060556,2.80664391040802,21.550001239776613
+125,1.5062802332203562,1.1314938724416912e-09,1.411632215104452,0.09464801593524654,2.7042570018768313,22.55000102996826
+126,1.4713485182785406,-1.0405107908118334e-08,1.3789955610182227,0.09235296343884818,3.0666895580291746,21.15000112533569
+127,1.4135920797906272,-1.3354611877081475e-08,1.3249115420550834,0.08868053882587247,2.9089654970169065,22.15000093460083
+128,1.4160398826366518,-9.964125481412872e-09,1.3277316413274625,0.08830824839632685,3.1903445053100588,19.4500009727478
+129,1.3375773604323224,-1.472181439441037e-08,1.2541337623828794,0.08344358878164757,3.018452296257019,20.95000104904175
+130,1.3212302574297277,-2.720483646791409e-09,1.2388926192027767,0.0823376476764679,2.858332648277283,22.95000093460083
+131,1.2818450927734375,-1.1415392426213191e-09,1.2021254228382576,0.07971966866312957,2.8566213703155516,22.6000012588501
+132,1.2458073918412371,-1.1330815180419807e-08,1.168337906279215,0.07746949119538796,3.2046586370468138,21.600001220703124
+133,1.1955038541700782,-4.765392142375553e-09,1.1213986306655697,0.07410523259058231,3.041178722381592,21.350001182556152
+134,1.1747444228428165,-7.037258941820948e-09,1.1021196580514676,0.07262475443322484,3.175808939933777,20.950001106262206
+135,1.151527704262152,-3.853916261154486e-09,1.0803797157799326,0.07114798730102981,3.2322079229354856,20.950001258850097
+136,1.1167547106742859,2.9537367890646173e-09,1.0476978886418227,0.06905682648463947,3.3038009357452394,20.10000093460083
+137,1.0938105379662864,-4.678278650523556e-10,1.0262829719520197,0.06752756583254511,3.1472418403625486,21.650001258850097
+138,1.0536772957662257,-5.2148930378704465e-09,0.9888881008799483,0.06478918970721524,2.9324227714538575,23.250001220703126
+139,1.0496287069669583,-1.0449730360150858e-08,0.985268251198094,0.06436046131136941,3.218301477432251,21.10000110626221
+140,1.0326814317121737,-9.54388216517025e-09,0.969487677260143,0.06319375354342344,3.1672510623931887,21.650000972747804
+141,0.9799139586890616,-2.7310344772729745e-09,0.9198326773759795,0.060081284402347196,3.289287123680115,20.400001029968262
+142,0.9662652539043892,9.008237625522292e-10,0.9071525189934707,0.05911273463833623,3.3144032526016236,20.950000877380372
+143,0.9394538577009992,-2.9454884637377476e-09,0.8819226564430609,0.05753119862297686,3.293108735084534,21.650001029968262
+144,0.9148597906275493,-4.322779597690974e-09,0.8590710352106792,0.05578875768838859,3.164634494781494,22.00000133514404
+145,0.8805285721290402,2.728071391206238e-09,0.8268458450712809,0.053682725967430484,3.118840608596802,22.60000087738037
+146,0.8688214304970532,-1.1588457745254517e-08,0.8159727003516221,0.05284873341641775,3.36102979183197,20.150000972747804
+147,0.8524090008037847,1.2260800764869647e-08,0.8006006653715925,0.0518083352504707,3.604088134765625,19.700000991821287
+148,0.8207623493380662,-6.739495970105956e-10,0.7708854311850013,0.04987691978855831,3.2298221302032473,21.250001163482665
+149,0.8210001980386129,-1.0444989270796456e-08,0.7711954393037935,0.049804758371376406,3.5383063316345216,19.80000093460083
+150,0.8017532432951578,4.326544867798872e-09,0.7532060509774743,0.048547193680594604,3.520329113006592,20.750000972747802
+151,0.7779723144159084,3.4163359910965523e-09,0.7308369642350732,0.04713535045341748,3.5521326303482055,20.950001010894777
+152,0.7796368424485369,-4.002868455060138e-12,0.7324208718974415,0.04721597046023462,3.5330489587783815,21.50000093460083
+153,0.76168999003201,-4.5514854758808674e-10,0.7156333937877561,0.04605659506306416,3.3899999141693113,21.800001087188722
+154,0.7429015781821274,-2.0447869883062426e-09,0.6979907024197463,0.04491087966939298,3.374557070732117,20.950000953674316
+155,0.7082608676538235,-8.411884977096194e-09,0.6654428825145815,0.04281798095964804,3.2117173957824705,22.700001373291016
+156,0.7001185155496364,-5.913000394811391e-09,0.6578148021930601,0.042303717717891785,3.4326604557037355,21.700001106262206
+157,0.6847664568482376,-1.182076539633011e-08,0.6435430456952351,0.04122341133472396,3.360743103027344,21.200001106262206
+158,0.6976362481349851,8.426414023691072e-09,0.6557582471428848,0.041878003445340366,3.5198266983032225,19.95000120162964
+159,0.6753439714268941,-8.205449544655685e-09,0.6346795180948769,0.04066444924328386,3.435803050994873,21.600001068115233
+160,0.6577830285560794,-4.545235422116192e-09,0.6182246673397902,0.03955836176145368,3.397143492698669,22.050001220703123
+161,0.6485754614923058,6.97570001740805e-10,0.6096265534075295,0.03894891017457334,3.4996243047714235,21.450001277923583
+162,0.6449146285289671,-4.548935775486792e-09,0.6061763668932566,0.03873826527014011,3.3276290273666382,22.50000108718872
+163,0.643175911612627,-8.629171306982155e-09,0.6045564064165441,0.03861950465091845,3.434790177345276,21.400001010894776
+164,0.618590747437826,-6.143632428501626e-09,0.5814362502679592,0.03715449807847419,3.5487618923187254,20.75000102996826
+165,0.6199721359625096,1.145719017372563e-09,0.5829043272064953,0.03706780698422978,3.493330144882202,21.0500012588501
+166,0.6116400470093983,-4.977587476680629e-09,0.5749742076164339,0.036665839029521474,3.412459149360657,21.10000110626221
+167,0.6043567177726001,-4.566613320487947e-09,0.5681546911960695,0.036202030710694263,3.6219146776199342,20.1500008392334
+168,0.5995637789005186,-8.640663216349863e-09,0.5636752749361643,0.03588850346462029,3.4602187967300413,20.40000112533569
+169,0.5929697999140111,-2.9688106426671105e-09,0.5575618482217556,0.03540795464522955,3.696451869010925,21.20000114440918
+170,0.5958412485878642,-1.4338656505926607e-08,0.5603937928269549,0.035447457850706285,3.596107907295227,21.25000118255615
+171,0.5837234898311335,1.8326836993490517e-09,0.5489048245476513,0.034818663193685255,3.6312835216522217,20.80000118255615
+172,0.569164795119588,-1.1373545891739661e-08,0.5351673982492308,0.033997395825458736,3.6020590591430666,20.950001029968263
+173,0.5611794096667592,-1.1148014594553497e-08,0.5277252495288849,0.033454163272569816,3.6412514877319335,21.050001068115236
+174,0.5673195232705373,-1.023705634096103e-08,0.5334850491547003,0.033834473479811736,3.6141011333465576,21.100001068115233
+175,0.5510098316320559,-8.89766453118474e-09,0.518128704007079,0.032881125171736976,3.6882042407989504,21.150000915527343
+176,0.5461498477110048,-4.302106587723808e-09,0.5136989587690772,0.03245088230909371,3.756988077163696,20.300000839233398
+177,0.5452613234519958,-1.1598926603271613e-08,0.5128625515030651,0.03239877481104397,3.654419569969177,20.30000114440918
+178,0.5428371189571009,-1.7298242643171418e-08,0.5105802249617692,0.032256894631356725,3.6960956239700318,20.050000953674317
+179,0.5360036150711339,-7.058834478179727e-09,0.5040399882851577,0.03196362805802647,3.7337840843200683,19.650000953674315
+180,0.5431860220141527,-6.3616549135604956e-09,0.5109829277527042,0.03220309507919521,3.565566129684448,20.950001106262206
+181,0.546547812659566,-9.796014081125418e-09,0.5140799443896223,0.03246787263125908,3.742923169136047,20.600000648498536
+182,0.5325190766555506,-1.364306824838163e-09,0.5008975463669475,0.03162152869854032,3.72863468170166,20.800001220703123
+183,0.5256275389252639,-5.693508443562532e-09,0.4944680078727443,0.031159535277543997,3.7693114185333254,20.900001068115234
+184,0.5107061659417501,-1.2064738303152586e-08,0.4803750943846819,0.03033107114819492,3.7764153051376343,19.900000953674315
+185,0.53043499298212,-9.009460566647353e-10,0.49918031692504883,0.03125467183204686,3.739938244819641,20.650001220703125
+186,0.5259350421952038,-1.3430655048769542e-08,0.4948887745054757,0.031046265054766726,3.601266369819641,21.500001163482665
+187,0.5305936547314248,-4.333701130466351e-09,0.4991107982833211,0.03148285790187556,3.7322416210174563,21.000000953674316
+188,0.519016403250578,-9.335309104014794e-09,0.48829793421233575,0.030718469901419267,3.6061310529708863,21.00000089645386
+189,0.5199819119965158,-1.1822653085902855e-08,0.4891621048857526,0.030819803658055096,3.6158735752105713,21.500001239776612
+190,0.5198973075645726,5.0185111278989085e-09,0.4890362002500674,0.030861110312909616,3.7020450592041017,20.35000110626221
+191,0.5148992807399936,-8.183668665916358e-09,0.48437558223561544,0.030523698322656678,3.6678040552139284,20.800000915527345
+192,0.5104719211415547,-1.5013841024877063e-08,0.4802852447439985,0.030186677169872493,3.68596480846405,20.800000953674317
+193,0.5139060507460338,4.110101534575129e-09,0.48358415466983146,0.03032189880202456,3.6922518730163576,21.250001125335693
+194,0.49521142098961807,7.304915899182699e-09,0.46588470514227703,0.029326716029062505,3.702823977470398,21.150001106262206
+195,0.5065364488741246,2.2927327028965e-09,0.47658578651707345,0.029950661857317134,3.53675283908844,21.500001068115235
+196,0.5056603507297796,-6.8125974527982886e-09,0.4757862919714393,0.029874059258074296,3.623111147880554,20.500001125335693
+197,0.49812103771581884,-5.694004458641559e-09,0.4686291762968389,0.029491860237790317,3.797178316116333,20.700001125335692
+198,0.49483694535929984,-4.092397835243324e-09,0.4656241041858022,0.02921283962886508,3.8354968881607054,19.850001182556152
+199,0.4969192169061521,-8.88188614978859e-09,0.4675181929658099,0.029401026302721442,3.610543818473816,20.250000953674316

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/args.yaml

@@ -0,0 +1,148 @@
+DVS_DA: true
+TET_loss: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 6
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.5
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 200
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_ResNet18
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: false
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 20
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results2/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: false
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 90210
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: RGBCEPDVS
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 6
+suffix: ''
+sync_bn: false
+target_dataset: CEPDVS
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.5
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:feeb6a6b1ab15b2d33c53fb28e3b700aa3b55b38b6770a2aa4805dc048338c5c
+size 134402673

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/summary.csv

@@ -0,0 +1,201 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,6.16135607696161,0.33644990877407355,2.9976731277093656,2.9954579981361946,2.997725281715393,5.500000290870666
+1,6.113902150130853,0.2715425985615428,2.994753721283703,2.983377160095587,2.993510184288025,5.300000329017639
+2,6.094533048024991,0.26996079523388933,2.992217505850443,2.967335113664953,2.992662982940674,6.550000386238098
+3,6.079949937215665,0.2780265073950698,2.9877622592739943,2.9531744398721833,3.0066356086730956,5.8000003170967105
+4,6.074077140994188,0.29735125346881586,2.9886550379962458,2.936746440282682,3.018667597770691,5.500000331401825
+5,6.055671412770341,0.32176291797219253,2.9825353040927793,2.9122546475108075,2.9881339931488036,5.000000205039978
+6,6.017954093653981,0.3455613524448581,2.971297676970319,2.873875734282703,3.006759123802185,9.25000054359436
+7,5.974510378953887,0.3901559637814033,2.9598477991615852,2.8195845790025666,3.0475036334991454,7.550000438690185
+8,5.943206915041295,0.43096806290673045,2.9354272005034656,2.7922957815775056,2.9292771577835084,8.750000400543213
+9,5.879854551175746,0.47408256443535407,2.898533885071917,2.7442793497225133,3.1335340881347657,7.250000405311584
+10,5.818701069529464,0.5301773213758701,2.8316545137544957,2.721957869646026,3.035243577957153,9.05000048160553
+11,5.739766469815883,0.6046782848311634,2.7328341356137904,2.7045932223157183,2.9184544610977174,13.500000772476197
+12,5.602208160772556,0.6702210568800205,2.5920361018762357,2.675061510830391,2.904541435241699,12.450000629425048
+13,5.385231355341469,0.7104193786295449,2.3776905420349865,2.6523311487058314,2.882954087257385,12.70000060081482
+14,5.072147741550353,0.7424185334182367,2.0827220096820738,2.6182165727382753,2.911047143936157,11.70000054359436
+15,4.70903079102679,0.7615862910340472,1.7306169038865624,2.597620708186452,2.926112275123596,12.400000619888306
+16,4.337174276026284,0.770312570944065,1.3747440460251599,2.5772739677894405,3.1330375623703004,11.400000591278076
+17,3.943019064461313,0.7800175111468245,1.0150420156920827,2.5379682866538444,2.9101780748367307,14.350000686645508
+18,3.640065873541483,0.7806086482071295,0.7231234093991722,2.5266381705679546,2.988213229179382,10.900000610351562
+19,3.41279624148113,0.7766899437439151,0.5201716052322853,2.5042796658306585,3.0064741563796997,10.250000562667847
+20,3.242530130758518,0.7769161259255758,0.3781294190302128,2.4759426291395976,2.909408941268921,12.750000553131104
+21,3.1218196764224913,0.7751991065537057,0.2907252428008289,2.443494883979239,3.0778194761276243,10.050000562667847
+22,3.042559763280357,0.7707492229415149,0.22939151143882333,2.4277936714451487,2.8881283378601075,13.200000534057617
+23,2.9582984970837103,0.7617734379884673,0.18503113727017148,2.392380638820369,2.906684522628784,13.500000696182251
+24,2.9211902502106457,0.758108913898468,0.1581090263477186,2.3840267658233643,2.8803132915496827,13.900000658035278
+25,2.8532773285377315,0.7531941445862375,0.12581185705778075,2.3508684053653623,2.9374160718917848,11.95000057220459
+26,2.8099074421859367,0.7467080194775652,0.11400254088930967,2.3225508957374386,3.1652454423904417,8.850000457763672
+27,2.7810336496771835,0.7409993540949937,0.10758219959168899,2.302951777853617,2.8733029890060426,14.150000686645507
+28,2.758585854274471,0.7413373327836758,0.10370808076567767,2.2842090943964517,2.9890788125991823,12.80000057220459
+29,2.700753717887692,0.7353568542294386,0.08403031500737841,2.2490449853059724,3.110695691108704,10.750000486373901
+30,2.6864419274213835,0.7286469035032319,0.078377287744022,2.2437411837461516,3.018555927276611,13.000000686645508
+31,2.6939799145954413,0.7288756501383897,0.10720797028483414,2.222334134869459,2.94829225063324,13.450000610351562
+32,2.6394056634205145,0.7243421092265989,0.09107286637512649,2.1861617739607646,2.972719168663025,11.25000060081482
+33,2.6102855321837635,0.7184720766253587,0.08865598680042638,2.162393505980329,3.051621685028076,10.250000467300415
+34,2.6097222130473066,0.715211264970826,0.08928417105500291,2.162832417139193,2.8773130989074707,13.550000686645507
+35,2.578071634943892,0.713840448274845,0.09325076630566179,2.127900681844572,2.9437107372283937,11.700000486373902
+36,2.564257092592193,0.7134487410870994,0.1040339798825543,2.1034987496166693,3.0026767158508303,12.450000715255737
+37,2.5284320145118526,0.7062412282315697,0.09083110166759026,2.084480311812424,3.1438716220855714,10.250000467300415
+38,2.511282973173188,0.707235509302558,0.09667854229124581,2.0609866496993274,2.846600389480591,14.300000743865967
+39,2.5057560292685905,0.7041276940485326,0.11299414832781,2.0406980427300057,2.9918420934677123,12.100000495910644
+40,2.434879628623404,0.6984593214058294,0.09173543042526013,1.9939145460361387,2.911372594833374,14.050000724792481
+41,2.4264375523823065,0.6937734906266375,0.1125025641990871,1.9670482408709642,3.0677496671676634,11.05000051498413
+42,2.410917863613222,0.6891378789413266,0.1134629806549084,1.9528859621141015,3.0525643491744994,12.70000057220459
+43,2.3917334603100286,0.6890085877441778,0.10694576309221547,1.9402834177017212,3.083366107940674,11.250000581741332
+44,2.342534949139851,0.6850468589038383,0.11355447151312013,1.8864570594415433,3.246138124465942,8.200000448226929
+45,2.3189433202510927,0.6818098135110808,0.0983958767681587,1.8796425389080513,3.01598379611969,12.95000060081482
+46,2.2924908196053853,0.6745863484173287,0.12077094132943851,1.8344266996151064,3.328002109527588,9.350000429153443
+47,2.267938904645966,0.6738643515400771,0.12593100419858608,1.8050757413957177,3.148308629989624,11.100000629425049
+48,2.259053096538637,0.6741655803308254,0.13123371088650168,1.7907366374643838,3.119750943183899,9.750000677108766
+49,2.193606187657612,0.6652516722679138,0.11216160037168642,1.748818766780016,3.0596088695526125,11.800000648498536
+50,2.182267055278871,0.6638460973413979,0.11356887521176803,1.7367751365754662,3.070324158668518,12.300000619888305
+51,2.1691667103185885,0.665999504124246,0.12561016938671832,1.710556786234786,3.04707172870636,11.400000686645507
+52,2.1301273223830433,0.6581822299375767,0.13322971597677324,1.6678065119720087,3.0586925172805786,14.050000705718993
+53,2.0917586902292764,0.6534800078810715,0.12921457883061432,1.6358041036419753,3.100615735054016,12.65000051498413
+54,2.063278657634084,0.652983736701128,0.13276167531929364,1.6040251022431908,2.954181571006775,13.850000476837158
+55,2.0248290532972755,0.6458488092189882,0.13912024430748893,1.5627843810290825,3.226520986557007,12.200000715255737
+56,1.9984765663379576,0.640769766598213,0.13469001214678694,1.54340167161895,3.0007491970062254,14.050000658035279
+57,1.9794257908332638,0.6418146127607764,0.1477577540932632,1.5107607405360153,3.1584887886047364,12.35000072479248
+58,1.9234619809360038,0.6310818791389465,0.14002543524271105,1.467895606668984,3.284392833709717,11.150000524520873
+59,1.9115714503497612,0.6333360846449689,0.15238927849909154,1.4425141171711247,3.0687589025497437,13.15000057220459
+60,1.8730845393204107,0.6266834139823914,0.1647081698586301,1.3950346359392491,3.377614164352417,11.900000715255738
+61,1.8588845846129627,0.6304724754356756,0.16828481871180417,1.3753635330898006,3.001869812011719,13.100000743865968
+62,1.8076642693542853,0.618885668312631,0.15581619794048915,1.3424052407101887,3.11787184715271,13.250000629425049
+63,1.7690261457024552,0.6046533192076334,0.16591945763041333,1.300780037554299,3.259838733673096,11.350000524520874
+64,1.7605157334630082,0.6137355173506388,0.18939077199959173,1.2642572071494125,3.1496102380752564,13.950000839233399
+65,1.7129035257711642,0.6038099643660755,0.18254707153977417,1.2284514845871344,3.405419235229492,10.550000619888305
+66,1.6590651070199363,0.6072604481766863,0.1684395055763605,1.1869953783547007,3.6734017610549925,9.800000567436218
+67,1.6387997981978626,0.5958207351405446,0.18724931958245067,1.1536401045031663,3.2586541414260863,12.050000505447388
+68,1.6305984665707844,0.5962407181902629,0.19041206851238157,1.1420660440514727,3.055813579559326,15.900000648498535
+69,1.6046222215745507,0.5836777163714897,0.20833103286056984,1.1044523279841354,3.229917731285095,13.100000648498535
+70,1.5446769435231278,0.5801259192024789,0.19086762808445024,1.0637463491137436,3.153289737701416,14.300000743865967
+71,1.537659144983059,0.5891980245345976,0.22444476096368418,1.0186153868349588,3.596141901016235,10.400000562667847
+72,1.4903146348348477,0.5780293534441692,0.21025141219540341,0.9910485453721953,3.3656051111221315,13.200000677108765
+73,1.4950570536822807,0.576829780892628,0.225484286503094,0.9811578814576312,3.287589406967163,14.650000801086426
+74,1.4390688931069724,0.5709912696989571,0.20964775852313855,0.9439254839245866,3.288411169052124,14.350000648498535
+75,1.413748784763057,0.5639545932048704,0.23271591507080125,0.8990555623682533,3.5406301975250245,12.550000610351562
+76,1.4016062748141405,0.5661079156689528,0.2530710270128599,0.8654812937829552,3.599073405265808,11.800000743865967
+77,1.3536133388193643,0.54550429161002,0.24393106306471476,0.8369301281324247,3.6582017660140993,12.95000057220459
+78,1.362369857183317,0.5586853528895029,0.2378701377750897,0.8451570330596552,3.593580513000488,12.800000724792481
+79,1.3624017878276546,0.5642905991251875,0.26487317717656855,0.8153833165401365,3.7997847747802735,10.400000486373902
+80,1.3119825081127445,0.5456674942156163,0.2610168833194709,0.778131886226375,3.9115042638778688,11.200000534057617
+81,1.3122940092551998,0.5524429809756395,0.28214450943760755,0.7539279969727121,3.3428872442245483,15.15000072479248
+82,1.260436309546959,0.5393185230290017,0.2747742691781463,0.7160027739478321,3.698866157531738,13.850000801086425
+83,1.2235626389340657,0.5361036185811205,0.2860643496600593,0.6694464799834461,3.3633319759368896,12.850000705718994
+84,1.2248999054838972,0.5271054906089131,0.311596155166626,0.6497510104644589,3.5924038171768187,14.900000591278076
+85,1.2226937834809466,0.5349346166703759,0.3002299582812844,0.6549965215892326,3.644066877365112,12.950000638961791
+86,1.194371009745249,0.5269481750523172,0.3017001162941863,0.6291967993829308,3.58764986038208,13.250000476837158
+87,1.1800679913381251,0.5259348335789471,0.30341844333381185,0.6136821297610678,3.811746392250061,13.850000524520874
+88,1.179326925335861,0.523631917267311,0.328451263104997,0.5890596959649063,3.5581390714645384,13.600000667572022
+89,1.1565324533276442,0.5222809896236513,0.3331585922619192,0.562233369524886,3.8532743740081785,13.850000791549682
+90,1.1656121204539043,0.5180794756586958,0.3605096260221993,0.5460627536948134,3.866563248634338,13.550000658035279
+91,1.1279209343398489,0.5111918471208433,0.3427019878858473,0.5296230192591505,3.6222474479675295,13.150000553131104
+92,1.101844962050275,0.5039523956252308,0.3236728699468985,0.5261958924735465,3.838049201965332,12.75000072479248
+93,1.0922793164485838,0.4945314395718458,0.34321784282602913,0.5017957454774438,3.83263023853302,12.350000648498535
+94,1.083240964063784,0.4927767929507465,0.3626742134007012,0.4741783520070518,3.5136525297164916,12.550000610351562
+95,1.0947100229379607,0.4836468994617462,0.3724298193687346,0.48045674184473547,3.7675158977508545,11.450000534057617
+96,1.0923431065024398,0.49371270944432516,0.38892784423944426,0.45655890426984647,3.943330755233765,14.150000667572021
+97,1.0843744917613705,0.488172528947272,0.4078733030615783,0.4324149314950152,3.8908707237243654,13.050000715255738
+98,1.0856152758365725,0.48717701580466294,0.4185282482606609,0.42349850840684844,3.6047888469696043,13.550000553131104
+99,1.0796496737294081,0.481616710744253,0.4200843227345769,0.41875699089794627,3.655685796737671,14.200000629425048
+100,1.0652322449335239,0.4758673368430719,0.4320340658106455,0.3952645194239733,3.8456169176101684,15.050000743865967
+101,1.0511359005439571,0.4617351526167335,0.41868106657411996,0.4015872543904839,3.5336964464187623,16.30000087738037
+102,1.0450511240377658,0.4718563571208861,0.4297276967909278,0.37939524214442183,3.70430100440979,15.900000667572021
+103,1.0483470660884207,0.46121299921012504,0.43576448501610177,0.38197608037692743,3.6422695255279542,15.050000476837159
+104,1.0795425380148538,0.46313220335216054,0.4748288545666671,0.37314758068177756,3.6335353326797484,14.550000534057617
+105,1.0560429372438571,0.45883826220907814,0.47366737810576837,0.3529564258528919,3.7337244081497194,15.200000839233399
+106,1.059135121543233,0.4532090527255361,0.4839664057987492,0.34856418574728615,3.4814362478256227,15.900000762939452
+107,1.0667996566470077,0.4487553362439318,0.4994613724510844,0.34296061898150093,3.678484344482422,18.900001010894776
+108,1.0394844878010634,0.4451583274980871,0.48877561528508257,0.32812970222496407,3.6432869911193846,15.650000896453857
+109,1.0517273763330972,0.4482284987845072,0.4919288645430309,0.33568425585583944,3.8356024408340454,13.500000705718994
+110,1.0887527872876424,0.44421148736302446,0.5360899284118559,0.3305571144673882,3.4537226295471193,19.000000801086426
+111,1.0937321113377083,0.4373635402539881,0.5545984462993901,0.3204518890962368,3.6313833236694335,18.500000839233397
+112,1.021057845615759,0.4351937959833843,0.49181621976015044,0.3116447373134334,3.5377070999145506,19.500000953674316
+113,1.0474054653470108,0.4335286530052743,0.5190561312000926,0.3115850040098516,3.5735532331466673,19.450000991821287
+114,1.0383919768217134,0.4294026137852087,0.5091671885513678,0.31452348028741234,3.508345613479614,20.75000118255615
+115,0.9989659946139265,0.432697693022286,0.4753744580396792,0.30724269078999034,3.422877836227417,20.450000858306886
+116,0.9804270689080401,0.42180853064467266,0.46730511581025475,0.302217688138892,3.675135169029236,20.050001010894775
+117,0.9683943376308535,0.4293704505373792,0.4463767016806254,0.3073324128621962,3.7746651697158815,19.800001125335694
+118,0.9310542679414516,0.41371044371186233,0.4191321345364175,0.30506690864155933,3.983897843360901,20.50000089645386
+119,0.9512470771626729,0.4135606710503741,0.4407688989871886,0.3036978459212838,3.799905686378479,21.000001010894774
+120,0.9058273434638977,0.4116813903901635,0.40138857829861524,0.29859806778954295,3.5499550008773806,22.650001316070558
+121,0.8819690564783608,0.40892740357212903,0.3869545074497781,0.29055083779300134,3.7473783445358277,21.750000953674316
+122,0.8558966299382652,0.4015919508003607,0.37398073077201843,0.2811199117724488,3.8987919187545774,20.7000009727478
+123,0.8157924602671367,0.38205085803822775,0.3528908494769073,0.27187617704635714,3.8122216987609865,23.250001373291017
+124,0.8144115951003098,0.3906091836894431,0.34997584361855577,0.2691311563660459,3.7068593883514405,22.45000104904175
+125,0.7623545018638053,0.3846063090533745,0.30898455475888603,0.26106678385560106,3.7347324180603025,22.450001220703125
+126,0.7788686941309673,0.3710113756540345,0.3358989779542132,0.2574640254421932,3.8234121704101565,22.00000089645386
+127,0.7458754123711004,0.3677123094477305,0.3117789393518029,0.25024031538788866,3.789404134750366,22.600000896453857
+128,0.7198169638470906,0.36742810069060905,0.2898580788112268,0.24624483614433101,3.9350314474105836,21.050001068115236
+129,0.7275705046770049,0.36051417414735004,0.303163172268286,0.24415023915651368,3.9249655961990357,23.450001392364502
+130,0.7312199894974871,0.3596857422735633,0.31143307249720503,0.23994404113874201,3.6338461112976073,23.55000099182129
+131,0.7026037370286337,0.35675952347313483,0.2917904384979388,0.2324335335231409,3.6017210245132447,23.400001220703125
+132,0.6745740204322629,0.36127551735901253,0.2679522320991609,0.22598402929015277,3.6682742500305174,24.250001258850098
+133,0.6678743689525418,0.34699446108283066,0.2754968753675135,0.2188802612263982,3.7504690885543823,23.60000102996826
+134,0.6827939327170209,0.3456589877605438,0.29101347378114373,0.21895096033084682,3.8302643060684205,23.50000114440918
+135,0.6779748404898295,0.34415957695100363,0.2867993854167985,0.21909566259965663,3.672791380882263,24.05000114440918
+136,0.6878273181798982,0.3421997475187953,0.3066219531181382,0.2101054962088422,3.8140527963638307,23.8500012588501
+137,0.6570432854861747,0.3398064454881156,0.2740337525199099,0.2131063080415493,3.6906216859817507,24.650001258850097
+138,0.6287509493711518,0.3430941635515632,0.260141950918407,0.19706191340597665,3.7179849481582643,25.5500012588501
+139,0.6660993099212646,0.32735302608187605,0.2916087126586495,0.21081408458512005,3.6554537916183474,24.80000102996826
+140,0.6456797159299618,0.3321764360113842,0.2694726619051724,0.2101188334749966,3.825710959434509,25.00000102996826
+141,0.6286003124423143,0.3244835981508581,0.2762788872166378,0.1900796239695898,3.74298659324646,24.300001373291014
+142,0.6327419782557139,0.31400222167736147,0.27268973465372875,0.20305113458051915,3.7762271690368654,24.250001106262207
+143,0.6268150893653311,0.3179745368841218,0.27500917780690076,0.19281864347981242,3.681342053413391,24.50000114440918
+144,0.5929619313740149,0.3128999358997112,0.25120985253555017,0.1853021096165587,3.66836642742157,25.300001220703123
+145,0.6028504102695279,0.3069988627259324,0.2619213788974576,0.18742959492090272,3.766366820335388,25.000001106262207
+146,0.5871430497343947,0.3089917480218701,0.25418880472822886,0.17845836172743543,3.7704935264587403,25.400001449584963
+147,0.591719438390034,0.29304193614459617,0.25993351601972814,0.1852649541162863,3.721101384162903,25.850001182556152
+148,0.5868256782613149,0.3051680555430854,0.2557093828189664,0.1785322631277689,3.6617280769348146,25.350001182556152
+149,0.5817529871696379,0.29716408325404653,0.2596410945421312,0.173529846275725,3.6984022092819213,25.85000114440918
+150,0.5855166534098183,0.2954443049866979,0.26395331831966956,0.17384118241507832,3.818611946105957,25.150001182556153
+151,0.579614025063631,0.29448146427549965,0.25877963369939383,0.17359365486517186,3.8010519981384276,24.95000129699707
+152,0.5596436814564031,0.2859898318604725,0.24693926950780357,0.16970949583664174,3.8828163051605227,24.00000118255615
+153,0.5736995317587038,0.2923286822510929,0.26176191939086446,0.16577326778958484,3.82533465385437,24.5500012588501
+154,0.5622046866068026,0.2856023238926399,0.2588804560463603,0.1605230697044512,3.795115613937378,24.850001068115233
+155,0.5720046228025017,0.2857627112690995,0.26513970225322536,0.1639835669136629,3.7001006269454955,24.800001373291014
+156,0.5575749525209752,0.279344379901886,0.2554152331701139,0.16248752449343845,3.8281316423416136,24.150001449584963
+157,0.5434219917146171,0.278936826964704,0.2442277604486884,0.1597258143308686,3.792283492088318,24.150001411437987
+158,0.5550953324248151,0.2751504288214009,0.25755035113997576,0.1599697685096322,3.828535099029541,24.500001068115235
+159,0.529151984831182,0.26865680915553397,0.23986236642046674,0.15496121092540463,3.7122102069854734,24.60000099182129
+160,0.5277428917768525,0.2667289921423284,0.2401629421042233,0.15421545123908578,3.7529116439819337,25.00000144958496
+161,0.5359210968017578,0.26583424174204107,0.2466951063493403,0.15630887067172586,3.884275403022766,23.75000133514404
+162,0.5198055309493367,0.25908483419476486,0.239780662263312,0.15048244395634022,3.717832260131836,24.50000144958496
+163,0.5312521377714668,0.26037963861372415,0.24498571818921624,0.15607659773128787,3.7695341444015504,24.450001373291016
+164,0.5231264836904479,0.2660624672000001,0.23980320772019828,0.15029204364229992,3.841407551765442,24.40000108718872
+165,0.5297492030190258,0.2479666456943605,0.25336953452447564,0.15239634237638333,3.648858141899109,24.65000099182129
+166,0.5253626493419089,0.24561420628210393,0.2503550543290813,0.15220049278038303,3.5923507452011108,27.700000991821287
+167,0.52753226786125,0.24730127068554483,0.25524709573606164,0.1486345391447951,3.778270502090454,24.950001182556154
+168,0.5306334212058927,0.24657590323831977,0.2579876667842632,0.1493577993497616,3.680067024230957,26.450001487731935
+169,0.5255664477987987,0.23826580331092928,0.2553213892913446,0.15111215975953313,3.7257972383499145,25.650001564025878
+170,0.5278917885408169,0.24027087848360945,0.26075869180807254,0.14699765658233224,3.788401412963867,24.150001029968262
+171,0.5129384064092869,0.23147971637365294,0.24613284337811353,0.15106570157336024,3.6660519552230837,26.300001335144042
+172,0.49059876872272024,0.2326852090475036,0.2340718496863435,0.1401843152395109,3.6806002473831176,27.35000129699707
+173,0.5158680757371391,0.227095876888531,0.26063370195830743,0.14168642861087147,3.6702756214141847,27.500001258850098
+174,0.5092472266860124,0.21930881099003116,0.2560269749019204,0.14356584701596237,3.642877640724182,26.700001182556154
+175,0.5044793086807903,0.21641575635933294,0.25499845241628044,0.14127297863000776,3.6884180068969727,25.650001182556153
+176,0.4915889785057161,0.20919061215912424,0.2504111630160634,0.13658251358968457,3.6156958103179933,27.400001258850097
+177,0.49004342497848885,0.20623079305741845,0.24663272427349556,0.14029530181390484,3.636942777633667,25.650001258850097
+178,0.4842310526022097,0.20777164581345348,0.24678734017581475,0.13355788842933933,3.646845917701721,26.55000118255615
+179,0.4817779078716185,0.20803546251320257,0.24094396538850738,0.136816209772738,3.621541404724121,28.300001487731933
+180,0.5082556350928981,0.19661608192978836,0.26745041696036737,0.1424971746235359,3.682208471298218,25.150001296997072
+181,0.5144650805287245,0.20500305040580472,0.27342135622733976,0.1385422005522542,3.6051619625091553,27.300001602172852
+182,0.511951554839204,0.20743456010411426,0.2686576941391317,0.13957657774047152,3.586931977272034,27.20000114440918
+183,0.5157670509524461,0.18910778986244667,0.2787164838575735,0.14249666871094122,3.5640794134140013,27.75000114440918
+184,0.504027380449016,0.1870863652083932,0.27558368953262885,0.13490050813046897,3.5613620853424073,26.900001411437987
+185,0.49572161058100256,0.18422249722771528,0.26709297662828024,0.1365173849754217,3.5265696382522584,28.400001525878906
+186,0.47443335521511915,0.17290422647464565,0.2504285323183711,0.13755271347557627,3.6152652168273924,27.650001411437987
+187,0.5017482972726589,0.1736935086366607,0.27286852932557826,0.1420330145373577,3.53122766494751,28.150001373291015
+188,0.4815042702163138,0.16038862870233814,0.2612293617027562,0.14008059225431302,3.5515569686889648,28.30000118255615
+189,0.48665624420817305,0.16510268682386817,0.2631788275590757,0.14092607578126395,3.552973675727844,28.550001487731933
+190,0.4806755962895184,0.15865794369360295,0.2617568777101796,0.13958974509704403,3.5113996124267577,29.050001525878905
+191,0.4776458900149276,0.15014571496626225,0.26429099716791293,0.13828203663593386,3.480002689361572,28.600001792907715
+192,0.47367650851970766,0.14830770852362238,0.25917113154399685,0.14035152316820332,3.5014733552932737,29.00000156402588
+193,0.4648665436884252,0.14110375195741653,0.2578479836626751,0.13646668868093956,3.4834685707092286,29.100001373291015
+194,0.4561583225320025,0.13202452241647533,0.2571261150807869,0.13301994851449642,3.5156702995300293,28.500001220703126
+195,0.46322872798617293,0.12046415177060336,0.2631511829975175,0.13984547391897295,3.4570770502090453,28.950001487731935
+196,0.43332190702601175,0.11154936581123166,0.24416772803155387,0.13337949390818432,3.456568694114685,28.950001335144044
+197,0.42487419378466723,0.1075757449356521,0.2390591825653867,0.13202713920575818,3.50716495513916,28.750001525878908
+198,0.4071180282569513,0.09020630739689836,0.22212112167986428,0.13989375277263363,3.563995113372803,28.200001220703125
+199,0.3623083713578015,0.027350658505428112,0.2074470258340603,0.1411860218135322,3.4932031631469727,29.950001182556154

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_True/args.yaml

@@ -0,0 +1,148 @@
+DVS_DA: true
+TET_loss: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 3
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.5
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 200
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_ResNet18
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: false
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 20
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results2/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: true
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 90210
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: RGBCEPDVS
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 6
+suffix: ''
+sync_bn: false
+target_dataset: CEPDVS
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.5
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_True/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5228f053020024ee7d6eb39e3d8982e85690c7eb2573541762d7313bca4261ee
+size 134407693

Transfer_ResNet18-CEPDVS-6-bs_120-seed_90210-DA_True-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_True/summary.csv

@@ -0,0 +1,201 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,3.9260684746067698,0.24607398088385418,2.9970101089012333,0.806021387984113,2.9975075912475586,4.75000027179718
+1,3.895195931923099,0.19480794450131858,2.9945064579568257,0.8032855100748015,2.9964703512191773,5.850000309944153
+2,3.8836071549392326,0.1914524076188483,2.9912253123957937,0.7966556563609983,2.997415781021118,5.150000290870667
+3,3.876165105075371,0.19475733870413245,2.9905373352329905,0.7882491044881867,3.0023427867889403,5.350000319480896
+4,3.8645711526638125,0.20081302959744524,2.986922397846129,0.7772422360210884,3.001023654937744,5.650000338554382
+5,3.8462381479216785,0.2059174837862573,2.9799684198891243,0.7633109834136033,2.9959535121917726,6.150000319480896
+6,3.82020193193017,0.21181873904495704,2.967337718824061,0.7469548597568418,2.9894523286819457,5.850000324249268
+7,3.7969178571933653,0.2258364630908501,2.952308573373934,0.731691045005147,3.0085889387130735,5.950000352859497
+8,3.75832036646401,0.25749274979277353,2.9142989647097703,0.7152750433945074,2.981280975341797,6.350000457763672
+9,3.7034037113189697,0.30576458936784323,2.8493591576087764,0.7011622684757884,3.0002910804748537,6.450000357627869
+10,3.6161682547592537,0.38791583950926617,2.7372314697358666,0.6849788659956397,2.955551447868347,6.050000305175781
+11,3.4752522503457417,0.4788409049918012,2.5643803375523264,0.6714514479404543,3.116221590042114,6.4500003957748415
+12,3.2227246005360675,0.5476646917622264,2.291503301480921,0.6573889444514018,3.007216534614563,8.25000044822693
+13,2.8678414414568647,0.5859615308482472,1.931049503931185,0.6438111517487503,2.9169913005828856,9.900000419616699
+14,2.4402713717483895,0.6141218252298308,1.501707853340521,0.6315026326877314,2.868691291809082,12.15000051498413
+15,2.0083314674656565,0.628203867412195,1.0740312701318322,0.6201982759847874,2.8732570695877073,11.450000400543212
+16,1.6875278542681438,0.6350544763774406,0.7630549829180647,0.6069456208042983,2.8723715114593507,11.350000505447388
+17,1.4111798594637615,0.6428861080146417,0.4956700256684931,0.5940667710653166,2.8645823621749877,12.250000686645508
+18,1.2355716257560543,0.6440107211834047,0.3304026352196205,0.5831636379404765,2.818592052459717,14.15000072479248
+19,1.1286571389291344,0.6444175475981178,0.234854923879228,0.5715934357992033,2.8255481243133547,13.35000072479248
+20,1.0394881076929046,0.6441502149512128,0.1570817702790586,0.5603312283027463,2.8060196113586424,14.50000078201294
+21,0.9847814222661461,0.6385771443204182,0.11645478310018051,0.5490380714579326,2.8182886123657225,14.000000686645508
+22,0.9552120479141794,0.6344339702187515,0.10029287936120498,0.5377021751752714,2.805477695465088,14.250000801086426
+23,0.9233966426151555,0.6288602657434417,0.08265651399042548,0.5263099961164521,2.7945192861557007,15.200000495910645
+24,0.9078871767695357,0.6226734548080258,0.0792649956192912,0.5172854502026628,2.8016374063491822,14.700000648498536
+25,0.8771797941952217,0.6175963762329846,0.06104544754617098,0.5073361527629014,2.7901398801803587,14.10000072479248
+26,0.857174714890922,0.6090216069686704,0.05571701186822682,0.4969469025367644,2.7861017894744875,14.350000791549682
+27,0.8455963905264692,0.6016041592853826,0.05814482785034471,0.48664947835410516,2.7916312551498415,15.00000060081482
+28,0.832846554314218,0.5935663929799708,0.05739868332336589,0.4786646744100059,2.807674560546875,13.950000610351562
+29,0.8004360620568438,0.5804382504486456,0.04193789557349391,0.4682790426219382,2.8395712995529174,13.950000686645508
+30,0.790068185910946,0.5706192821991153,0.042090623980251755,0.46266791224479675,2.7901335906982423,15.200000762939453
+31,0.7905019565326411,0.5595003846215039,0.05755516227970763,0.4531965997160935,2.7971403408050537,15.650000743865967
+32,0.7744273674197313,0.5490596119950457,0.05521714873611927,0.4446804065529893,2.809850516319275,14.650000743865967
+33,0.7561128691929143,0.536257992430431,0.05292724059304086,0.43505662825049424,2.8287500381469726,14.40000062942505
+34,0.7459360521014143,0.5227295014916397,0.05644940230541113,0.42812189750555085,2.801473813056946,15.750000953674316
+35,0.7360654705908241,0.514885961282544,0.05871833306623668,0.4199041593365553,2.820092840194702,15.950000896453858
+36,0.7279389369778517,0.5023933787171434,0.06422889641508824,0.41251334911439475,2.7930094480514525,15.950000791549682
+37,0.7081719695067987,0.4896501091922202,0.05877250905443982,0.4045743985873897,2.796902904510498,16.300001049041747
+38,0.6996217297344673,0.4753360472074369,0.06379979485418738,0.39815391563787694,2.808303351402283,14.650000667572021
+39,0.6952413640371183,0.46765234921036697,0.06934814727524431,0.3920670377045143,2.7450905656814575,15.600000696182251
+40,0.6675300510918222,0.4530059549866653,0.05661263789345578,0.3844144358867552,2.8114659452438353,15.450000619888305
+41,0.675595034913319,0.4380872903800592,0.07968092178244417,0.37687046280721337,2.7735750818252565,13.900000734329224
+42,0.6689545584887993,0.4311924249660678,0.08279504404380554,0.37056329555627776,2.8184836530685424,14.950000724792481
+43,0.65190685086134,0.421682967645366,0.07515423958439653,0.3659111239561221,2.773904814720154,15.750000772476197
+44,0.6466149106258299,0.41132334238145407,0.08249251753455256,0.35846072144624663,2.7490274572372435,16.20000092506409
+45,0.6256965122571806,0.40037176521812995,0.07229789937051331,0.3532127272791979,2.7556506299972536,16.550000762939455
+46,0.633253548203445,0.3897051353280137,0.09246670441111414,0.3459342739930967,2.724193124771118,16.200000915527344
+47,0.6297664715022575,0.3855132925801161,0.0954238371696414,0.341585982863496,2.747503356933594,14.600000629425049
+48,0.6364422716745516,0.3805411450746583,0.11036126679036676,0.3358104308930839,2.744765529632568,16.70000104904175
+49,0.6105440578809599,0.3736091190721931,0.09440303384894277,0.32933646149751616,2.7978814888000487,15.100000820159913
+50,0.593823402393155,0.36266235243983386,0.08906919009438376,0.32342303162667807,2.7463760995864868,16.250000705718993
+51,0.5954701289898012,0.35501079370335836,0.09953705939214404,0.3184276753809394,2.7967236328125,14.950000658035279
+52,0.5987052263283148,0.35049279724679344,0.11004746314592478,0.3134113673756762,2.7562003183364867,15.800000534057617
+53,0.5883670899926162,0.3472139973465989,0.10620519246270017,0.3085549030362106,2.759791603088379,14.950000686645508
+54,0.5813904375564761,0.34219270581152383,0.10647897431399764,0.3038151155157787,2.709092993736267,15.400000791549683
+55,0.5809471912500335,0.3348893428721079,0.11591228070419009,0.29759023465761325,2.715620212554932,16.40000078201294
+56,0.5762517263249654,0.3340238870643988,0.11730625035195816,0.2919335307144537,2.7302560424804687,16.50000089645386
+57,0.5818214809022298,0.33029537520757535,0.12551366283399304,0.2911601350074861,2.7143585109710693,16.65000099182129
+58,0.5726082455821153,0.3253251677606164,0.126339366159788,0.2836062951785762,2.7161371088027955,16.75000089645386
+59,0.5746603978843223,0.32065275238781443,0.13465468967106284,0.27967933329140265,2.7654754304885865,14.900000743865967
+60,0.5859880600033737,0.32475727723865977,0.14795881964084578,0.2756505993808188,2.748099727630615,15.800000705718993
+61,0.5880869954097562,0.3218611304352923,0.15521008266908368,0.27194635097573444,2.754046621322632,16.700000762939453
+62,0.56843161364881,0.32043611276440503,0.14028664323978307,0.26792691102842003,2.7012270069122315,18.05000066757202
+63,0.5756850984038376,0.31736274172620077,0.1539573774832051,0.2630463489672033,2.7035217905044555,18.650000820159914
+64,0.588074704495872,0.3143820013941788,0.17195644102445462,0.2589272598667843,2.8008438634872435,15.750000801086426
+65,0.5704819123919417,0.31027661954484337,0.15914124668371388,0.2562023506658833,2.8242668962478636,14.90000057220459
+66,0.5563137727539714,0.30712919482370704,0.15233568129379574,0.25041348868753854,2.6905976343154907,18.150000762939452
+67,0.5767739945795478,0.30615653642793983,0.1762893754171162,0.24740635040329723,2.772039303779602,15.550000791549683
+68,0.5812640175586794,0.3126097328779174,0.1785566368844451,0.24640251369011112,2.792933473587036,15.050000638961793
+69,0.5852545318080158,0.3053637437704133,0.19100752763631867,0.24156513810157776,2.781542868614197,16.200000762939453
+70,0.5609775745287174,0.3029669835800078,0.17121692946771297,0.2382771529075576,2.7376567935943603,16.450000648498534
+71,0.5968376121869902,0.2988638136445022,0.2125762032299507,0.23482950431544605,2.8326148891448977,14.50000051498413
+72,0.5717977779667552,0.29776720957058234,0.19148848178546604,0.23142569203202318,2.69459445476532,17.950000801086425
+73,0.5794264717799861,0.2970806178523273,0.2026486262315657,0.228237542800787,2.7112373542785644,17.15000057220459
+74,0.5621671167815604,0.2951796854414591,0.19048096857419827,0.22409630439630368,2.7263321399688722,16.300000705718993
+75,0.5827110998514222,0.29367710468245717,0.21473108649980732,0.2211414561039064,2.581902413368225,19.60000123977661
+76,0.5965329299612743,0.29497171756697865,0.22959105088943388,0.2194560170173645,2.711628909111023,16.800000972747803
+77,0.5861702219742101,0.29303944474313315,0.22297304378050128,0.2166774603651791,2.7014257860183717,17.65000072479248
+78,0.5820400874789168,0.29240195852954215,0.22060354290212073,0.21523556840129016,2.7183944749832154,17.90000093460083
+79,0.5952248936746178,0.2894352478225057,0.24017793249066283,0.21032933781786664,2.8344500160217283,15.85000072479248
+80,0.5910064905154996,0.2895590612074224,0.23708318155713198,0.209143777446049,2.7137668800354002,18.70000114440918
+81,0.6087688767328495,0.29067906155818846,0.257762454268409,0.20566689459288992,2.6364619159698486,20.000001239776612
+82,0.5989883542060852,0.28986502493300087,0.2513503297799971,0.2027055141402454,2.6701546478271485,17.850000743865966
+83,0.6041918396949768,0.2869393425743754,0.25991795993432765,0.20080420629280368,2.7439290189743044,17.350000801086427
+84,0.6250801042812627,0.2852812096839998,0.2845866200400562,0.19785287903576362,2.6149383211135864,19.400001049041748
+85,0.6207619004133271,0.28661884839941815,0.2812186508643918,0.1962338231685685,2.680454664230347,17.750000762939454
+86,0.6146339984928689,0.2836117737176942,0.2798030056604525,0.19302510451979754,2.6509625816345217,17.900000743865967
+87,0.6125244054852462,0.28398843291329173,0.2791334009025155,0.19139679139707147,2.6535899209976197,17.500000495910644
+88,0.6422356388917784,0.2850079478287115,0.309949138179058,0.18978252825213643,2.730333867073059,16.000000839233397
+89,0.6439522512075377,0.2869700048027969,0.31127575148896475,0.18919149259241616,2.655591468811035,18.350000820159913
+90,0.6644460340825523,0.28466846448619193,0.3342994971246254,0.18781230689548864,2.666297254562378,18.050000896453856
+91,0.6436245237908712,0.2854386648026908,0.3162282487241233,0.18467694520950317,2.6277899074554445,19.150000953674315
+92,0.6260051065828742,0.2815724051580196,0.30253022763787246,0.18268867745632078,2.5644583749771117,21.150001277923582
+93,0.6355264630259537,0.2802556818578301,0.3158031447631557,0.17959547224568156,2.5937029218673704,20.600001182556152
+94,0.6540658859218039,0.2839356733531487,0.33387650949199027,0.17822153866291046,2.5608342552185057,21.650001335144044
+95,0.6622423813110445,0.2802794503002632,0.34638737014880994,0.1757152821959519,2.6479745626449587,17.850000915527342
+96,0.6819003318868032,0.2829674053482893,0.36521658773829296,0.17520003929370787,2.5669228982925416,20.050001068115236
+97,0.6884774623847589,0.27972437623070506,0.3762871212348705,0.17232815485175063,2.6101162099838255,20.25000093460083
+98,0.6966836365257821,0.280190341356324,0.38470421804160604,0.1718842434446986,2.5147311592102053,22.55000114440918
+99,0.6936840553109239,0.2814985920743244,0.3836751729249954,0.1692595808971219,2.580483145713806,20.200000915527344
+100,0.7036479987749239,0.2806722267371852,0.3947162271999731,0.16859566729243208,2.535695414543152,21.850001068115233
+101,0.6814360371450099,0.28128166387720804,0.3750190465915494,0.1657761549804269,2.5500879383087156,21.05000093460083
+102,0.7025669289798271,0.27996633401731164,0.39668382377159306,0.16589994147056486,2.5541582489013672,21.1000012588501
+103,0.7051692270651096,0.2793050670042271,0.40264371691680534,0.16287297337520412,2.5207910251617434,23.00000108718872
+104,0.7363679089197298,0.27848947120875844,0.43365766653200477,0.1634655122349902,2.48218948841095,22.900001182556153
+105,0.7366348490482424,0.27833364940271144,0.43730296303586264,0.16016506167446695,2.5190031051635744,21.850000915527342
+106,0.7448129450402609,0.277486998860429,0.44651664720802775,0.15955279622136093,2.4785945510864256,24.05000114440918
+107,0.7440965858901419,0.27888196852149033,0.44758529415944726,0.15707030637962063,2.551794090270996,21.70000104904175
+108,0.743572143519797,0.2781202596862142,0.44840502339165383,0.15610698701404943,2.4933149909973142,22.650001010894776
+109,0.7432265136300064,0.27691823098717666,0.44990068674087524,0.1548667055804555,2.4777620601654053,23.60000129699707
+110,0.7805273780008641,0.27638832970363336,0.48719879330658333,0.15513442165967894,2.4646445369720458,23.350001373291015
+111,0.8034491539001465,0.2765267651255538,0.5112390060250352,0.15394676712954916,2.4243174314498903,24.750001258850098
+112,0.7463209629058838,0.27619614688361566,0.4571584593958971,0.15106442607030635,2.48613422870636,23.00000129699707
+113,0.7865201278430659,0.27428144798046206,0.49908738456121304,0.15029202074539372,2.447241997718811,24.05000114440918
+114,0.78471085356503,0.27472238787790626,0.4995221015883655,0.14782755549361065,2.3999915742874145,26.150001373291015
+115,0.7783401259561864,0.2768678817807174,0.49275876327258783,0.1471474316061997,2.4448852348327637,24.35000102996826
+116,0.8038520609460226,0.2743220620039033,0.5219857620029915,0.14470527157550905,2.4033345317840578,25.60000129699707
+117,0.7949894681209471,0.27486482771431525,0.5141338509757344,0.14342320510526982,2.3825408363342286,27.00000129699707
+118,0.8151083646751032,0.2736713377440848,0.535094671133088,0.14317802466997287,2.402703266143799,24.800000915527345
+119,0.8577942019555627,0.27109398638329857,0.5803281424975977,0.1419190659028728,2.4143734884262087,24.700001029968263
+120,0.8363422853190724,0.27261690032191394,0.5587388240709538,0.14129500708928922,2.3860402345657348,26.250001068115235
+121,0.8635646599095043,0.271647671373879,0.5881154260984282,0.1396253961252003,2.4274778175354004,24.200001411437988
+122,0.854099906072384,0.2733147435071992,0.5790864330966298,0.13835610449314117,2.3483903408050537,26.85000129699707
+123,0.8620225729011908,0.27290349835302774,0.5875436481906147,0.13802717771472,2.370127534866333,26.85000129699707
+124,0.8744912321974592,0.2701208904022124,0.6037389614233156,0.13569182411926548,2.3727332973480224,26.750001106262207
+125,0.8430777235728938,0.27267567631674977,0.5725230320197779,0.1342168497603114,2.3611064195632934,26.750001220703126
+126,0.8816388540151643,0.2696496524461886,0.6130394056075956,0.13377461982209507,2.366734962463379,26.150001411437987
+127,0.8888676893420335,0.2680609298915398,0.6227755866399626,0.13206163884663,2.382383456230164,26.550001335144042
+128,0.8712565259235662,0.26932582622621115,0.604956387019739,0.13163722633588604,2.3825779485702516,26.900001296997072
+129,0.9080865223233293,0.26608063825746864,0.6452468786297775,0.12979932529170338,2.375296277999878,26.100001373291015
+130,0.911734608615317,0.2670951790925933,0.648867435571624,0.12931958004468824,2.344954285621643,26.300001373291014
+131,0.9125458132929918,0.2665713284073806,0.6513267326645735,0.12793341042791925,2.336844129562378,26.850001182556152
+132,0.8841362697322194,0.26740974478605317,0.6231243101561942,0.12730709063570675,2.3604436254501344,26.20000114440918
+133,0.9202435162009263,0.26095400423538395,0.6638720093703852,0.12589450453112766,2.356257424354553,26.750001258850098
+134,0.9637526186501107,0.26161280274391174,0.7088908945641866,0.12405532562151188,2.3377511215209963,26.60000110626221
+135,0.9522264643413264,0.26120159974912316,0.6976388104078246,0.123986864235343,2.3357285261154175,27.55000144958496
+136,0.9827415143571249,0.26365066374220497,0.7277526303035456,0.12316356363092981,2.34176513671875,27.20000144958496
+137,0.952670915824611,0.2625905958617606,0.6996046421004505,0.12177098088148164,2.321461296081543,28.75000160217285
+138,0.9592758460742671,0.2621661802617515,0.7073329585354503,0.12085980067892772,2.345895848274231,28.10000129699707
+139,1.0002561967547348,0.26062167126957964,0.7495114396258098,0.12043392839955121,2.3131469535827636,28.05000144958496
+140,0.9778690454436512,0.2584775762587059,0.7296798025689474,0.11895045965183072,2.3377238750457763,27.050001220703123
+141,1.0094322882047513,0.25878628979368906,0.76181408908309,0.11822504877317243,2.320382113456726,28.55000118255615
+142,1.017208869864301,0.2554504544269748,0.7715425215116362,0.11794112441016406,2.3726677751541136,26.80000141143799
+143,1.029912804684988,0.2559257760280516,0.7862246654382566,0.11572525323164172,2.3166831350326538,29.000001525878908
+144,1.0089380174148372,0.25483897510098247,0.7660269024895459,0.11549164336629031,2.3764892768859864,26.350001411437987
+145,1.0618389815818974,0.25250657084511546,0.8212898213688921,0.11429586606781657,2.3550261735916136,26.850001068115233
+146,1.0500947469618263,0.2533205954766855,0.8102020868440953,0.11323236092561628,2.378451795578003,26.70000129699707
+147,1.0652812675731937,0.25020521479408914,0.827406694249409,0.11277196738051205,2.373652639389038,26.150001220703125
+148,1.0579430838910544,0.25289895258298734,0.8198472355924001,0.11164638000290568,2.340295281410217,27.950001411437988
+149,1.083152958532659,0.25082059640709947,0.846676354001208,0.111066316504304,2.3046677017211916,28.950001373291016
+150,1.0999410879321214,0.24902860347817585,0.864331479479627,0.11109530744029254,2.3554727697372435,27.750000991821288
+151,1.1007716946485566,0.24703830262509788,0.8683231778261138,0.10892937187014556,2.3318267345428465,27.3500012588501
+152,1.1150495482654106,0.24752093778877723,0.8824526812972092,0.10883640734160818,2.3085816526412963,29.200001411437988
+153,1.1092643345274575,0.2458968954842265,0.8790620943395103,0.10725380171362947,2.3042014265060424,28.350001525878906
+154,1.1189770175189506,0.24433102840330542,0.8893812574991365,0.10743024545471842,2.3018497371673585,28.650001373291015
+155,1.1310121184442101,0.2429701773131766,0.9035337203886451,0.10599331266996337,2.2835820293426514,29.050001220703123
+156,1.1446266581372517,0.24098524087812842,0.9188761115074158,0.10525793927471812,2.3076580238342284,28.550001373291014
+157,1.1557844223045721,0.24035767156903337,0.9312834100025457,0.1043221785164461,2.3026930809021,28.6000012588501
+158,1.1930555584954052,0.23834552052544383,0.9699188950585156,0.10396391643983562,2.297879776954651,28.75000160217285
+159,1.1687798267457543,0.23976232911028514,0.9454183956471885,0.10348026654342325,2.311999702453613,28.400001373291015
+160,1.179537006994573,0.23759311619328288,0.9584460243946169,0.10229441850650602,2.2768439435958863,29.3000012588501
+161,1.203549300752035,0.2352251417753173,0.9840361257878746,0.10190060080551519,2.3049243783950804,29.050001220703123
+162,1.1883779371657022,0.23603722089674414,0.9688804454919768,0.10147889467274271,2.298285915851593,29.400001678466797
+163,1.212550715702336,0.2345770273993655,0.9939423857665644,0.10131980769517945,2.303085732460022,28.750001792907714
+164,1.214870662224002,0.23304874867927738,0.9980839941559768,0.10026230154241003,2.3007151603698732,29.400001220703125
+165,1.2513390808570675,0.22974144649214862,1.0369307355182926,0.09953761355179112,2.286756200790405,29.150001411437987
+166,1.2595456693230607,0.2268925847076788,1.046790707402113,0.09930867792629613,2.2909255123138426,30.00000160217285
+167,1.2603103620250051,0.2277244194978621,1.0482780569937171,0.09817010582220263,2.2960386991500856,29.600001411437987
+168,1.2903793032576398,0.2255993656268934,1.0796341707066792,0.09794546554728252,2.2985934257507323,30.100001754760743
+169,1.2695799411796942,0.22330351755386446,1.0609427079921816,0.09698548913002014,2.3037079620361327,29.55000118255615
+170,1.334664911758609,0.22000085326229654,1.1274872087850802,0.09717727034557157,2.3193387842178343,28.35000129699707
+171,1.3024029760825924,0.2195834023196523,1.0955535507783658,0.09705772087341402,2.2972060155868532,30.50000156402588
+172,1.3149936431791724,0.21824111480538438,1.1102773648936575,0.09559571797527917,2.306548738479614,29.750001487731932
+173,1.340813976962392,0.21393905725420975,1.1383441294111856,0.09550032637468199,2.304035041332245,29.30000118255615
+174,1.3424448269169504,0.21370390348318147,1.1402402287576257,0.0953526389671535,2.296992530822754,29.750001373291017
+175,1.3776434979787686,0.20922556410475476,1.1770402062229994,0.09599049952698917,2.301275191307068,30.050001335144042
+176,1.3618384076327812,0.21090645179515932,1.1613095940613165,0.09507559167175758,2.2964573287963868,29.45000129699707
+177,1.3816651890917522,0.20408271943650594,1.185319531254652,0.09430430011778343,2.321069073677063,29.600001640319825
+178,1.4001044093108759,0.20437837955428334,1.2033408647630273,0.09457435259004919,2.3230995416641234,28.850001449584962
+179,1.3851927373467423,0.2023008167743683,1.190311709555184,0.0937306112269076,2.310003247261047,30.000001068115235
+180,1.4346565124465198,0.19772399961948395,1.2416240122260116,0.09417049150641371,2.309833984375,29.050001068115236
+181,1.44656503200531,0.1966046541929245,1.254722115470142,0.09354057617303801,2.2993920278549194,29.450001411437988
+182,1.4529636080672101,0.1940347937549033,1.263059493972034,0.09288672830273466,2.303479480743408,29.950001525878907
+183,1.4614887993510177,0.189454304735835,1.2737406928364823,0.09302095959826213,2.3125070905685425,29.75000133514404
+184,1.4805191522691308,0.18626209984465344,1.2951720284252632,0.09221608482482957,2.327925319671631,29.0000016784668
+185,1.4900873783158093,0.1843584590568775,1.3052986976577015,0.0926094478586825,2.323923692703247,28.500001258850098
+186,1.4900432650635882,0.1796172980855151,1.3087137588640538,0.0915208629718641,2.332001142501831,29.850001335144043
+187,1.5251514155690262,0.1760187523394096,1.3451196478634346,0.09202240407466888,2.3180119371414185,29.000001640319823
+188,1.5302072152858828,0.17280410448225533,1.3524886486006946,0.09131653225276529,2.3177984762191772,29.450001029968263
+189,1.550980533041605,0.1705369135228599,1.3738428441489614,0.0918692361290862,2.3178288030624388,29.30000141143799
+190,1.5514935313201532,0.1679293971236159,1.3767960536770705,0.09073276490699954,2.353963451385498,28.50000133514404
+191,1.5678339876779697,0.1614368859587646,1.3963493922861612,0.09076614223602342,2.3045479917526244,29.200001525878907
+192,1.5819583782335607,0.1594356803632364,1.4115882210615205,0.09065232135173751,2.3297782230377195,29.65000099182129
+193,1.6154801700173356,0.15325397870889523,1.4485234778101852,0.09032969903655169,2.3308524227142335,29.850001525878906
+194,1.6158532194974946,0.14791364168248525,1.4514384996600267,0.09045790226721181,2.3327864837646484,29.10000129699707
+195,1.6363435489375417,0.1433127471586553,1.4741768691597916,0.09051031128662389,2.327620892524719,29.050001525878905
+196,1.6455237400241014,0.13841757614438127,1.4859241974063035,0.09039076417684555,2.3162175703048704,29.150001525878906
+197,1.640485801347872,0.13312326262636884,1.4837362737190434,0.09018790576516128,2.347525691986084,29.250001220703126
+198,1.6364796277953357,0.12477717994148523,1.4846745962049903,0.0894164552048939,2.3573656463623047,28.700001373291016
+199,1.6271591535428676,0.041493056323856976,1.516206930323345,0.09020567921603598,2.3277094745635987,29.400001525878906

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.0-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/args.yaml

@@ -0,0 +1,148 @@
+DVS_DA: false
+TET_loss: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 4
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.0
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 300
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_VGG_SNN
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: false
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 101
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results2/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: false
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 42
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: CALTECH101
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 10
+suffix: ''
+sync_bn: false
+target_dataset: NCALTECH101
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.9
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.0-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03bc254b7b713aa35c92e2cbb190b460f70b0b1c81390e156bef0163245bbadf
+size 121919741

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.0-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/summary.csv

@@ -0,0 +1,301 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,9.222153208805965,0.22583305560625516,4.607708175365741,4.614445055448092,4.615995407104492,0.8045977395156334
+1,8.345231753129225,0.787526443371406,4.157733242328351,4.187498485125028,4.146240333030963,10.000000624821103
+2,6.509375601548415,0.728122039941641,3.1851755949167107,3.3242000066317043,3.6120487492659996,17.701150302229255
+3,4.954988670349121,0.6408536122395442,2.3552588811287514,2.599729758042556,3.617465882465757,17.241380099592536
+4,3.8134386759537917,0.580085275723384,1.7247063966897818,2.088732277430021,2.754126080151262,35.517242694723194
+5,3.04304948586684,0.5398335809891041,1.322824383698977,1.7202251012508685,2.7295682430267334,35.172416292387865
+6,2.3525314019276546,0.4965956220260033,0.944008982181549,1.4085224114931547,2.866294836175853,30.574714200250035
+7,1.900496770785405,0.4767206398340372,0.7034563247974103,1.1970404404860275,2.456761795898964,39.080462357093545
+8,1.4863215134694026,0.4489464750656715,0.49156215420136085,0.99475935789255,2.618749059479812,38.16092142565497
+9,1.151648842371427,0.424003325517361,0.3503971558350783,0.8012516865363488,2.4401425164321373,42.52873782453866
+10,0.955362513432136,0.4136821824770707,0.2637950741327726,0.6915674388408661,2.031758789358468,50.2298873375202
+11,0.775246994311993,0.3935497155556312,0.19915927510995132,0.5760877169095553,2.4271077780888,43.10345103822905
+12,0.6343315147436582,0.3858369089089907,0.158905275280659,0.4754262406092424,2.1124103891438453,50.1149445895491
+13,0.5179987338873057,0.3702301520567674,0.1232788663644057,0.39471986981538626,1.9221180101920818,54.82758962696996
+14,0.4295856540019696,0.364119730087427,0.09687825739383697,0.33270739775437574,1.962957974137931,51.95402566317854
+15,0.3762646191395246,0.35411072373390196,0.08519378980764976,0.2910708310512396,2.2379087086381584,47.0114965767696
+16,0.3319090533715028,0.3477854141822228,0.08132943356266388,0.25057962032464837,2.159871380904625,50.000002893908274
+17,0.27964598398942214,0.34257693611658535,0.06972849237231107,0.20991749121592596,1.8599821986823246,55.977013555066335
+18,0.22715767874167517,0.3322384339112502,0.05221221257860844,0.17494546622037888,2.090985577681969,50.80460002504546
+19,0.20516073428667508,0.32768214299128606,0.04604459462257532,0.15911613886172954,1.768708504479507,58.850577913481615
+20,0.18894924911168906,0.3218287156178401,0.04571180733350607,0.14323744086118845,1.9208811603743454,56.43678454695077
+21,0.16855828658892558,0.31929412209070646,0.041803572756739765,0.12675471431933916,2.061321390086207,51.14942840050007
+22,0.153618423640728,0.3124754997400137,0.03573039474968727,0.11788802903432112,2.1230836572318244,51.034485257905104
+23,0.1537080983702953,0.3105550004885747,0.03848506882786751,0.11522302937049132,1.8033690493682335,57.35632442605907
+24,0.1284640100139838,0.3053955050615164,0.03645394983199927,0.09201005989542374,1.7821617866384571,57.58620926429485
+25,0.11710761647958022,0.3007166293951181,0.033904806037361804,0.08320280984044075,1.98582792693171,54.482761251515356
+26,0.11500911861658096,0.30188035598168006,0.036534524193176855,0.07847459373565821,2.193837815317614,50.574715055268385
+27,0.10287319100820101,0.2956275816147144,0.031153009516688493,0.07172018111898348,1.9105977272165233,54.4827608568915
+28,0.10435945999163848,0.29747123030515815,0.03477671361313416,0.0695827461205996,1.8488988013103091,56.436784152326915
+29,0.09711293176962779,0.2916727987619547,0.028981867948403725,0.06813106387853622,1.9277112237338363,55.63218610040073
+30,0.08260128371990644,0.2880980069820698,0.024315375576798734,0.058285907770578675,1.6688767137198612,60.574715318350954
+31,0.08459599482325407,0.285893484720817,0.03293220039743643,0.051663794712378426,1.7221205974447316,59.54023282281284
+32,0.084569996710007,0.2823062662894909,0.02662262635735365,0.057947370352653356,1.7526810333646576,57.011496971393456
+33,0.08364300108872927,0.28652314085226793,0.030264355127628033,0.05337864630497419,1.583131769607807,61.95402526855469
+34,0.07869898992089125,0.28191269865402807,0.027139905754190227,0.051559084367293576,1.9446884434798668,57.12643998244713
+35,0.08145425262359472,0.2849742747270144,0.029803276606477223,0.051650975931149264,1.7364143256483406,57.81609594410863
+36,0.07081940145446704,0.27981198384211614,0.025749691389501096,0.045069709936013586,1.6844996830512737,61.26437075384732
+37,0.0847140857233451,0.28359454090778646,0.03651380146352144,0.04820028434579189,1.5093888249890557,66.20689918254983
+38,0.08193358503855191,0.28731892384015595,0.03250651488510462,0.04942706975226219,1.8422991982821761,57.2413822042531
+39,0.08573060477009187,0.28908627583430363,0.03811263456367529,0.047617970808194236,1.7835325824803319,61.03448538944639
+40,0.08431524955309354,0.289356464606065,0.03594394609905206,0.04837130296688814,1.6654113983285839,61.954026057802395
+41,0.08362068253067824,0.2864538518282083,0.038216671748803215,0.045404011412308765,1.8102125792667783,59.310347195329335
+42,0.08398613786468138,0.28487762396152205,0.03414267648298007,0.049843461524981716,1.6188247244933556,61.6091984715955
+43,0.07104932797642854,0.2769945419751681,0.029294640069397596,0.041754687606142114,1.7097248537787075,60.45977283346242
+44,0.07725112925355251,0.28050983548164365,0.030393917328463152,0.04685721222597819,1.9310007177550217,58.275864831332505
+45,0.08549547510651442,0.29178043787296004,0.03929448603437497,0.04620098901482729,1.6657908045012375,61.14942892666521
+46,0.08386395046344171,0.28759941642100995,0.03823994724796369,0.04562400315816586,1.6744031741701324,59.0804636725064
+47,0.07550495513356649,0.2876739291044382,0.0362046578182624,0.0393002971720237,1.4663814059619247,65.51724401013604
+48,0.08110267399595333,0.2831733144246615,0.0364428922533989,0.04465978157061797,1.6577648294383083,62.183911816827184
+49,0.07401292914381394,0.2778301592056568,0.03666946731794339,0.0373434615536378,1.327889241021255,68.50574901186187
+50,0.07469488307833672,0.27960494252351614,0.033792432956397535,0.040902450795357044,1.4778589709051724,65.63218794197871
+51,0.08126292658539919,0.2879643509021172,0.037741235357064466,0.04352169131430296,1.7113444394078747,61.26437128001246
+52,0.07194978749522796,0.27991112241378197,0.033358208691844575,0.038591578832039466,1.5539911656544125,64.13793445455617
+53,0.0743653344993408,0.2830516393368061,0.03846604531774154,0.03589928915294317,1.5086874879639725,65.74712805912412
+54,0.06349741764939748,0.2736660198523448,0.0313604833271641,0.03213693410731279,1.450062447580798,63.79310594756028
+55,0.06757724394018834,0.2735545772772569,0.03434822669682595,0.033229017143066114,1.5820297290538918,63.90804935323781
+56,0.07613351528461162,0.2794314430310176,0.04561534311908942,0.03051817222283437,1.4520305477339646,66.20689984025627
+57,0.0780604555629767,0.27564745843410493,0.03894039260653349,0.03912006198213651,1.6559873860457848,61.034486573317956
+58,0.07381695583462715,0.28105283608803383,0.036873897079091805,0.03694305921403261,1.4382691917748287,66.09195709228516
+59,0.07046976330188605,0.2714786061873803,0.03981131193442987,0.030658451582376775,1.663765705865005,61.03448486328125
+60,0.08601892550404255,0.2896181468780224,0.04418999059842183,0.04182893467637209,1.5625233321354306,63.563220714700634
+61,0.0954426446213172,0.2878808122414809,0.04793992194418724,0.047502723049658996,1.5555872012828957,63.33333574492356
+62,0.09260990992188453,0.2926782640127035,0.04985115659924654,0.042758753064733285,1.5481849292228962,64.02299170658506
+63,0.09894044003807581,0.2909229503228114,0.05419404068245338,0.04474639961352715,1.652521935002557,62.5287383507038
+64,0.08637421096746738,0.28205437110020565,0.047127093346073075,0.03924711787929902,1.6689671730173046,61.264369833058325
+65,0.08716190583430804,0.2825723432577573,0.041515095732533015,0.045646810159087184,1.6491511525778935,62.06896893731479
+66,0.08319260655687405,0.2829469799995422,0.045160983302272285,0.0380316227961045,1.4702838268773308,65.17241721317686
+67,0.0711370285313863,0.27427135728872737,0.042072793526145125,0.029064234919272937,1.7445302502862339,60.919542773016566
+68,0.06469708314308753,0.27027313984357393,0.03410935048013926,0.030587732791900635,1.410987007206884,66.5517270318393
+69,0.06838747881926023,0.2663922924261827,0.040585657209157945,0.027801821638758367,1.6067687766305332,63.90804922169652
+70,0.07653332771017002,0.2751898160347572,0.049294490424486304,0.027238837514932338,1.311829739603503,69.19540589431236
+71,0.07993377722226656,0.27314755824896003,0.047880948678805275,0.032052828486149126,1.5397712136137074,63.67816398883688
+72,0.06829702441508953,0.26544598340988157,0.03922890777198168,0.029068116929668646,1.4102293417371552,68.39080600080818
+73,0.06440905321102876,0.2605210343232522,0.037423434323416306,0.026985619475062075,1.453204792121361,66.55172505872002
+74,0.07319895940331313,0.26697216286109043,0.04572043248380606,0.02747852673324255,1.4011081292711456,65.74712976916084
+75,0.07080899236293939,0.26811188963743354,0.03913669981635534,0.03167229240330366,1.5495688093119655,64.94253198031721
+76,0.06995372606011538,0.2621346801519394,0.0424982253032235,0.027455500771219915,1.3721077072209324,68.73563463934536
+77,0.08612226093044648,0.2701533040175071,0.04973125374661042,0.036391007527709004,1.3637513991059929,67.58620979045999
+78,0.07602017934505756,0.2707508032138531,0.047419746277424006,0.028600432981665317,1.4482926048081497,67.81609489177835
+79,0.06617298401319063,0.26579683010394756,0.039633163580527674,0.02653982057594336,1.4823824208358238,67.12643958782327
+80,0.0749945913369839,0.261842378286215,0.043865881158182254,0.03112871010716145,1.3535755954939743,69.4252903379243
+81,0.07744750970831284,0.26312070030432483,0.050885021342681004,0.026562488508912234,1.3465212213582005,69.54023426976697
+82,0.07237938184004564,0.2612665313940782,0.0428331738194594,0.029546208335803105,1.2938441654731487,70.34483126936287
+83,0.06896268633695748,0.25426020989051235,0.04395014178007841,0.025012544370614564,1.415041865973637,67.01149512981546
+84,0.07536984590383676,0.25701846938866835,0.047603105022930185,0.027766741124483255,1.4946571999582752,65.86207264867322
+85,0.07610437852831987,0.26621109270132504,0.04960795285610052,0.026496425185066005,1.281358355078204,70.68965806632207
+86,0.07823438306267445,0.26827211586328653,0.05272475852129551,0.025509624527050898,1.359858644419703,69.54023348051926
+87,0.06686804867707766,0.257904308117353,0.04303053988573643,0.02383750883432535,1.3209648913350598,71.0344852579051
+88,0.0682692428620962,0.2650148176229917,0.041208464251114775,0.027060778668293588,1.3884357193420673,68.62069254908069
+89,0.06437624804675579,0.2526803750258226,0.04127918989039384,0.023097057783832916,1.3247196427707015,68.96552197686557
+90,0.07624835177109791,0.25472454451597654,0.05233610868453979,0.02391224348774323,1.246892156272099,70.68965832940464
+91,0.0709179611160205,0.25549752895648664,0.04596510106840959,0.024952860090595025,1.3577817349598325,68.50574993265086
+92,0.059227400101148166,0.2496233644393774,0.03830968100004471,0.020917719473632482,1.2270518746869317,70.00000394623855
+93,0.06541722302253429,0.25367123943108777,0.041803405319268884,0.0236138174453607,1.3150062807675065,68.62069254908069
+94,0.05976034566186941,0.25009531722618983,0.03803361429331394,0.021726731010354484,1.4031997857422664,67.93103711358432
+95,0.06464056813946137,0.2481934749163114,0.04452150601607103,0.02011906190846975,1.6024580947284042,65.51724506246633
+96,0.07072591603948519,0.2509788086781135,0.043747176717107115,0.026978739666251035,1.4852158735538352,66.3218423251448
+97,0.07153581604361534,0.2710898933502344,0.04293216229058229,0.028603653896313447,1.307215822154078,69.5402313758587
+98,0.06349751508006683,0.2535034674864549,0.04086567384119217,0.022631841095594258,1.2033963347303456,72.18391129066204
+99,0.06784531634587508,0.251793087216524,0.046278090287859626,0.02156722582876682,1.3990723634588307,67.8160944971545
+100,0.06505601755701579,0.25239400084202107,0.043512533103617336,0.021543484152509618,1.2757071092210968,70.00000342007341
+101,0.05519168726526774,0.2490945687660804,0.035004821620308435,0.020186865644959303,1.216455169792833,70.91954356226428
+102,0.0598977325627437,0.24879123201737038,0.04038659597818668,0.019511136727837417,1.280387253596865,69.65517609694908
+103,0.061339574278547214,0.24925463979060833,0.04198348312996901,0.019356091091266046,1.2092788013918647,72.06897025272764
+104,0.06290923709479662,0.24723702669143677,0.044270890707579946,0.018638346802729827,1.1733364976685623,71.14942853204136
+105,0.060767083872969335,0.24330900173920852,0.04220682286585753,0.018560260677566894,1.2060923411928375,69.88506001439588
+106,0.062197409541561055,0.24161259486125067,0.043691431272488375,0.018505978469665233,1.2140479540002758,71.95402711013267
+107,0.0638679506113896,0.24149759205488058,0.04511467004911258,0.018753280662573302,1.141500374366497,72.41379731276939
+108,0.05877465534095581,0.2456591615310082,0.03994575930902591,0.018828895960289697,1.0831216018775414,73.2183935231176
+109,0.04696285289067489,0.23399108533675855,0.029796523213959657,0.017166329819995624,1.2148289104987835,71.72413977261247
+110,0.0495098527520895,0.233535333780142,0.033129689813806464,0.016380162981267158,1.0909155278370297,72.7586248989763
+111,0.06105216970810523,0.238442446406071,0.0424605026268042,0.01859166731054966,1.2100834682069976,72.52873913995151
+112,0.05316611181658048,0.23679856818455916,0.035167385566119966,0.01799872645105307,1.1298760052385002,73.90804987940295
+113,0.04873650549696042,0.2353244852561217,0.03280656565553867,0.015929940013358228,1.1469841989977607,72.18391207990975
+114,0.054456595073525724,0.2353299787411323,0.036148985117100754,0.018307609698520258,1.128529667854309,73.56322084624192
+115,0.0435158760788349,0.22912683486938476,0.02713837526165522,0.01637750077419556,1.1241096833656574,74.02299236429148
+116,0.04935908157091874,0.22889736478145306,0.032435831871743384,0.016923249785143594,1.088179719859156,74.13793576996902
+117,0.04911373784908882,0.23564243270800664,0.03265843362762378,0.016455304035200524,1.091313962278695,74.2528778602337
+118,0.04814618522158036,0.22858617580853977,0.03248350816563918,0.015662677199221573,1.095727669781652,73.44827980830752
+119,0.046960131623424016,0.2344492215376634,0.031018796778069093,0.015941334773714726,1.1072732970632355,73.6781655673323
+120,0.04044691195281652,0.22486926592313328,0.025902898638294293,0.014544013572426942,1.0981212278892254,74.48276361925849
+121,0.04976909048855305,0.2262181220146326,0.03344356235689842,0.016325528246278947,1.0776192196484269,74.4827625669282
+122,0.046596454255856,0.2254162630209556,0.030668241587968974,0.01592821296877586,1.1236901324370812,72.18391129066204
+123,0.039875711615269004,0.22060932379502515,0.024887336790561675,0.0149883749966438,1.1799498529269778,72.75862437281116
+124,0.05698385384793465,0.2368222163273738,0.03956461449941764,0.017419239692389964,1.2182002889698949,72.06896841114965
+125,0.044570080334177385,0.22557162848802714,0.02949848474504856,0.015071595517488627,1.1651231543771152,73.67816425191945
+126,0.05041232670728977,0.23623336347249838,0.033268461175836046,0.017143865631749997,1.0874211377110974,75.28735930344155
+127,0.04380795425520494,0.22974638205308182,0.028528231382369994,0.015279722901491018,1.0953730796945507,74.82758962696997
+128,0.03607178829037226,0.22240973917337564,0.02241660810720462,0.013655180283463918,1.0210194012214397,75.86207264867322
+129,0.039440577448560644,0.215550887126189,0.025742521753104833,0.01369805599634464,1.1270110072760746,75.51724558863147
+130,0.035293871221634056,0.21577315215881054,0.021652870166760225,0.013641001026217753,1.0127541936677078,75.74713082149111
+131,0.03618996753715552,0.21339342021025143,0.0234231334609481,0.01276683401889526,1.042118372588322,76.09195788153286
+132,0.03485157346496215,0.21384006280165452,0.022855408976857478,0.011996164416464476,1.0656263150017837,75.28736009268925
+133,0.031531291053845334,0.2111035773387322,0.01956977491768507,0.01196151587825555,1.0900010692662205,75.2873606188544
+134,0.03439938775621928,0.21124167167223418,0.02197523617114012,0.012424151699703474,1.0059041175349006,77.2413829935008
+135,0.0310610155073496,0.2098740272797071,0.019042055480755292,0.01201895999793823,0.9772863429168175,77.12644248173154
+136,0.031229329882906033,0.20637532128737524,0.019892150034698155,0.011337179848207877,1.006211050625505,75.74713108457368
+137,0.03240827281887715,0.2093349271095716,0.020766716049267695,0.01164155685557769,1.0035623435316414,76.55172782108701
+138,0.031109462420527752,0.2085299361210603,0.0198736346541689,0.011235827795014931,1.0052561389988866,77.5862124212857
+139,0.030813061044766353,0.20498953209473536,0.019488261023966166,0.011324799848863712,1.0305117122058212,76.09195814461543
+140,0.030244223687511226,0.20494390290517073,0.019646688292805966,0.01059753536604918,1.0691997162226974,74.82759199471309
+141,0.0314952295846664,0.20571227761415334,0.020401102060881946,0.011094127839001326,1.015265376403414,75.4023050768622
+142,0.02741673093002576,0.20176299191438235,0.01692563292498772,0.01049109801936608,0.9931317711698597,77.01149933913658
+143,0.0252161978242489,0.19920733318879055,0.014772271307615133,0.010443926473649648,1.003753510014764,76.66667096368198
+144,0.027190066415529984,0.20053973541809963,0.017003584266282044,0.010186482077607742,1.0524228955137318,75.74713108457368
+145,0.028067517624451564,0.19636081892710466,0.017734726145863532,0.010332791335307635,1.0099455816992398,77.1264411663187
+146,0.02680850888674076,0.20370582044124602,0.01667850506133758,0.01013000375376298,1.0085525882655177,75.97701605435076
+147,0.02218909948491133,0.19753510631047763,0.01292715178659329,0.0092619477556302,0.9761757686220366,77.12644142940127
+148,0.022954646068123672,0.19414311830814068,0.013996032983637774,0.008958613055829819,0.9646319274244637,76.66667148984712
+149,0.02262674805063468,0.19602755124752339,0.013686228013382509,0.008940520123220407,0.9869119401635795,77.58621136895542
+150,0.0204200848363913,0.19329985403097594,0.011688875736525425,0.008731209071209797,0.9414258147108143,78.27586496287378
+151,0.021779184673841184,0.19438388783198138,0.012970625852736143,0.00880855882110504,0.9430393905475222,79.3103492999899
+152,0.02404237209031215,0.1952403465142617,0.014250398283967606,0.009791973820672586,0.9955837891019624,76.66667148984712
+153,0.02278501196549489,0.19521632607166584,0.013723393959494738,0.009061617884211816,0.9620338328953447,77.5862124212857
+154,0.021939541227542436,0.19222114957295933,0.012821765415943586,0.00911777581159885,0.9920897278292425,75.86207396408608
+155,0.024425774870010523,0.19604475842072414,0.014993298942079911,0.009432475899274533,0.9890478869964336,76.4367859939049
+156,0.021359424608258102,0.1933470485302118,0.012466665400335421,0.008892759193594639,0.9942198704028952,77.4712695417733
+157,0.021053943009330677,0.19093799751538496,0.012627254426479339,0.00842668848971908,0.9242896663731542,78.39080863163389
+158,0.027339833373060594,0.203055156652744,0.016878972245523562,0.01046086114902909,0.9987812556069473,75.2873614081021
+159,0.029516223044349598,0.20553851517347188,0.018647890623945455,0.010868332377420022,0.955643551103,76.66667122676455
+160,0.02458018517264953,0.203621411552796,0.014755655696185735,0.009824529548103993,0.9692065756896446,78.3908094208816
+161,0.02088240496814251,0.1969244862978275,0.012021355861081526,0.008861049035420785,0.9101490748339686,78.27586759369949
+162,0.021778422536758275,0.19129275335715368,0.013230018890821017,0.008548403674593339,0.9778134288458988,77.81609660181506
+163,0.022904353818068136,0.19068969373519604,0.01339718524653178,0.009507168478404101,0.956390892637187,77.1264419555664
+164,0.024008304740373906,0.19724368177927457,0.014089851869413486,0.009918452928272578,0.939272744902249,78.8505788342706
+165,0.03130634088928883,0.2040260211779521,0.019124394970444533,0.012181945933172336,0.9754641220487398,77.1264411663187
+166,0.02190997606286636,0.19413753679165474,0.012634575825471145,0.009275400180083054,0.9408151949274128,78.50575177422886
+167,0.020631910745914167,0.18908224243384142,0.012159260849540051,0.008472650003834412,0.9750575443793987,78.04598236083984
+168,0.02354909452394797,0.1907083979019752,0.013533027993085292,0.010016066616830917,1.0391557997670666,75.74713082149111
+169,0.02438017771794246,0.20067157332713786,0.013492747267278341,0.010887430565288434,0.9863596702444142,76.0919576184503
+170,0.019204475873937973,0.1910788859312351,0.010870330565823958,0.008334145422738332,0.9555015358431586,76.78161436935952
+171,0.01798048125436673,0.18287593516019673,0.010236818629961748,0.007743662624404981,0.9103621871306978,78.50575256347656
+172,0.01986998305297815,0.18248805403709412,0.011580443396591223,0.008289539699371044,0.9218895322289961,78.3908094208816
+173,0.017630709249239703,0.1831172899557994,0.009838352459841049,0.007792356775070612,0.8978617725701168,78.6206941275761
+174,0.01716972430451558,0.180925236756985,0.009832924790680408,0.007336799499507134,0.9040142996557827,80.22989023142847
+175,0.016533428960694718,0.17729068306776194,0.009340270372250905,0.0071931586027718505,0.8991441233404751,79.31034956307246
+176,0.015561672629645237,0.17588248940614554,0.008562126340201268,0.006999546404068286,0.9058815466946569,79.65517793852707
+177,0.0171737624045748,0.17708930441966422,0.009589503089395853,0.007584259222046687,0.9267516465022646,78.04598209775727
+178,0.016576756794865314,0.18021232852568994,0.009247561501195798,0.007329195343817656,0.8961667048520056,79.31034877382476
+179,0.015552130097953172,0.17757904460796944,0.008638480778496998,0.006913649340948233,0.9018049774498775,78.62069439065867
+180,0.015362503064366487,0.1764917912391516,0.008577915008824604,0.006784588048377863,0.9218404560253538,78.27586864602976
+181,0.015295210495018042,0.17236610100819513,0.0085906219525406,0.006704588571133522,0.8716205707911787,79.88506264522158
+182,0.014682239508972718,0.17407944592145774,0.008158690575510264,0.006523548947790494,0.8860103590735073,79.77012068649819
+183,0.01482006818629228,0.1731483505322383,0.008305156087646117,0.0065149120270059655,0.8877902030944824,78.85058093893117
+184,0.014571551992916144,0.17241070843659914,0.008109205323629654,0.006462346719434628,0.9013760500940783,79.42529375799771
+185,0.0148502189379472,0.16992395451435677,0.008227872010320426,0.006622346877478636,0.8944674031487827,78.85057936043575
+186,0.014429056028333994,0.1721035544688885,0.008142519312409254,0.00628653670876072,0.9028338132233455,78.62069360141096
+187,0.01386657844369228,0.16907651057610146,0.007633393565909221,0.0062331848921110995,0.8853656382396303,78.62069544298896
+188,0.014121725109334175,0.16858938726095052,0.007954176522504824,0.006167548644141509,0.884786790814893,79.08046485637796
+189,0.016279191237229568,0.17617245820852426,0.00966356500553397,0.006615626274679716,0.8451362930495163,80.00000420932112
+190,0.014189045518063582,0.17099304955739242,0.007896481511684565,0.006292563970558918,0.8613443580167047,80.22989049451104
+191,0.013621425385085435,0.1656044882077437,0.007479980752731745,0.006141444632353691,0.881984385950812,79.54023479593211
+192,0.013493467824390301,0.1677540994607485,0.007467000580464418,0.006026467258253923,0.8774215311839663,79.77012173882846
+193,0.01346614921035675,0.16740413170594434,0.007399219525261567,0.006066929699423221,0.8671422436319548,80.34483258477573
+194,0.013238380190271598,0.1656498120381282,0.007282186636271385,0.005956193575492272,0.8635187416241087,80.45977625353584
+195,0.013235866378706235,0.16418335483624386,0.007133345642628578,0.006102520736077657,0.8698548736243412,79.88506080364358
+196,0.013109357784000727,0.16182846174790308,0.00718518767076043,0.005924170055928138,0.8483410827044783,80.00000631398169
+197,0.016288303598188437,0.16846441787022812,0.009616095873598868,0.006672207753245647,0.8881898584036991,78.96552197686557
+198,0.013768224031306231,0.16792982449898353,0.007647363117967661,0.0061208608703544505,0.8236894566437294,80.68965990790005
+199,0.013212539499195722,0.16668237676987283,0.007209653615091856,0.006002885848283767,0.8655959285538772,80.00000605089912
+200,0.013135307210569198,0.16242416821993313,0.007220838183107285,0.005914469027461914,0.875356152139861,79.88506185597387
+201,0.012957823032943102,0.16143882733124953,0.007171213970734523,0.0057866090908646585,0.8327254221357149,80.45977520120555
+202,0.013360133509223278,0.16108766198158264,0.0075542104645417284,0.0058059230231894896,0.8707206598643599,79.19540668356008
+203,0.013631340087606357,0.16153195179425753,0.007809486490889237,0.005821853618209178,0.8414778760794935,80.57471781763537
+204,0.012897383837172618,0.15929549772005816,0.007168990817780678,0.00572839302655596,0.8457317208421642,80.80460252432988
+205,0.01290837090749007,0.1610100812636889,0.007169741664368373,0.0057386291929735584,0.833673986895331,80.57471623913995
+206,0.012735763292473097,0.16046922573676475,0.007026341392730291,0.005709421899742805,0.8444794950814083,80.57471702838767
+207,0.012493202262199842,0.15669398995546194,0.0069224087664714225,0.00557079350289244,0.8582333737406237,80.0000052616514
+208,0.012350597662421373,0.15435672333607306,0.0068258644869694345,0.0055247331181397805,0.8499287181887133,79.77012029187432
+209,0.013108113236152208,0.15849429598221412,0.007413625688507007,0.005694487554809222,0.8318355288998834,81.95402737321525
+210,0.013028295982915621,0.15838884115219115,0.00739104521389191,0.0056372507403676326,0.8321887131395012,80.91954461459456
+211,0.012305353495937128,0.15858138730892768,0.006809725784338438,0.00549562769010663,0.8374866514370359,80.57471702838767
+212,0.01288253001582164,0.15448942940968732,0.007398996831705937,0.005483533234263842,0.8383255950335798,80.00000420932112
+213,0.012474384932563856,0.15461670595865984,0.006999666867061303,0.005474718158634809,0.8308472797788423,81.03448828335466
+214,0.012322423965311968,0.15203498831162085,0.006862543745396229,0.005459880205587699,0.8281831104179909,80.91954461459456
+215,0.012557377580266732,0.1537039442704274,0.0070760812682028,0.0054812963478840316,0.8172697404335285,80.5747175545528
+216,0.012342362564343673,0.1535702320245596,0.006943451942732701,0.005398910607282932,0.825069102747687,80.80460173508217
+217,0.012101980241445395,0.1514039770914958,0.006704199256805273,0.005397780905835903,0.8202182383372866,80.45977441195784
+218,0.012047218574354281,0.14860034493299631,0.006700963605768406,0.005346255004405975,0.8268707045193376,81.26437246388403
+219,0.012419868317934183,0.1488284217623564,0.00703048870827143,0.005389379631154812,0.8477535186142757,81.14943011053677
+220,0.012250251036423904,0.14810970769478723,0.0069102875243585845,0.0053399634690812,0.8022583764174889,81.9540286886281
+221,0.011775265361827153,0.1455207918698971,0.0065400450132214105,0.005235220355769762,0.8335172390115673,81.26437299004917
+222,0.011903125019027636,0.1431063550022932,0.00670061745465948,0.005202507614516295,0.8254286441309698,80.91954540384226
+223,0.011875915283767077,0.14303134427620814,0.0066224624331180865,0.005253452872141049,0.8078034951769072,81.14943063670191
+224,0.011619797220023778,0.14498286774525276,0.006455076299607754,0.005164720848775827,0.8154421818667444,80.91954461459456
+225,0.011522247470342195,0.1431794116130242,0.006364609773915547,0.005157637682098609,0.8328586056314665,81.49425874907395
+226,0.01150286213423197,0.14092047271820216,0.0064229891062355954,0.005079872942028137,0.8179247708156191,81.03448775718952
+227,0.011817291063758043,0.13947839083579872,0.0067353390730344334,0.00508195196923155,0.820561440854237,81.95402711013267
+228,0.011674992697170148,0.13969343040998167,0.006625696006589211,0.005049296683416917,0.8006518503715252,81.83908633528084
+229,0.011552282981574536,0.13769894414223158,0.006501416783206738,0.005050866141055639,0.8080392726536455,81.95402921479324
+230,0.011515106346744757,0.13696933629421087,0.006446349878723805,0.005068756496677032,0.7955426635413334,82.18391286915747
+231,0.01147374059431828,0.13820100793471704,0.006449947807078178,0.005023792823060201,0.8002454165754647,81.49425795982624
+232,0.011244104917232807,0.13327971352980686,0.006282796911322153,0.004961308048894772,0.8069562315940857,81.3793163957267
+233,0.011297072599140498,0.13552400951202098,0.006305750867781731,0.004991321666882588,0.8103976640208014,81.83908528295056
+234,0.011439631449488494,0.13066578381336652,0.0064127945771011025,0.00502683690104347,0.7868494329781368,81.49425769674367
+235,0.011786833692055482,0.13409932507918432,0.006786480553161639,0.005000353124565803,0.7925565849090445,81.72414292960332
+236,0.01140573531962358,0.13242610417879544,0.0064233353074926594,0.004982400026458961,0.7973063485375766,81.26437456854458
+237,0.01146295563532756,0.1279691002689875,0.006508354219393088,0.0049546014445905505,0.7966060247914545,82.29885574866985
+238,0.01140633519165791,0.12705537791435534,0.00649027147401984,0.004916063667489932,0.7585238999333875,83.21839668010843
+239,0.011469625753278916,0.1282837287737773,0.00658504432783677,0.004884581439770185,0.7881996878262224,82.29885601175242
+240,0.011457994895485732,0.12630268598978336,0.006558244367345021,0.00489975052814071,0.8009065153269932,81.95402816246296
+241,0.011451149860826822,0.1216491482578791,0.006517921252032885,0.004933228572973838,0.7774923649327509,82.41379889126482
+242,0.011258417683152052,0.12223367129380887,0.0063991757109761235,0.004859242007996027,0.7944843008600432,81.14942958437163
+243,0.011024559203248758,0.12328834510766543,0.006203997693955898,0.004820561559440998,0.7879059612751007,82.29885522250471
+244,0.01129566584355556,0.11945435060904576,0.006392640699274265,0.004903025180101395,0.787960736915983,82.1839133953226
+245,0.011210677514855678,0.11855782155807201,0.006368369738069864,0.004842307755293754,0.7842349451163719,82.41379783893454
+246,0.011236500625426953,0.11677327889662523,0.006395441451324866,0.004841059138281987,0.768230964397562,82.64368333487675
+247,0.011176798220437307,0.11743596219099485,0.006375303277029441,0.004801494950571886,0.7692773280472591,82.29885601175242
+248,0.010903255326243547,0.11652387586923746,0.006166053842753172,0.004737201433342237,0.7786349602814379,82.18391392148774
+249,0.01087093950750736,0.11589260995388032,0.006141117573357545,0.0047298218983297165,0.7796386254244837,82.41379862818225
+250,0.011015912904762304,0.11380244676883404,0.0062569694665188975,0.004758943445407427,0.7860965790419743,82.5287417707772
+251,0.01097485851496458,0.11293359628090492,0.006230889153308593,0.004743969426132166,0.7724272444330412,82.18391234299233
+252,0.010744789156776208,0.11050334343543419,0.00604470819234848,0.0047000809644277275,0.7785004500685067,82.52873992919922
+253,0.010938927473930212,0.10986068638471456,0.006248094528340377,0.004690832945589835,0.7734135348221352,82.64368359795932
+254,0.010842213263878455,0.10606053654964154,0.006120753216628845,0.004721460126053828,0.7643988338010065,82.75862542514143
+255,0.010720293137889641,0.10826607598708227,0.006033353199465917,0.004686940010063923,0.7629531580826332,82.52873913995151
+256,0.01070890104254851,0.10532273994042324,0.0060443551422884835,0.004664545900260026,0.7629004120826721,83.10345274826577
+257,0.010866502457513258,0.10521736763990842,0.006199399718584923,0.004667102710272257,0.7793731319493261,83.33333771804283
+258,0.010782474365371924,0.09993982968422083,0.0061507536814763,0.004631720741207783,0.7638459534480654,82.5287417707772
+259,0.010699198839183037,0.09803823989171248,0.006069617883230631,0.004629581020428584,0.7829649777247988,82.87356830465383
+260,0.010676021386797612,0.10073385490820957,0.006021376627569015,0.0046546447449005565,0.774110681024091,82.98851092108364
+261,0.010612908564507962,0.09652211528557997,0.006023783852847723,0.004589124697332199,0.7791325110813667,82.9885103949185
+262,0.01056356023137386,0.09651799373901808,0.005975592788308859,0.004587967378588824,0.7650225039186149,82.8735685677364
+263,0.010514871059701994,0.09462685676721426,0.005930008022831036,0.004584863029706936,0.7609364040966692,83.21839378620017
+264,0.01051890948930612,0.09300940948037001,0.005957557275318183,0.004561352221151957,0.7483305150064928,83.33333771804283
+265,0.01060319458349393,0.09116646578678718,0.005999199028771657,0.004603995504574134,0.7779620598102438,83.21839483853044
+266,0.010830174357845232,0.0865754783153534,0.006200709308569248,0.004629465128080203,0.7766989921701366,82.5287417707772
+267,0.010559799823050315,0.08894156326468174,0.005979244110102837,0.004580555734439538,0.740702733911317,83.21839615394329
+268,0.010529707902326034,0.08496980357628603,0.005974050274548622,0.0045556576134493714,0.7699916650509012,83.21839615394329
+269,0.010421365356216064,0.0855541400038279,0.005875848677869027,0.004545516714167136,0.758370677972662,82.64368491337217
+270,0.010542601246673328,0.08145061135292053,0.005983704722558076,0.004558896516951231,0.7488230220202742,82.758625688224
+271,0.010483408733629263,0.07857586466349088,0.005925383862967675,0.004558024856333549,0.7623160162876392,82.98850986875337
+272,0.010503428601301634,0.07886403237397854,0.005952172296551558,0.004551256211617818,0.7523595402980673,82.98851144724878
+273,0.010457820302018752,0.07625492129188317,0.005903237900481775,0.0045545823943729585,0.7584115605929802,83.21839589086072
+274,0.010601282076766859,0.07416374482787573,0.006037500794403828,0.004563781311019109,0.7537735823927254,83.33333850729055
+275,0.010361168719828128,0.07137183747612513,0.0058115269200733075,0.00454964184273894,0.7529133023886845,82.41379889126482
+276,0.01033253613859415,0.07180423535979712,0.005815457488195255,0.004517078621742817,0.7486949686346382,83.90805132635708
+277,0.0104132587949817,0.06427128773469191,0.005894025436674173,0.004519233386963606,0.7473519465018963,83.10345274826577
+278,0.010303131089760708,0.06693755669089464,0.005806561158253596,0.004496569917179071,0.7443232484932604,83.79310897300984
+279,0.010388165612060291,0.06179965883493423,0.005891129961953713,0.004497035621450498,0.7363987585593914,83.10345301134834
+280,0.010409046294024357,0.06272254534638845,0.005926730426458212,0.004482315846074086,0.7469269797719759,83.7931084468447
+281,0.01041560614338288,0.05950373348135215,0.005924829776183917,0.004490776360034943,0.749454837420891,83.33333692879512
+282,0.010288009878534538,0.05570243660074014,0.005827153753489256,0.00446085618235744,0.7539325397590111,83.21839562777815
+283,0.010346493483162843,0.053984497888730124,0.005895556437854583,0.00445093704530826,0.7559089578431228,82.75862621438914
+284,0.01029365579955853,0.052152387224710904,0.0058335318301732724,0.004460124026697415,0.752138824298464,83.90805080019194
+285,0.010385201455881963,0.04997336426033423,0.005926329169708949,0.0044588722933370335,0.7525312345603417,83.4482816498855
+286,0.010308952858814826,0.04422136499331548,0.005870846336564192,0.004438106515086614,0.7672587201513094,83.33333903345569
+287,0.010350939316245226,0.04324504618461315,0.005891763655325541,0.004459175632263605,0.7522768049404539,82.5287417707772
+288,0.010220433957874775,0.04124726438178466,0.005782755106114424,0.004437678787284172,0.7625641062341887,83.10345380059604
+289,0.010296863618378456,0.040201383657180345,0.0058471975203316946,0.0044496661481949,0.750149574773065,84.13793603305159
+290,0.010324423473614912,0.03713032833945293,0.005866688017088634,0.004457735463690299,0.7608868644155306,83.33333877037312
+291,0.010254806294464148,0.03476698103432472,0.005805914268757289,0.004448891989886761,0.7544966689471541,83.21839562777815
+292,0.010255682181853515,0.03020195780465236,0.005816842465159984,0.004438839645053332,0.7688525730165942,83.33333745496026
+293,0.010160887585236476,0.029242510778399615,0.0057257543246333415,0.004435133246275095,0.7480519352288082,83.9080502740268
+294,0.010352297900960995,0.025536424566346864,0.005918480369907159,0.004433817588365995,0.749069162483873,83.90805001094424
+295,0.010324192362336011,0.021582669162979493,0.005889994085121614,0.004434198291542438,0.7501383814318426,83.44828059755523
+296,0.010210768090417752,0.019398809453615776,0.0057578264592358696,0.004452941652673941,0.753324099655809,84.1379368222993
+297,0.010241865338041231,0.015654161950716578,0.005788527507908069,0.004453337822969143,0.7653551841604298,83.33333798112541
+298,0.010107767796860291,0.009790256014810107,0.0056582414903319795,0.004449526285036252,0.7561209962285799,83.33333877037312
+299,0.010084946711476032,0.0051524222986056994,0.00565020009302176,0.004434746589798194,0.7591041552609411,83.56322426631533

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_False-regularization_True/args.yaml

@@ -0,0 +1,148 @@
+DVS_DA: false
+TET_loss: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 6
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.5
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 300
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_VGG_SNN
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: true
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 101
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results2/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: true
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 42
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: CALTECH101
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 10
+suffix: ''
+sync_bn: false
+target_dataset: NCALTECH101
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.9
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_False-regularization_True/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3bfc6908a978b043e4b2bb7b4dabc58a63e3d2cbe2101593a04072ef385e744f
+size 121928129

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_False-regularization_True/summary.csv

@@ -0,0 +1,301 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,5.847155431600718,0.166016836808278,4.605435650165265,1.2417197667635405,4.619233937099062,0.45977013686607626
+1,5.2587928478534405,0.5838165817352442,4.090191940160898,1.1686008801827064,4.421881248211038,6.091954395688814
+2,4.035881024140578,0.5462401243356558,3.056550091963548,0.9793309294260465,4.268155961201109,6.781609535217285
+3,2.9749522135807918,0.4836576860684615,2.173349153078519,0.8016030660042396,3.6681963986363906,15.862069688994309
+4,2.1838380300081695,0.43666630524855393,1.5261027299440824,0.6577353202379667,3.509576131557596,18.160920241783405
+5,1.6863358204181378,0.40804784068694483,1.1388178146802461,0.5475180048208971,2.716752496258966,35.40230020983466
+6,1.2300968610323393,0.3769612316901867,0.7700447907814613,0.46005206520740805,2.6509765181048164,34.36781784583782
+7,0.9198251770092891,0.3614468386540046,0.5243588163302495,0.3954663588450505,2.4752062189167945,43.563220451618065
+8,0.6723736588771526,0.3434191685456496,0.3303779294857612,0.3419957275574024,2.346194596126162,41.83908252058358
+9,0.5080404836397905,0.3271127347762768,0.22283392342237326,0.28520655930042266,2.2489965455285432,45.51724414167733
+10,0.3944228328191317,0.3164904232208545,0.14924150155140803,0.24518133218471821,1.9722233394096638,51.034485257905104
+11,0.3267367239181812,0.303145838700808,0.1171019651568853,0.20963475979291477,2.050510414715471,48.85057738731648
+12,0.26901330787401934,0.29842807833965007,0.08957591091211026,0.17943739570104159,1.9801958511615623,51.72414121956661
+13,0.21729361300285047,0.2869391069962428,0.0657657398054233,0.15152787210849616,1.996326915149031,50.80460041966931
+14,0.18302303438003248,0.28159674589450545,0.05349846510932996,0.12952456841102014,2.0946379530018775,47.471266910947605
+15,0.16138098583771632,0.27511023466403667,0.04669346881027405,0.1146875173999713,2.3591877098741203,45.287359434982825
+16,0.14759885771916462,0.2697733636085804,0.04617894707390895,0.10141991090316038,2.0403005501319624,49.425290074841726
+17,0.12217195469599504,0.26439147339417385,0.037229070382622576,0.08494288348234617,1.895467392329512,53.10345182747677
+18,0.1070406694824879,0.25841783376840444,0.033021855354309085,0.0740188143001153,1.937943327015844,51.72414082494275
+19,0.09402228376040092,0.2545862241433217,0.029062493059497613,0.06495979038568643,1.9072960368518173,53.908048169366246
+20,0.08950998324614305,0.2522065742657735,0.02870155879511283,0.06080842373462824,2.1748493622089256,47.35632403143521
+21,0.07747903277094548,0.2484284180861253,0.02594162833232146,0.05153740438131186,2.159630454819778,48.045980124638
+22,0.0718083068728447,0.24434811908465165,0.024434841309602443,0.04737346602173952,2.164628497485457,49.54023242818898
+23,0.06802140858310919,0.23975613117218017,0.02435164417211826,0.04366976438233486,2.0981486748004783,50.45977270192113
+24,0.05961506189062045,0.23858830126432273,0.021873990847514225,0.03774107058460896,1.8779574879284562,55.28735864573512
+25,0.05612179797429305,0.23369865463330194,0.02149251252412796,0.03462928536419685,1.9325953064293697,54.252875492490574
+26,0.049815594175687206,0.23158660737367776,0.019568545901431488,0.03024704851783239,1.8135024638011539,56.55172624259159
+27,0.04559346391604497,0.2267915645470986,0.017015212588012217,0.028578251428329027,1.8138104060600544,57.586209790459996
+28,0.05782179173368674,0.23520586284307332,0.026832713258381075,0.03098907848963371,1.9997022563013538,54.02299104887864
+29,0.05777692261796731,0.23970567469413465,0.02467752556101634,0.03309939687068646,1.8962248933726344,57.01149683985217
+30,0.047420554550794455,0.22945911357036003,0.021011572388502268,0.02640898210498003,1.8336715369388974,55.8620719909668
+31,0.05061386365156907,0.23178358353101292,0.024546169747526828,0.02606769370344969,1.7114185218153328,59.655175833866515
+32,0.04440050093600383,0.22665128455712244,0.018936980329453946,0.025463520563565767,1.81461867792853,56.206899577173694
+33,0.03654140520554323,0.21796219990803645,0.016784261869123348,0.019757143422388112,1.7594561864589822,58.045980256179284
+34,0.03218627956051093,0.21122169059056503,0.01467621005498446,0.01751006953418255,1.8785353364615605,55.86207172788423
+35,0.031209915188642648,0.214050325522056,0.01438003321393178,0.016829882203959503,1.656302706948642,60.68965661936793
+36,0.02704323404110395,0.2064212347452457,0.01265155150053593,0.014391682526239982,1.6938236211908275,59.885060672102306
+37,0.0286648498991361,0.20589709281921387,0.0135377011476801,0.015127148622503648,1.5908521084949887,61.14942774279364
+38,0.02869525683613924,0.20685462768261248,0.013405056956868906,0.015290199850614253,1.6114659720453723,60.91954316764042
+39,0.026965519728568883,0.20316502818694482,0.01411387354422074,0.012851646227332262,1.8448399428663582,57.81609554948478
+40,0.027571699080558922,0.20512242936171018,0.013158307912258001,0.014413391096660724,1.701451589321268,58.96551960912244
+41,0.031123898923397064,0.20640478455103362,0.017109536250623374,0.01401436270142977,1.6267783436281928,60.114945773420665
+42,0.04771582303712001,0.23427783113259534,0.026180664564554507,0.02153515827197295,1.4604648392775963,64.02299025963093
+43,0.03764083643372242,0.22398407207085536,0.01849994150778422,0.019140894868626045,1.7474803924560547,58.27586391054351
+44,0.025667035636993556,0.2057971383516605,0.011845308026442162,0.013821727639207472,1.6480089220507392,60.91954290455785
+45,0.020801836309524684,0.19285027017960182,0.010555943230596873,0.010245892964303494,1.5659575914514476,61.494255855165676
+46,0.019041877082334114,0.18675487041473388,0.009867080902824035,0.009174796122197921,1.6658982819524304,59.19540444735823
+47,0.01799648043054801,0.18444059926729936,0.009296565832426915,0.00869991468408933,1.5230386914878056,64.82758883772225
+48,0.017673901769404227,0.18270219014241146,0.009145803434344438,0.008528098549980384,1.531143019939291,62.75862332048087
+49,0.016505586814421873,0.1779587337603936,0.008864599745720625,0.007640987161833507,1.5373344092533505,63.67816346267174
+50,0.016674803741849386,0.18116326996913323,0.008981251773925928,0.007693551932103359,1.548685542468367,63.10345195901805
+51,0.015063455170736864,0.17454568583231705,0.00824302566739229,0.00682042961080487,1.6533233256175601,62.18391142220333
+52,0.01912784007592843,0.18985709983568924,0.01095039049306741,0.008177449661665238,1.4867366634566208,64.9425311910695
+53,0.015445322643678922,0.17924168981038607,0.008227175803711781,0.007218146825639101,1.601738954412526,62.18391129066204
+54,0.014659457625104831,0.17322713984892918,0.007883125629562598,0.006776331852261837,1.5116561856763115,62.98850934258823
+55,0.015037270563726241,0.17317413412607632,0.00798134866098945,0.007055921960048951,1.4760023684337222,65.2873587772764
+56,0.01240305078144257,0.16505956512231093,0.00714897491897528,0.00525407582306518,1.5211519619514202,64.02299104887864
+57,0.022689697375664345,0.18673167412097638,0.013219512354295988,0.00947018490316203,1.605526430853482,62.29885338092672
+58,0.2946172054570455,0.27361597716808317,0.22331025518763523,0.07130695180251048,2.335720654191642,49.080462357093545
+59,0.6459346230213459,0.342045651949369,0.4671793417288707,0.1787552793438618,1.976055515223536,54.59770373640389
+60,0.19595126463816717,0.2958628837878887,0.12109284630188576,0.0748584179350963,1.665054674806266,60.00000328853213
+61,0.08561167006309216,0.26971998306421135,0.04547265498684003,0.04013901513356429,1.5466940978477741,62.75862345202216
+62,0.05292599642506013,0.2557431303537809,0.025335803943184704,0.027590192940372685,1.5155788988902652,63.67816398883688
+63,0.04402128079762826,0.24810257783302894,0.022383116429241803,0.021638164554650965,1.496228842899717,63.333337191877696
+64,0.03580433866725518,0.23939220515581278,0.01829777890099929,0.01750655975192785,1.4946614627180428,63.33333600800613
+65,0.02915840555842106,0.23168792266112107,0.014597129735809107,0.014561276066188629,1.5013724318866073,64.36781889816811
+66,0.025112613175924007,0.22668438439185803,0.01273033140370479,0.012382281886843535,1.4601818713648567,65.5172453255489
+67,0.022775078593538358,0.22057261765003205,0.012081747974913853,0.010693330432359989,1.419575874147744,66.20689891946726
+68,0.02225450400549632,0.21674237159582285,0.011856263489104235,0.010398240365947668,1.4753930363161811,64.48276019918508
+69,0.020329265325115278,0.21346748860982748,0.010893083048554568,0.00943618224790463,1.5806893192488571,63.908048169366246
+70,0.01917595694271418,0.21113835939994224,0.010667918450557269,0.008508038506484948,1.491283577063988,65.97701473893791
+71,0.018728510533960966,0.2075393802844561,0.01020719209829202,0.008521318435668945,1.5267655500050248,63.908048695531384
+72,0.016892677588531604,0.20576905676951776,0.009557420445176271,0.007335257121863273,1.3894900165755173,67.47126822636045
+73,0.01661074933810876,0.2034981289735207,0.009424011839123872,0.007186737527640966,1.4473799837046657,66.20689957717369
+74,0.01538711515470193,0.2009404652393781,0.008953680012088556,0.006433435128285335,1.5061166861961628,63.79310634218413
+75,0.015488542372790667,0.19881768157848945,0.0090017712316834,0.006486771119615206,1.4937013346573402,65.17241760780071
+76,0.015541250487932793,0.1972261770413472,0.009225789371591348,0.006315461123505464,1.4679723978042603,65.86207212250808
+77,0.015097280878287095,0.19676114091506372,0.00878634421298137,0.006310936636649645,1.4327116670279667,66.66666964826912
+78,0.01373540459630581,0.19388043032242702,0.008228406482017957,0.005506998056975695,1.4252559686529225,66.55172729492188
+79,0.013312140078498767,0.1932609654389895,0.008044134775319924,0.005268005331834922,1.3269820418851128,68.04598025617928
+80,0.013630204905684177,0.19234714003709646,0.008485554452412404,0.005144650431779715,1.481110613921593,64.59770439411032
+81,0.013161229542814769,0.19241203596958747,0.007932578177692799,0.00522865135079393,1.4518715636483555,66.66666872748013
+82,0.012522128224372864,0.18913362553486457,0.007598815815379987,0.0049233123803367985,1.5244532042536243,65.17241695009429
+83,0.012409283650609164,0.1862945483281062,0.007672969631564159,0.004736314001134955,1.406299249879245,65.74712963761955
+84,0.012276610373877561,0.18505468185131366,0.007667639522025219,0.004608970887672443,1.4283226522906074,66.09195709228516
+85,0.012433903592710311,0.19014761310357314,0.007802344428805204,0.004631559196143196,1.4431891359131912,65.51724453630119
+86,0.011449171760334418,0.18591239796235012,0.007157400494011549,0.00429177121975674,1.4811156330437496,65.63218741581358
+87,0.01120887418779043,0.18456327319145202,0.007072028553543183,0.004136845598427149,1.4816534519195557,65.40230191987136
+88,0.011063543477883705,0.1838554166830503,0.006930918167703427,0.0041326252457041,1.454868197441101,65.86207185942551
+89,0.010784900288742322,0.18183958920148702,0.00677427754092675,0.004010622797963711,1.441256046295166,66.43678507311591
+90,0.010336361195032413,0.18103537032237418,0.0065537098078773575,0.003782651344170937,1.4181566402829926,66.89655435496363
+91,0.010066565054540452,0.1792808223229188,0.006397944660140918,0.003668620351415414,1.3946060024458786,66.43678388924434
+92,0.009869650593743874,0.17912759093137887,0.006335350333784635,0.0035343002527952194,1.302609653308474,68.85057751885776
+93,0.009807566496042105,0.1788937958387228,0.006168465875089168,0.0036391007176672036,1.4256511268944576,67.81609410253064
+94,0.009826131551884687,0.17844226039372957,0.006136406786166704,0.003689724733479894,1.5412991601845314,64.71264569512729
+95,0.009306042555433052,0.17593255111804376,0.0060179460937014,0.0032880964438216044,1.456726781253157,66.09195682920259
+96,0.009370441935383356,0.1749931459243481,0.006024440256162332,0.0033460016684749953,1.4073895339308113,66.66667043751684
+97,0.00930165907797905,0.17684049629248105,0.006054526001501542,0.003247133083641529,1.3747147280594398,67.58620979045999
+98,0.008919279291652716,0.17595110604396233,0.0058171739730124294,0.0031021053043122477,1.4252598408995003,67.35632297910493
+99,0.008927274567003433,0.17455126482706804,0.005743765050115494,0.0031835094989778904,1.5980664820506656,62.988508553340516
+100,0.00870268429414584,0.172814086996592,0.005625398163325511,0.00307728610932827,1.3193769002782887,68.62069281216326
+101,0.00858519609587697,0.17295952851955707,0.005619010651627412,0.002966185429921517,1.4030610590145505,67.35632429451778
+102,0.00855958625817528,0.17298439901608686,0.005509020474094611,0.0030505658127367497,1.4558848224837204,67.58620979045999
+103,0.008256074678725921,0.17147432955411765,0.0054541391965288386,0.0028019354607050234,1.319012062302951,68.62069149675041
+104,0.008111177341869244,0.16978455094190745,0.005367565183685376,0.0027436121402738185,1.4614802064566776,66.20689957717369
+105,0.0083050312832571,0.16904163085497342,0.005630404874682427,0.0026746264014106532,1.3500399137365406,68.16092182027883
+106,0.00806195460116634,0.1691147201336347,0.005354883901488323,0.0027070706674399286,1.409384378071489,66.0919576184503
+107,0.007807956793560431,0.16991846423882703,0.005178196857181879,0.0026297599435425724,1.455884341535897,66.66667004289299
+108,0.00761732653213235,0.16776200853861295,0.005108011936625609,0.0025093146205808106,1.2445711596258755,69.0804627517174
+109,0.007596541188943845,0.16732789759452527,0.0051031246064947204,0.0024934165358829956,1.336872544781915,68.85057765039905
+110,0.007881319229132855,0.16787346922434293,0.0052857093298091335,0.0025956098921597003,1.4758547174519505,66.55172861033472
+111,0.008456411936248725,0.17248362669577966,0.005282097324155844,0.0031743146443309694,1.4668673975714321,65.97701421277276
+112,0.007664570678025484,0.16668284718806928,0.005049775132479576,0.002614795509725809,1.3377681600636449,67.70115214380725
+113,0.0072660122568217606,0.16753250177089984,0.004878007699377262,0.0023880045359524395,1.3673694339291802,67.2413822042531
+114,0.007207724065161668,0.16486377670214727,0.004819453679598295,0.002388270403473423,1.3339364405336052,67.35632534684807
+115,0.007008755393326282,0.16571073211156406,0.004746229158571133,0.002262526241919169,1.3811684723558098,67.58621018508384
+116,0.007207026798278093,0.16564376170818623,0.004846316934205019,0.002360709856909055,1.3049876689910889,70.22988838985049
+117,0.0070270550580551995,0.16776448465310612,0.00470691010929071,0.002320144955928509,1.3338562455670586,68.16092247798525
+118,0.006926430955242652,0.16409502350367033,0.004599949101415964,0.0023264818430806583,1.3387447554489662,67.70115332767881
+119,0.006957159263010208,0.1677660556939932,0.004577203804197219,0.002379955482096053,1.3453844169090534,68.73563306084995
+120,0.006617177148851064,0.16458407800931196,0.004501376924319909,0.0021158002281131652,1.422731510524092,67.2413822042531
+121,0.006637789187236474,0.16403346061706542,0.00446499833980432,0.0021727908223580857,1.3191628332795768,68.85057817656418
+122,0.006714751671713132,0.16316671875806954,0.004435266740620137,0.0022794849310929957,1.421402902438723,66.78161147545124
+123,0.00655417933773536,0.16310053834548363,0.004388798601352251,0.002165380736383108,1.439027761590892,66.78161121236867
+124,0.006488324938198695,0.16292007175775675,0.004421753479311099,0.0020665714499325705,1.361574571708153,68.50574940648572
+125,0.006470579274285298,0.1614771001614057,0.00435716353643399,0.0021134157593433673,1.3326438213216847,68.96552039837015
+126,0.00642311625325909,0.16494876260940844,0.004313732934399293,0.0021093833439338665,1.2905369606511345,70.00000157849541
+127,0.006292601295102101,0.16437605756979723,0.004265712789044931,0.002026888491729131,1.3101000498081077,68.27586469979121
+128,0.006132631748914719,0.16484595903983482,0.004190767477624691,0.0019418642838270619,1.3862048428634117,67.01149723447602
+129,0.006007769868637507,0.16281040471333724,0.004152236327242393,0.0018555335610961686,1.3314341183366447,67.93103750820818
+130,0.0059572922853896254,0.16012728237188778,0.0040854533274586385,0.0018718389740500312,1.295497814129139,69.42528928559402
+131,0.005921562861364621,0.16261005928883185,0.004077503837358493,0.0018440590472891926,1.3614930695500866,68.16092247798525
+132,0.005709500675304578,0.16183571586242088,0.004010646389080928,0.0016988543059247045,1.3968346242246956,67.58620979045999
+133,0.005755241272541193,0.16062985131373772,0.004014980821655347,0.0017402604634228808,1.3027778946120163,68.96551842525088
+134,0.0060555575272211665,0.1645529173887693,0.004007403527458126,0.0020481540266281137,1.3220933182486172,69.54023190202385
+135,0.005974215999818765,0.16545153856277467,0.004054533632901999,0.001919682349006717,1.4419968621484165,67.58620847504714
+136,0.005727542134431692,0.16156540696437544,0.003939208381164533,0.0017883337443121352,1.217647803240809,71.03448723102439
+137,0.005555715963530999,0.16194622562481806,0.003876325423614337,0.0016793905363346523,1.3186627626419067,69.31034745841191
+138,0.005476276354434399,0.15986598890561324,0.0038603888323100713,0.001615887525706337,1.3212947742692356,68.50574966956829
+139,0.008105331680809076,0.17542558862612798,0.004266055977831667,0.003839275654620276,1.5189974513547173,66.32184206206223
+140,0.10093088605656074,0.24563527634510626,0.07825439493530072,0.022676491203646246,2.146617219365876,52.413795734273975
+141,0.23255948069003912,0.3250054052242866,0.1761894004849287,0.05637007963198882,1.487000013219899,65.51724453630119
+142,0.05581497100110237,0.27322324422689587,0.03787584887960782,0.01793912207134641,1.6041511009479392,63.793107394514415
+143,0.027412492094131616,0.2558082938194275,0.017956122455115502,0.009456369560211897,1.2714707358130093,69.7701179241312
+144,0.018714786736437908,0.2408660051914362,0.012254967970343736,0.006459818844898389,1.2952165603637695,68.62069254908069
+145,0.015669580076176387,0.230395059631421,0.010397068626032426,0.005272511428651901,1.27202497885145,69.31034745841191
+146,0.014086658536241605,0.2237721275824767,0.009504730025163064,0.004581928486004472,1.2504470553891411,69.88506040901973
+147,0.01299007824407174,0.21976602490131672,0.009041569510904643,0.003948508754659158,1.2442917412724988,70.22988733752021
+148,0.011740430057621919,0.2153732446523813,0.008151043063172927,0.0035893870087770315,1.2361490726470947,70.57471518680967
+149,0.011167003859121066,0.21393406849641067,0.007760211832534808,0.003406792008676208,1.2057001837368668,70.91954435151199
+150,0.010691663708824378,0.21052557986516218,0.007350656153777471,0.0033410075586289166,1.2569434108405277,71.14942774279365
+151,0.6913248777389527,-6.627524257708261e-09,0.6474567605898931,0.04386811804456207,1.1619672220328758,72.06896788498452
+152,0.30612762088959034,-7.289829705559666e-09,0.2867872164799617,0.01934040511170259,0.9114002852604307,77.01149960221916
+153,0.148875608925636,-9.186311457247516e-09,0.13967519242029924,0.009200416061167534,0.8166408806011595,78.85057936043575
+154,0.09339180193268336,-1.7873788875915961e-09,0.08735799353856306,0.006033808601876864,0.8702356733124832,79.31034851074219
+155,0.07321339421547376,2.3191604897182954e-10,0.06844612440237632,0.0047672701963724995,0.8087824583053589,80.68966069714776
+156,0.0570161820604251,-1.1825620261021528e-08,0.05313866069683662,0.00387752136000647,0.8577682036778023,78.73563805941878
+157,0.04720217204437806,-6.6836383222250545e-09,0.04376282087312295,0.0034393513503556067,0.8239430600199206,80.11494682575095
+158,0.04035506214086826,-6.43714754790568e-09,0.03729653745316542,0.0030585245372584235,0.8348952470154598,80.57471702838767
+159,0.036938213814909644,-1.034906629666825e-08,0.03401680660362427,0.002921407279343559,0.8299724397988155,79.65517899085735
+160,0.03181554110577473,-6.97790197861562e-09,0.029245430890184183,0.0025701100651461346,0.8137224398810288,80.11494761499866
+161,0.027311321118703255,-1.967086315216347e-09,0.025055580586194993,0.0022557405683283622,0.8208638367981747,81.26437220080146
+162,0.02705666279563537,-7.49021460540218e-09,0.02471357687161519,0.0023430859652132942,0.7868489335323202,81.83908475678543
+163,0.02665553302145921,-5.754473470941849e-09,0.024364818833195245,0.002290714161398892,0.8106813040272943,80.91954382534685
+164,0.02410073715906877,-7.444088814598451e-09,0.02197314568150502,0.0021275913951775203,0.8389829397201538,79.42529139025459
+165,0.023637816911706556,-9.890645160253859e-09,0.021538400005262633,0.0020994168545047823,0.80090057027751,81.26437299004917
+166,0.021348143340303348,-1.432691756000701e-08,0.01938618796949203,0.001961955454988548,0.8090842725901768,81.14943063670191
+167,0.020668709220794532,-1.04545031164134e-08,0.01879584206124911,0.0018728672759607435,0.8008491047497454,80.80460357666016
+168,0.021431328499546418,-7.233582926503728e-09,0.019400245252137002,0.0020310832993485606,0.7840188515597376,81.37931586956155
+169,0.019514233962847637,-7.43350948210294e-09,0.01768448483198881,0.0018297490448905872,0.8546873063876711,78.505752300394
+170,0.01841960737051872,-5.57200909018443e-09,0.01669203664820928,0.0017275707276824576,0.7725812587244757,81.03448749410695
+171,0.016739757330371783,-8.087403128704134e-09,0.015107161866930814,0.0016325954723959931,0.8049578687240337,80.45977625353584
+172,0.016452703109154334,-5.299835584132477e-09,0.014831382365754018,0.0016213206753421289,0.7705398582178971,81.49425795982624
+173,0.015465788070399028,-5.07869213756545e-09,0.013933398416982247,0.0015323896122236664,0.8335820765330874,79.6551768861968
+174,0.015863969807441418,-5.808648993636918e-09,0.014340270367952494,0.0015236993445656621,0.771420614472751,82.06897051581021
+175,0.015031550050928042,-8.958070139564845e-09,0.013535862172452303,0.0014956879608619671,0.787455507393541,81.3793145541487
+176,0.014857406140520023,-6.867745266498231e-09,0.013365153223276138,0.001492252922616899,0.7622174600075031,83.3333398227034
+177,0.01563766047071952,-4.387755712504254e-09,0.014096249654315985,0.0015414108647606693,0.796343914393721,80.80460305049502
+178,0.015357804943162662,-1.1106356609758594e-08,0.013833166415301653,0.0015246385726361321,0.8251014372398113,79.54023479593211
+179,0.014092986944776315,-1.643853186598718e-08,0.012657801176492985,0.0014351857879843848,0.7731873886338596,81.49425848599138
+180,0.014209787318339715,-9.346550517702825e-09,0.01278503818007616,0.0014247491060254665,0.8042135608607325,80.68965990790005
+181,0.013523500140469808,-1.5911776288662487e-08,0.012156080769804808,0.0013674193240988714,0.785340815782547,81.26437220080146
+182,0.013520140759646892,-1.074135136359181e-08,0.012160845559376937,0.0013592951859419163,0.7568269269219761,81.95402789938039
+183,0.0130047008395195,-7.191728328297654e-09,0.011699571632421933,0.001305129171277468,0.7871647456596638,80.68965885556977
+184,0.013250700900187859,-1.1800728095075528e-08,0.011919670408734909,0.0013310305236910397,0.8111141015743387,80.57471702838767
+185,0.014799361590009469,-1.2335699146240972e-08,0.013362059828180534,0.0014373018800352627,0.7753246200495753,81.60920005009092
+186,0.012745394786963096,-9.82574072272691e-09,0.011466582592290182,0.0012788122233289938,0.8056323857143007,81.26437299004917
+187,0.012396525090130476,-8.336176985453885e-09,0.0111511964064378,0.0012453287553328735,0.7914442646092382,80.68965964481748
+188,0.012361190668665445,-1.2307365627736817e-08,0.011105841383911096,0.0012553493528125379,0.8120837869315312,80.68966017098262
+189,0.012129041953728749,-1.1455640760886616e-08,0.010894872806966304,0.0012341691467624444,0.8106345986497814,80.91954461459456
+190,0.011607470406362643,-7.166545774499002e-09,0.010415871197787615,0.001191599235440103,0.7943282826193447,80.9195459300074
+191,0.011883558619480867,-8.612421124645962e-09,0.01069334467443136,0.0011902139217664417,0.7563144297435366,81.14943116286705
+192,0.011419339177127067,-6.400297339657592e-09,0.010256305480232606,0.001163033704058482,0.780524535425778,81.72414319268589
+193,0.011387650224451835,-1.0237429692587347e-08,0.010231885586220485,0.0011557646543503954,0.7770614850110021,81.60920057625606
+194,0.011410187156154558,-5.951916660490869e-09,0.010265348837352715,0.001144838365367972,0.7891960442066193,81.37931586956155
+195,0.011489078459831385,-9.023138430701293e-09,0.010330045223236084,0.0011590332491323353,0.7536507557178366,82.06897130505791
+196,0.012126938640498198,-7.49612899829922e-09,0.010913129695332967,0.0012138089774033198,0.7492178349659361,82.18391286915747
+197,0.011627296945796563,-9.78281087585669e-09,0.010473121172533585,0.0011541757553529281,0.8108179672011013,80.45977520120555
+198,0.011298199370503425,-1.0201572489329726e-08,0.010180616421768299,0.00111758302574834,0.8049616402593153,80.45977441195784
+199,0.01081527781028014,-1.3070845028911337e-08,0.009722297466718233,0.0010929804080380843,0.7407787298334056,82.29885495942214
+200,0.0105102758997908,-1.1765708497650624e-08,0.00944836881871407,0.0010619070613756775,0.7587430805995546,82.758625688224
+201,0.010174142526319393,-6.372606673551355e-09,0.009145413038249199,0.0010287294432950707,0.7624802794949762,81.72414292960332
+202,0.010194482940893907,-1.2047118684683949e-08,0.009155977631990726,0.0010385053312907426,0.7803781669715355,81.60920083933863
+203,0.01022077168409641,-9.373054395774764e-09,0.009186801930459646,0.0010339697849793502,0.7789948536404248,81.83908659836342
+204,0.010171877377881453,-3.64666445427183e-09,0.009156018552871851,0.0010158588035175434,0.8022337946398505,80.91954566692483
+205,0.010147303729676283,-8.98526341470386e-09,0.009135599577656158,0.0010117041994817555,0.7880387059573469,81.37931481723128
+206,0.00995150378976877,-1.0737737210818013e-08,0.00894740901600856,0.0010040947827152334,0.7422929426719402,82.75862437281116
+207,0.009689411936471095,-1.1472870403358982e-08,0.008712325782443468,0.0009770861316400652,0.7591213892246115,81.95402789938039
+208,0.00937833238679629,-1.4634431373565621e-08,0.008433590421023276,0.0009447419218933926,0.7523258441481097,82.8735685677364
+209,0.010065525225721872,-2.0084475291573535e-08,0.009065954616436592,0.0009995706773434695,0.7772670244348461,81.6092011024212
+210,0.01011092639886416,-1.2284050154960539e-08,0.009099784450462231,0.0010111419591479576,0.7705826512698469,82.41379810201711
+211,0.009407429984555795,-2.8209586237461548e-09,0.008469701207314547,0.0009377287808232582,0.7843473348124274,82.06896893731479
+212,0.009345942721343958,-8.078095226325261e-09,0.00841405916815767,0.0009318835424402585,0.7500683850255506,82.52874071844693
+213,0.009468296829324502,-1.109870721203678e-08,0.008533864210431393,0.0009344325776999959,0.7577182938312662,82.75862516205886
+214,0.009197884010007748,-9.697339732639475e-09,0.008283322827460674,0.0009145612103076509,0.821521118797105,81.03448854643723
+215,0.009170704206021932,-6.7929422617356405e-09,0.00825689910696103,0.0009138051160754492,0.8200935289777559,81.60920136550376
+216,0.00914704342587636,-7.263906427959274e-09,0.008241370356140228,0.0009056730876461817,0.797614925894244,80.91954566692483
+217,0.009077138983859466,-1.2593862124615667e-08,0.008181077428162098,0.0008960615368918158,0.7690391047247525,82.29885522250471
+218,0.008991438336670399,-1.1923339986468688e-08,0.008103135493225777,0.0008883028452356275,0.770513273518661,82.6436820194639
+219,0.008629832373788724,-1.3333132979204559e-08,0.007772815829286209,0.0008570165561440472,0.7806650276841789,82.64368280871162
+220,0.008545185410632537,-8.488460815337683e-09,0.007696870793230258,0.0008483145815821794,0.8171188728562717,81.26437325313174
+221,0.008513756877241227,-1.3868323394266708e-08,0.007672490766988351,0.0008412660645822493,0.8136812674588171,81.14943063670191
+222,0.008631602552934334,-1.0558844469278948e-08,0.007788916748876755,0.0008426858425641862,0.7742233111940581,81.95402711013267
+223,0.008531400926697713,-7.260532946870782e-09,0.007693891098292974,0.0008375098024351666,0.7747803494848055,82.758625688224
+224,0.008306645652135977,-1.4158750886258313e-08,0.007492051882526049,0.0008145937642369133,0.8040132029303189,81.49425769674367
+225,0.008899939533036489,-6.695170978945683e-09,0.00803049083512563,0.0008694487301489481,0.7762702641815975,82.18391234299233
+226,0.00837964817451743,-6.0609972807750955e-09,0.007565804470617037,0.0008138437549440334,0.7777896687902254,81.379313764901
+227,0.008357603747684222,-1.0301934369247525e-08,0.00754379819218929,0.0008138055125108132,0.7640927485350905,83.1034532744309
+228,0.008062552675031698,-1.1202035668791858e-08,0.0072704533616510724,0.0007920993321861785,0.8126658201217651,81.37931402798357
+229,0.008083853856302226,-1.425984651702999e-08,0.007298978038418752,0.0007848758053464385,0.7788225617902033,82.29885706408271
+230,0.008044685258601721,-1.0903708605405264e-08,0.007265263086614701,0.0007794221630319953,0.7887004696089646,81.49425822290881
+231,0.00799419994537647,-9.784190061157646e-09,0.007217638459629737,0.000776561509925299,0.808339706782637,81.26437167463631
+232,0.007823657201459775,-1.1246945964639965e-08,0.007061337801412894,0.000762319416165925,0.8171223175936732,81.37931534339641
+233,0.0078901507318593,-1.6838204120120168e-08,0.007126726776074905,0.0007634239495158769,0.7789261464414925,82.41379862818225
+234,0.008032569926805221,-6.475373107295504e-09,0.0072595892903896475,0.0007729806211920312,0.7952014146179989,81.83908686144599
+235,0.009499268527500904,-7.838746414948408e-09,0.008619098250682538,0.0008801702472667855,0.7873474287575689,82.29885601175242
+236,0.00806306956622463,-5.534750494162957e-09,0.007293771680157918,0.0007692979138272886,0.7594001503853962,82.75862647747171
+237,0.007770725898444653,-9.070484943082397e-09,0.007021542158550941,0.0007491837363117017,0.7450925070663978,82.64368175638133
+238,0.0077776787730936825,-9.589221889188665e-09,0.007031615622914754,0.0007460631662979722,0.7772449398862904,82.41379836509968
+239,0.007663874184856048,-1.372044459713173e-08,0.006929738790943073,0.0007341354109275226,0.7561166903068279,82.1839126060749
+240,0.007581575200534784,-8.748737083503937e-09,0.006857795984699176,0.000723779178224504,0.7711694343336697,83.33333877037312
+241,0.007481760381219478,-6.134439344233457e-09,0.006767115899576591,0.0007146444574643213,0.7967325695629778,81.95402921479324
+242,0.007495924909240924,-1.019868809166777e-08,0.006779679276335698,0.0007162456427557537,0.7771960743542375,82.29885627483499
+243,0.007362302199292642,-5.165640675464955e-09,0.006659573517166651,0.0007027286964540298,0.7913864172738174,81.49425822290881
+244,0.0075037269566494685,-9.600915127313238e-09,0.00679380871498814,0.000709918242556831,0.7478485785681626,83.56322242473733
+245,0.007466518599539995,-1.0131615944165626e-08,0.006764138583093882,0.0007023800218191285,0.7892891929067415,81.3793163957267
+246,0.007301309231955272,-1.4450260012231016e-08,0.006604776588770059,0.0006965326512447344,0.7757737225499647,83.21839562777815
+247,0.007278542808042123,-9.932301894619236e-09,0.006589175825222181,0.0006893669738649176,0.7622900995714911,82.87356804157126
+248,0.007286446111706587,-5.256195848120264e-09,0.006600752988686928,0.0006856931310791808,0.7867000822363228,81.49425822290881
+249,0.007119608061531416,-7.047456960715404e-09,0.006444720200334604,0.0006748878611968113,0.7812087813328052,82.06897104197535
+250,0.007143918826029851,-1.0414343676644025e-08,0.006471576097492988,0.0006723427357008824,0.8046893641866487,81.72414371885102
+251,0.007233267857764776,-1.0213009217390041e-08,0.006551768587758908,0.0006814992610508433,0.7671332975913738,82.52873992919922
+252,0.007104957060745129,-9.259634567864845e-09,0.0064404231281234665,0.0006645339603822391,0.776420665198359,82.29885495942214
+253,0.007035881990137009,-5.7608827857675164e-09,0.006374021626722354,0.0006618603311765652,0.769883006811142,81.95402711013267
+254,0.00713406649346535,-8.335259811051219e-09,0.006467224421122899,0.0006668420705514458,0.7908451454392795,81.49425795982624
+255,0.007047513120162946,-1.1201389039313797e-08,0.006387619932110493,0.0006598931692469005,0.7576966326812218,82.98851144724878
+256,0.0069311323933876475,-5.488602399582481e-09,0.006281436191728482,0.0006496961765850965,0.7678358637053391,83.218396943191
+257,0.00694281504704402,-4.8253404815115426e-09,0.006293128695912086,0.000649686367250979,0.7707817688070494,81.8390858091157
+258,0.00691417780203315,-8.465956021155638e-09,0.006269297505227419,0.0006448803371033417,0.7633317441775881,82.52873966611665
+259,0.006885963047926242,-1.2838901658485114e-08,0.006245533498720481,0.0006404295886078706,0.7886752917848784,81.72414161419046
+260,0.0068511689439989054,-7.396188117394316e-09,0.006213754207755511,0.0006374147299748774,0.7654741488654038,82.98850986875337
+261,0.006779451460505907,-1.3832381279277328e-08,0.006148027291951271,0.0006314241604951138,0.7625595248978714,83.4482808606378
+262,0.006847239880321118,-9.605931266873582e-09,0.006214943872048305,0.0006322960073773104,0.7781415520043209,82.18391207990975
+263,0.0067221985556758365,-1.4769775141195835e-08,0.006097914120898797,0.0006242844553735967,0.7808732945343544,82.18391234299233
+264,0.00671934808532779,-7.3091628128168626e-09,0.006096845019895297,0.0006225030439404341,0.786418289973818,81.49425690749595
+265,0.0067157872164478665,-9.693344531200833e-09,0.006094627977850346,0.0006211592609850833,0.7942348924176447,81.60920083933863
+266,0.006763412731771286,-5.669533467153278e-09,0.006138851335988595,0.0006245613689176165,0.8085092943290184,81.1494316890322
+267,0.00668592661475906,-1.0073203344902215e-08,0.006069107547115821,0.0006168190882397959,0.7785913440687903,82.75862542514143
+268,0.006662459184343998,-1.2292807052211137e-08,0.0060468806097140676,0.0006155785620928956,0.7655323661606888,82.75862674055428
+269,0.006666540261358022,-9.145122702356755e-09,0.006054603365751413,0.0006119368803830674,0.7659653435493338,82.52874045536436
+270,0.006655080064844627,-9.972032229880275e-09,0.006043113144831015,0.000611966925386626,0.7721349781957166,81.49425717057854
+271,0.0066252267991121,-5.4818217478145815e-09,0.006014850155378763,0.000610376639255824,0.7615625262260437,82.75862463589372
+272,0.006588497757911682,-7.028437534323678e-09,0.005982518654603225,0.0006059790916669254,0.7478551021937666,83.21839562777815
+273,0.006573150342760178,-9.428216559907454e-09,0.005970824645975461,0.0006023256869341891,0.7589451578156702,82.64368359795932
+274,0.0065859324083878444,-1.1047309309649615e-08,0.005984512215050367,0.0006014201834869499,0.7683671466235457,82.29885601175242
+275,0.006510323329040638,-1.2021422286382825e-08,0.005915981774719862,0.0005943415399927359,0.7704758109717533,82.29885522250471
+276,0.006504359920150958,-1.1907835574424926e-08,0.005910719809337304,0.0005936401054406395,0.7860258386052889,82.52873966611665
+277,0.0065293691765803555,-1.3977339562421404e-08,0.005931771911967259,0.000597597246703047,0.7588545947239317,83.10345301134834
+278,0.006467388341060052,-7.84054608621779e-09,0.005877390604179639,0.0005899977234478754,0.7649473414338869,82.52874150769463
+279,0.006494125523246252,-1.152576844870472e-08,0.005902901843476754,0.0005912236779784927,0.7615229240779219,83.10345485292632
+280,0.006468599361295883,-1.0893968447589684e-08,0.005877657728986099,0.0005909416394738051,0.8079107691501749,81.8390858091157
+281,0.006463107975343099,-5.562163555380331e-09,0.005872250649218376,0.000590857329706733,0.7624569864108645,82.98850934258823
+282,0.006399684105641567,-1.2279278623182241e-08,0.005816646428922048,0.0005830376579139668,0.7783879658271526,82.52873966611665
+283,0.0064007697985149345,-4.1979624723391285e-09,0.005818882692032136,0.0005818871029007894,0.7985282838344574,81.72414450809873
+284,0.006394437306488936,-1.2318984578370166e-08,0.0058134247190677205,0.0005810125856302106,0.7910447726989615,81.83908554603313
+285,0.006353365286038472,-6.891542292946981e-09,0.0057744077048622645,0.0005789575802807052,0.7541423090573015,82.87356830465383
+286,0.006352694003054729,-1.2292188674279476e-08,0.005776358130746163,0.0005763358660400487,0.7789471848257656,82.18391313224004
+287,0.006371479896971813,-1.0959093201940312e-08,0.005792537876046621,0.0005789419958511224,0.7547307651618431,82.9885103949185
+288,0.006353434483305766,-5.528558035272541e-09,0.00577739104628563,0.0005760434325426244,0.7823847521995676,82.18391286915747
+289,0.006358149984421638,-5.208974370750886e-09,0.005780947065124145,0.0005772029291480206,0.780613831404982,83.44828059755523
+290,0.006387839989306835,-9.03007332487997e-09,0.005808553687081887,0.0005792863093889676,0.7802553259093186,82.64368228254646
+291,0.006326027164378992,-1.1330001793921415e-08,0.005753924790769816,0.0005721023673406588,0.7734813176352402,83.10345380059604
+292,0.0063051219313190535,-1.1141763919354892e-08,0.00573436116369871,0.0005707607828438855,0.7820428918147909,81.72414450809873
+293,0.006313075067905279,-1.1851485472089567e-08,0.005743595126729745,0.0005694799393845293,0.7879101469598967,82.06897025272764
+294,0.006280323941833698,-1.0066087854280289e-08,0.005712402819727476,0.000567921156135316,0.7573509606821783,81.95402842554553
+295,0.0062829350479520285,-1.1460575290914795e-08,0.005716197930562955,0.0005667371209710836,0.7587396153088274,82.64368333487675
+296,0.006336619439893044,-1.0838418367883016e-08,0.005765260720195679,0.0005713587161153555,0.7703950918953995,83.10345222210061
+297,0.006241994100407912,-1.1885640184908231e-08,0.0056771996860893875,0.0005647944161095298,0.7734790752673971,82.06897130505791
+298,0.0062313854407805664,-1.172637736103915e-08,0.005670096596273092,0.0005612888409254643,0.7790763748103174,82.29885627483499
+299,0.0063194083193173775,-8.279417383654274e-09,0.005750875998861514,0.0005685323168738531,0.7618399437131553,83.10345406367861

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/args.yaml

@@ -0,0 +1,148 @@
+DVS_DA: false
+TET_loss: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 6
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.5
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 300
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_VGG_SNN
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: false
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 101
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results2/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: false
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 42
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: CALTECH101
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 10
+suffix: ''
+sync_bn: false
+target_dataset: NCALTECH101
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.9
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:587f89b780c5140bda905412942c3ede9652ce31d50f3d4675422c3de4f09a19
+size 121919741

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_False/summary.csv

@@ -0,0 +1,301 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,9.292128562927246,0.13423396062392454,4.609685457669771,4.615326133141151,4.614189575458395,0.45977013686607626
+1,8.680878587869497,0.25652138132315416,4.224358896108774,4.328258991241455,4.105323873717209,22.75862193929738
+2,6.463506353818453,0.550157524072207,2.969427299499512,3.2190002991602973,3.2893102744529985,25.862070346700733
+3,4.592698056881244,0.5323063896252559,2.0007824696027314,2.325762422268207,3.323387598169261,23.67816188417632
+4,3.4336280089158278,0.47919453336642337,1.3805312468455389,1.8134995167072003,2.806572141318486,31.264369372663825
+5,2.740635321690486,0.44291773988650396,1.0317537142680242,1.4874227688862727,2.599367676110103,36.896553434174635
+6,2.092460560798645,0.39475885079457207,0.7104562869438759,1.1846248700068547,2.482431617276422,39.4252894171353
+7,1.674126960681035,0.3671593881570376,0.5033297038995302,0.9872175647662236,2.5674848063238738,38.9655190829573
+8,1.2925007664240324,0.33555322885513306,0.3306733709115248,0.7940507865869082,2.215370638617154,46.091956434578734
+9,0.9930502552252549,0.3038617193698883,0.22359102391279662,0.6175283752954923,2.09714138507843,50.22988720597892
+10,0.8198772091131944,0.2849531086591574,0.1645307903106396,0.5128698559907766,1.8801819579354648,53.1034506436052
+11,0.674986824622521,0.2612325989283048,0.12614852614127672,0.41822200004871074,1.8657541521664323,55.40230178833008
+12,0.5647432221816137,0.24591390467607058,0.10212167633267549,0.339664593568215,1.9033849979269093,53.103450512063915
+13,0.479965341091156,0.22728468569425436,0.08225902834763894,0.28406397173037895,1.7637064580259652,55.63218675810715
+14,0.39280349474686843,0.2114397693138856,0.0634438027556126,0.22363980756356167,1.7717178443382526,57.12643985090585
+15,0.3435562367622669,0.1965009338580645,0.056263974423591906,0.1890417931171564,1.8809094141269553,54.36781902970939
+16,0.30912249179986806,0.1838642065341656,0.055434418412355274,0.1617559662232032,1.8835990100071347,54.59770386794518
+17,0.27272750253860767,0.17333351855094617,0.04476668043778493,0.14129406259610103,1.7340836442750076,58.39080810546875
+18,0.23270791471004487,0.15997683428801024,0.03880709808033246,0.11391239934242689,1.6924181888843406,58.73563542859308
+19,0.2090116303700667,0.15087411013933327,0.032606368454603046,0.10096820587149033,1.6665159011709278,59.88506054056102
+20,0.19542556405067443,0.14245926508536705,0.031663908150333625,0.09253202458986869,1.6167535288580532,60.344830611656455
+21,0.18557614317307106,0.13702010592589012,0.031825898473079386,0.08524019248210467,1.8685048818588257,55.05747301825161
+22,0.17347778311142556,0.13216133862733842,0.02801725362929014,0.07937985905087912,1.816932279488136,56.8965546180462
+23,0.1715138513308305,0.1271602152631833,0.029595110106926698,0.07833863342037568,1.6218580336406314,61.034484994822535
+24,0.14658524692058564,0.11911336286709859,0.027932695915492682,0.059095868926781876,1.4786520744192189,63.33333574492356
+25,0.14358617250735944,0.1127877957545794,0.025523814014517344,0.06166846041495983,1.7011636331163604,58.505750195733434
+26,0.13982715022105438,0.11429103922385436,0.027189646346064713,0.05549198457827935,1.5841428658057903,61.49425532900054
+27,0.12694839193270757,0.1059391030898461,0.02408722057365454,0.04989161952756918,1.580257539091439,60.91954224685143
+28,0.12802313463046,0.10353673902841715,0.0278391114077889,0.04841565329294938,1.5078392604301716,62.75862318893959
+29,0.12349208192183421,0.10127246746650109,0.023941160881748566,0.048914687048930386,1.5733050231275887,62.758624109728586
+30,0.11489464319669283,0.09867874590250161,0.021661032707645342,0.04389423713661157,1.519176384498333,63.448278755977235
+31,0.11319628942471284,0.09448079122946812,0.025821968282644565,0.04013392489690047,1.4360243205366463,64.59770439411032
+32,0.11173734997327511,0.09148173481225967,0.021026815273440802,0.044969667666233504,1.5249447617037544,62.64368070405105
+33,0.11650031220454436,0.09544830230566172,0.02552867207962733,0.04324748945923952,1.3351684767624428,67.35632429451778
+34,0.10189772133643811,0.08701280034505404,0.02134342977347282,0.03704789134745414,1.315527632318694,68.16092313569168
+35,0.09219505271086326,0.08292418317152904,0.019361707453544322,0.03137125392945913,1.3428429981757855,66.2068986563847
+36,0.09313040054761447,0.08286975289766606,0.018571661928525336,0.03312386282934592,1.45288230221847,63.90804922169652
+37,0.1140884219453885,0.08562360302760051,0.032006681739137725,0.03926993866379445,1.332761526107788,66.66666833285628
+38,0.109963426223168,0.08795184275278678,0.02693580535168831,0.03905169877868432,1.4395890030367622,66.55172545334389
+39,0.09614255646100411,0.08235696840744752,0.024142350915532847,0.030821721055186713,1.368303085195607,65.63218662656587
+40,0.10082456125662877,0.0813158332155301,0.02692605986331518,0.03324058362497733,1.3440337181091309,66.89655448650491
+41,0.1080062713760596,0.08016868520241517,0.030042605188030463,0.03787932330026077,1.3275888171689263,68.62069320678711
+42,0.12269058422400402,0.09013005517996274,0.028783396889383975,0.0488421605183528,1.2113001716548,70.5747149237271
+43,0.10524257811216207,0.08221450299024582,0.02405772846765243,0.04007759842161949,1.4648249231535813,64.82758989005254
+44,0.11107542675275069,0.08202241384066068,0.027360447094990657,0.0427037719064034,1.397623062133789,67.35632613609577
+45,0.14352309497503135,0.09313771770550655,0.049545004018224204,0.04740923173152484,1.1848210466319118,70.3448302170326
+46,0.1554982216312335,0.09880343641226108,0.050763309288483396,0.05533319364946622,1.5196054968340644,64.02299210120891
+47,0.1236617080294169,0.08992586548511798,0.03640258822303552,0.042296186891885905,1.4182486040838833,65.51724506246633
+48,0.10515260432775204,0.08073429224582819,0.026875153971979253,0.03791030367406515,1.3794423588391007,66.4367833630792
+49,0.10572578815313485,0.07696474343538284,0.03404132627810423,0.0332020902289794,1.336227326557554,67.35632508376548
+50,0.103854601085186,0.07825953628008182,0.028944484774882977,0.035780347453860134,1.2324397420061046,68.50574966956829
+51,0.0942946636906037,0.07341131665385686,0.028888474505108137,0.02870053047171006,1.309038334879382,67.70115161764211
+52,0.0807654242676038,0.06845679277410874,0.021609492886524934,0.024927534793431943,1.1893668195296978,70.22988838985049
+53,0.09311246230052067,0.06791919813706325,0.03226526495642387,0.026887597917364194,1.3281354945281456,66.55172690029802
+54,0.0810717717386209,0.06652431201476317,0.02374508065673021,0.024064535002868908,1.1493665391001209,70.80460199816474
+55,0.09087949933914038,0.06687807589769364,0.02604407622263982,0.03139638512466963,1.1626300914534207,70.45977414887527
+56,0.08589405428904753,0.06389661030127453,0.030519335358761824,0.02342641273370156,1.2223521553236862,71.03448696794182
+57,0.08829746997127166,0.06422268157968154,0.02837799184310895,0.027808137524586458,1.2387840336766736,68.96551934603987
+58,0.0964896926513085,0.06661363387337098,0.032887601050046775,0.030295274463983682,1.1814872190870087,70.68965754015693
+59,0.13754215859449825,0.08036584854125976,0.05187556202021929,0.04548367316333147,1.2423564318952889,70.00000368315598
+60,0.14025318909149903,0.08101954964491037,0.04265470046263475,0.05708871415028205,1.4139705608631004,67.35632429451778
+61,0.10471936693558326,0.07274008450599817,0.029366888421086163,0.03898243663402704,1.2331254153416074,70.57471729147024
+62,0.09094131199213175,0.06533039149183494,0.03107142709195614,0.027204689068289902,1.0534224099126355,73.79310765759698
+63,0.09259961390724548,0.06585928963927122,0.03298685080729998,0.026683118366278135,1.005401576387471,75.74713055840854
+64,0.09728251523696459,0.06430126336904672,0.03766648259300452,0.027465400758844155,1.203954552781993,71.49425690749595
+65,0.10097640775717222,0.06594369600598629,0.03736558711299529,0.030638972727152016,1.147532265761803,71.9540260578024
+66,0.09776799105680906,0.06514804993684475,0.03639879405785065,0.02879517230276878,1.1506152173568462,73.1034506436052
+67,0.08651789421072373,0.06082554694551688,0.03247509810786981,0.02363002240084685,1.126215618232201,73.44827980830752
+68,0.0805827822822791,0.05848931652995256,0.027831735404638142,0.023506389042505852,1.0375439278010665,74.13793498072131
+69,0.08370765424691713,0.05517174830803504,0.03377449257442584,0.02234728716027278,1.129848667259874,73.33333640262998
+70,0.08092027684816948,0.05639309831536733,0.030288357846438886,0.02243536955748613,0.9943658791739365,75.2873614081021
+71,0.08926502878849323,0.05630401487533863,0.03618097308163459,0.024932048412469716,1.06905508555215,72.29885390709187
+72,0.0799417135807184,0.05526387748809961,0.029402546054468705,0.02290722832370263,0.9746419777130259,76.32184311439251
+73,0.08021357965010863,0.05495393597162687,0.03065480410766143,0.022081807800210438,1.0073296078320206,75.51724506246633
+74,0.08950568322951977,0.05749941777724486,0.03638444942637132,0.02437152507213446,1.0720415608636265,73.10345222210061
+75,0.08153629537958365,0.053901515614527926,0.027976096091935267,0.026609441064871276,1.0347960077483078,74.59770649877088
+76,0.07313615410373761,0.050883388805847904,0.027787895113802873,0.019906564701635102,0.9315918437365828,75.86207133326037
+77,0.08321389292295163,0.05290128984130346,0.03457434392319276,0.02218890396448282,1.1001016600378628,72.41379573427398
+78,0.08051510562117282,0.05293830638894668,0.03271324406736172,0.02133270800113678,0.9807753398500639,74.71264753670528
+79,0.07563159030217391,0.05231320846539277,0.030066172778606414,0.01940881354877582,0.9788349044734034,75.97701605435076
+80,0.09561962966735546,0.05389913933781477,0.032886502920435025,0.03578355766546268,1.0285754738182857,76.8965546180462
+81,0.10016390348856266,0.056218195763918066,0.03773812482563349,0.03431668060903366,1.059869778567347,74.8275901531351
+82,0.08775664831583317,0.05341511254127209,0.030270277594144527,0.030778814307772195,1.1157411727411994,72.41379678660425
+83,0.0827874776835625,0.051300140871451454,0.033738943060430196,0.023398464230390697,0.9993332994395289,76.43678454695076
+84,0.09000399439380719,0.053227612720086026,0.035571112899253,0.02781907509152706,1.1496504894618331,71.95402421622441
+85,0.08141514842326825,0.05182189035874147,0.03256758098992018,0.02293662208204086,0.9227593798061897,76.7816135801118
+86,0.07582907487566655,0.04961480475389041,0.030379983496207456,0.020641688357752104,0.9512734947533443,76.89655619654162
+87,0.07264550826870478,0.04846161271517093,0.029438424454285548,0.01897627728489729,0.8817840794037128,77.47127006793845
+88,0.06899615509005694,0.047716585775980584,0.02458080523289167,0.020557056911862815,0.9280602089289961,77.24138509816137
+89,0.06211286336183548,0.04357082092991242,0.024496672230844313,0.01583078079498731,0.9764616324983794,75.63218741581358
+90,0.06189481467008591,0.04269191516706577,0.025176127856740584,0.015372729358764796,0.9254496714164471,77.9310381659146
+91,0.05959454230391062,0.0423601603278747,0.022813850526626295,0.015600611513050703,0.9049509290991158,76.8965564596242
+92,0.057017543682685266,0.04145608151761385,0.02183067726974304,0.014458825625479222,0.7761749193586153,80.22989049451104
+93,0.05945064230607106,0.04116944493009494,0.022313633690086696,0.016552285534831193,0.884139728957209,77.47126901560816
+94,0.06419575254504498,0.041726998927501535,0.026806658047896167,0.01652559506205412,0.9498792763414055,74.94253382189521
+95,0.06599072624857609,0.04276997894048691,0.028124032699717926,0.01648170413592687,0.9687057260809273,76.7816135801118
+96,0.06651511902992542,0.04155792568165522,0.028659923546589337,0.017076232470571995,0.8736545710728086,78.39080863163389
+97,0.06295263205583279,0.040355627668591645,0.025658279170210546,0.017116539051326422,0.8656921325058773,79.3103492999899
+98,0.05709088433247346,0.03968783720181539,0.021588521264493465,0.015658444853929372,0.8901462493271664,77.5862124212857
+99,0.06290473158542927,0.04009019614985356,0.028394875388879044,0.014464758164607561,0.9538061331058371,76.4367859939049
+100,0.07188385862570543,0.042598689548098125,0.03084285306529357,0.019741660370849647,0.8765707447611052,78.04598236083984
+101,0.06271002206664819,0.04001143881334708,0.024183738718812284,0.01852056379788197,0.8119501702744385,79.54023505901468
+102,0.05533180127923305,0.03908945900889543,0.020401375124660823,0.01538569673609275,0.8283774123109621,78.96552197686557
+103,0.06562405589681405,0.03894931126672488,0.0301980563511069,0.01595134398398491,0.8534797080631914,78.50575177422886
+104,0.06808104291558266,0.038513762761767094,0.030336483367360556,0.01848767798107404,0.9278213155680689,76.32184311439251
+105,0.06496322957368997,0.03893369728556046,0.026845712329332645,0.01865066825770415,0.8650908799007021,77.1264419555664
+106,0.06100907543530831,0.03794203036679671,0.025872164921691785,0.01616589528723405,0.8701218654369486,78.39080863163389
+107,0.06357791400872743,0.039160337642981456,0.02788968708079595,0.016108057719583693,0.8550369266805977,78.96552276611328
+108,0.061308755782934335,0.03807710664203534,0.026145595627335403,0.016124606533692434,0.8382067228185719,79.31035035232017
+109,0.06293565751268314,0.03675919286906719,0.0213816160765978,0.023174444270821718,0.8396258641933573,78.62069386449353
+110,0.05615896301773878,0.037163515818806794,0.020009767120847337,0.017567437786895495,0.8702122075804348,78.62069517990639
+111,0.052094495525726904,0.03537075069661324,0.019934473172403298,0.014474646661144036,0.8609593860034285,78.73563621784079
+112,0.05153594922560912,0.033310692069622186,0.020662350221895255,0.014218253054871009,0.8201662343123863,78.04598025617928
+113,0.04622054495490514,0.03330319615510794,0.017111046268389773,0.01245790023643237,0.8325727972491034,78.50575256347656
+114,0.04637050714630347,0.03410891125408503,0.016290575108275963,0.013025476597249508,0.7750403634433088,81.14943011053677
+115,0.042952640927754915,0.03164214572081199,0.015390064524343381,0.011741503972846729,0.8038911572818098,79.54023558517983
+116,0.05485340758011891,0.033319169770066555,0.019836835634823028,0.0183569872751832,0.8211530405899574,79.19540799897293
+117,0.04978703759037531,0.033267642557621005,0.018931130778331022,0.014222085647858106,0.7389006840771642,81.83908633528084
+118,0.04599349475823916,0.02988527987438899,0.018399064500744525,0.012651790563876813,0.7781827532011887,80.00000499856883
+119,0.04993616434244009,0.03206497920820346,0.02046932360300651,0.013434351235628129,0.8126483724035066,79.65517820160964
+120,0.042118311214905516,0.028816067083523824,0.015679285718271367,0.012030991596671252,0.7635265485993747,80.91954487767713
+121,0.04508452105980653,0.030367233575536653,0.018010360833543997,0.011890543567446562,0.793658240088101,79.88506264522158
+122,0.04629345814195963,0.02982961844939452,0.017775422449295336,0.01360322626737448,0.8031215133338139,79.77012002879175
+123,0.03976000406994269,0.028263625789147158,0.013665169319854334,0.011963021755218507,0.8093162816146324,80.34483311094087
+124,0.046729271973554906,0.029840352558172665,0.019543557972289047,0.012265537865459919,0.8532055986338648,78.96552302919585
+125,0.044696056584899245,0.028595371802265828,0.018132309844860663,0.012266060795921546,0.8731618646917672,78.39080968396416
+126,0.04872599857357832,0.02851110570705854,0.02096529191789719,0.013505153873792062,0.7972089935993326,81.14942958437163
+127,0.04655737177683757,0.02884595887019084,0.018366794889936082,0.013767597322853712,0.7678517092918528,80.2298891790982
+128,0.03701808524246399,0.027756780987748732,0.01247175198334914,0.010667942621960089,0.7817650581228321,79.42529323183257
+129,0.038864565468751465,0.025595441116736485,0.014755445038183377,0.01131139977906759,0.8498185256431843,77.7011534592201
+130,0.03613761995847409,0.025041214032815052,0.012042788688379985,0.011574223866829506,0.7174873783670622,81.14943011053677
+131,0.036357846598212534,0.02447126158154928,0.013160751358820841,0.010961464448617056,0.7655478510363348,79.5402340066844
+132,0.03553855465008662,0.024877434567763257,0.013206521034813845,0.00989331634571919,0.7418463445942978,80.57471729147024
+133,0.033413926913188056,0.025821678712964057,0.010838331597355696,0.009664755873382091,0.7627339794717986,81.83908475678543
+134,0.041077133611990856,0.0258571081293317,0.015503243485895487,0.012645335753376667,0.7271171273856327,81.03448775718952
+135,0.05372085542632983,0.027533400087402418,0.025465628404456837,0.014488526906531591,0.7783259790519188,80.45977414887527
+136,0.05813960948815713,0.02854726965037676,0.02482019644230604,0.01904577842125526,0.7525304699766224,80.11494787808122
+137,0.044909293892291875,0.025946553166096026,0.017737027916770714,0.014198989363817069,0.7817955428156359,80.11494840424636
+138,0.03692608149005817,0.023691368446900295,0.013600332698283287,0.011480064389224236,0.7273205354295927,82.29885706408271
+139,0.035134173929691315,0.02409181997466546,0.013028723030136182,0.010059540546857393,0.7126124830081545,82.06897104197535
+140,0.033023827866866036,0.022148313387655296,0.012632388836489273,0.009317282472665493,0.7222521685320755,82.8735685677364
+141,0.03406492993235588,0.022441658191382885,0.012780154639711747,0.010063946161132592,0.7278811417776963,81.72414240343818
+142,0.03471230941896255,0.023771532309743073,0.012742510151404601,0.010084033012390137,0.7256407306112093,80.68965990790005
+143,0.032279229593964724,0.023012487618969037,0.011021394175119124,0.009751591659509218,0.6897858895104507,81.49425795982624
+144,0.0323429982822675,0.025034642018950903,0.010772204076727996,0.009053473160243951,0.7041509110352089,82.75862621438914
+145,0.03143587057980207,0.022121706647941698,0.011451796256005764,0.00892322099982546,0.7144116348233717,81.60919978700835
+146,0.03208904191851616,0.024484363054999937,0.01099785935993378,0.008849001109886628,0.7017708030240289,81.95402789938039
+147,0.0305772125434417,0.02235310308348674,0.01060115908487485,0.008799501709066904,0.7152737420180748,82.41379915434739
+148,0.031337729640878165,0.023422673631172914,0.010742137717226376,0.008884255014933073,0.6954552264049135,82.87356830465383
+149,0.0335075517399953,0.02449141640502673,0.012225941052803627,0.009035902398710067,0.729413365495616,81.2643735162143
+150,0.03290383299955955,0.0242198389596664,0.01123686101860725,0.009557052286198506,0.7415769326275793,81.03448775718952
+151,0.04459564665762278,0.023789983658263316,0.022513397123951177,0.010187257668719842,0.749643776951165,80.68966017098262
+152,0.04924371334222647,0.024932595944175354,0.02276259516007625,0.014014820181406462,0.7287800065402327,81.60920083933863
+153,0.03855476875144702,0.023750999426612487,0.015368693737456432,0.011310575458292779,0.7112928443941576,81.83908475678543
+154,0.038964629631776077,0.022020243308865105,0.01679334818170621,0.011161159609372799,0.7020857991843388,82.18391313224004
+155,0.036284547900924315,0.023143867489237052,0.013878061565069051,0.010834552748845174,0.670926439351049,83.10345301134834
+156,0.035897520872262806,0.025384964020206378,0.012621012043494445,0.010584026517776342,0.739419684327882,81.83908449370286
+157,0.035118653825842415,0.024694775961912597,0.012261508562817023,0.010509757210428898,0.6476724723289753,84.02299210120891
+158,0.037053845221033464,0.028730379388882565,0.012444956271121134,0.010243699183830848,0.6945329770959657,81.60919873467807
+159,0.0429789338260889,0.027650625344652395,0.016547036500504382,0.01260658479653872,0.756152054359173,82.06897104197535
+160,0.03939812329526131,0.02728943690084494,0.014547388613797152,0.01120601615940149,0.7213966969786019,81.83908528295056
+161,0.03981846639743218,0.02959469215801129,0.012623188730615836,0.012397931831387373,0.6865620798078077,82.6436838610419
+162,0.039574551095183076,0.029118692645659812,0.013402384175704076,0.011612820238448106,0.8276427593724481,79.88506185597387
+163,0.03826397112928904,0.029410855959241207,0.012958586832078603,0.010599956074013159,0.650015140401906,83.10345406367861
+164,0.03909103913375964,0.03155970647931099,0.012687066498284157,0.010624119137915281,0.6759016760464372,82.41379810201711
+165,0.03770431234286382,0.031454929222281165,0.012085927120194986,0.009890920568544131,0.6377230759324699,83.44828191296807
+166,0.03642988775212031,0.030983844170203577,0.011509352506926427,0.009428612945171503,0.7134961619459349,81.83908633528084
+167,0.03773661860479759,0.03132842913843118,0.012081806175410747,0.00999059803210772,0.6660353356394274,84.02299420586948
+168,0.037196256707494074,0.029870228841900826,0.012110245815263345,0.010150896600232674,0.7024847042971644,82.18391523690059
+169,0.03656164422058142,0.03224642276763916,0.010909691452980042,0.009528741419601899,0.6225955835704146,84.13793576996902
+170,0.035667452961206436,0.03198676395874757,0.010280234782168498,0.00939383591310336,0.6453970485720141,83.56322374015019
+171,0.035286440413731794,0.03245174065232277,0.01016541371265283,0.008895156468049838,0.5989217413910504,85.5172461147966
+172,0.03459944054484367,0.0314662521561751,0.009751572316655745,0.009114742021148021,0.6015737180052132,84.0229931535392
+173,0.033931329301916634,0.031945887867074745,0.009343178190577488,0.008615207199293833,0.5930379896328367,84.5977062356883
+174,0.03348657540403879,0.031315144753226866,0.009216901402060803,0.008612101474920144,0.6143900217681095,84.13793708538186
+175,0.03323367601976945,0.030784012062045243,0.009338740703578178,0.008502928898311578,0.5973874782693798,85.28736167118467
+176,0.032017720834567,0.029167215554760054,0.00898690725175234,0.008447205891402867,0.6132724675638922,84.36782021358096
+177,0.031765690675148596,0.029038694443611,0.009140749605229268,0.008105593941246087,0.6225123939843014,84.71264990444841
+178,0.03305331348226621,0.030660167049903136,0.009301756451336237,0.008421473484486342,0.6136844384259191,84.59770518335803
+179,0.0317028870089696,0.029383227601647376,0.00877264288182442,0.008238630304829433,0.5918913689152948,83.90805106327451
+180,0.032078596691672616,0.029867937415838243,0.008424020049950251,0.008720607912311187,0.6094784346120111,85.40230455069707
+181,0.031182707444979595,0.028978726411095033,0.00874082066405278,0.007952523718659694,0.5662282016770593,84.82759120546538
+182,0.03046204949227663,0.027953562484337734,0.008544204778109606,0.007941063393193943,0.5845227632029303,84.94253408497778
+183,0.03058500742683044,0.028694483122000326,0.008216344844549894,0.00802142103560842,0.5828256740652281,86.43678730931775
+184,0.030363102285907818,0.027924208285716862,0.008814397368293541,0.007586600760427805,0.5484600827611726,85.97701552818562
+185,0.02989989146590233,0.02808892119389314,0.00817833926098851,0.007677091658115387,0.5850823172207537,85.1724185285897
+186,0.030237505871516007,0.02885753377698935,0.00810356759824432,0.007705171234332598,0.5731512195077436,85.74713161073882
+187,0.0293435766433294,0.027909097677240004,0.007829056271853355,0.007559971561512122,0.5969567381102463,85.28736219734981
+188,0.03059095419370211,0.02581160246179654,0.008426326871491396,0.009258826034000286,0.6180022667194235,84.82759225779566
+189,0.0346560648140999,0.028203455014870718,0.0103814827851378,0.01017285447854262,0.5928557515144348,84.71264990444841
+190,0.029712903843476222,0.02601666533603118,0.008765035065320823,0.007939535866563137,0.558369439223717,85.74713108457368
+191,0.029566230338353375,0.02722966642333911,0.008509684174966354,0.00744171290156933,0.5691273479626097,85.28736009268925
+192,0.02896459105496223,0.02800269860487718,0.007690592733426736,0.007272649019096906,0.5827117603400658,86.2069012872104
+193,0.028074505724585974,0.026248749116292366,0.007774146968642107,0.007175984183469644,0.5601536857670751,85.97701763284617
+194,0.027996849841796435,0.02661912776529789,0.007627443496424418,0.00705984251287121,0.5738870696774845,86.20690102412783
+195,0.028186038021857922,0.02707476942585065,0.007583088205697445,0.007065565074579074,0.5710093358467365,86.09195946002829
+196,0.027585169558341685,0.02646283940053903,0.007338308700575278,0.007015441214809051,0.567388994940396,86.09196051235857
+197,0.027882016048981592,0.02622578230041724,0.007695120501403625,0.007074004418861407,0.5551306276485838,86.6666725421774
+198,0.02764266184889353,0.026094865111204294,0.007545674506288309,0.007049554758346998,0.5551326829811623,86.89655672270676
+199,0.02717099800132788,0.025929020115962396,0.007410049030127434,0.006796439013515528,0.5626903114647701,86.20690312878838
+200,0.026926753010887365,0.025589052530435415,0.007322300454744926,0.006809926219284534,0.5675186638174385,86.20690233954068
+201,0.026314081882054988,0.02470576187165884,0.007297801820991131,0.006663399096578359,0.5575869658897663,87.01150039146687
+202,0.027115729737740298,0.024608155196675887,0.007929221340096914,0.0068824309998979935,0.5778233850824421,86.09195919694572
+203,0.026261721608730464,0.02486066474364354,0.0071839260653807566,0.0066474634079405895,0.5548634452038798,86.32184442980537
+204,0.02593106214816754,0.024114930629730226,0.0072977313342002725,0.006575865491938133,0.5720973559494676,86.55172808416958
+205,0.025985349112978347,0.02467675541455929,0.007053781802264543,0.0065931896464182784,0.5509970157310881,86.89655751195447
+206,0.02568418400791975,0.023842821470819987,0.007129651465668128,0.006633121634905155,0.557756127982304,87.01149907605401
+207,0.025531960765902813,0.023771534401636856,0.007079075721020882,0.00656711790853968,0.5577018774788955,86.78161331702923
+208,0.02465264321519778,0.022842219815804407,0.006843071832106664,0.006388461482352935,0.563796661023436,87.1264411663187
+209,0.025252308868444883,0.023628888021294887,0.0070091243904943645,0.006428740503123173,0.548455482926862,87.01149960221916
+210,0.025906648085667536,0.024824341386556627,0.00700350314235458,0.006490974364658961,0.5424829300107628,87.58621347361597
+211,0.025283241443909133,0.02419338894005005,0.006824051216244698,0.006362495908083824,0.5679710856799421,86.09196051235857
+212,0.024752799306924526,0.023087441061551753,0.006875513680279255,0.006333565110197434,0.5798212043170271,86.09195867078057
+213,0.02512010353115889,0.02367407029064802,0.00693711990203995,0.006345948526779046,0.5706856024676356,86.55172887341729
+214,0.024450970097230032,0.022646391907563575,0.006780090326300034,0.006347683702523892,0.5701304771776857,86.09196051235857
+215,0.024148850544140888,0.02246952601350271,0.006760874591194666,0.0061532128458985915,0.5474240368810194,87.01149960221916
+216,0.02408181827228803,0.022116179792926863,0.0068764553118783696,0.006147273221554664,0.556742236532014,87.70115661621094
+217,0.023786372748705056,0.022130220010876656,0.006649292905170184,0.006071969802276447,0.566009482433056,87.2413848350788
+218,0.023693301958533433,0.021940455499749916,0.006619667691680101,0.006103406588618572,0.563741225620796,87.01149802372373
+219,0.024054419048703635,0.022381404242836512,0.006874044690854274,0.0059896720501665885,0.5492751248951616,87.9310381659146
+220,0.024083075643731997,0.02225308335171296,0.006858524372084783,0.006098009516986517,0.5264252249536843,88.16092418802195
+221,0.023658837664585847,0.021721921775203486,0.006843725728014341,0.005954151063297803,0.5598678362780604,87.58621294745083
+222,0.0237553854401295,0.021938982204749033,0.0068326366348908495,0.005953257509435599,0.5715520536077434,87.01149854988887
+223,0.023650798488121766,0.021710112146460094,0.006716080740667306,0.006079661667060393,0.5479116501479313,88.39080836855132
+224,0.02373124873982026,0.02234077304601669,0.006594482229019587,0.005966379973464287,0.5425426384498333,87.8160971279802
+225,0.023724855855107307,0.022500053821847988,0.006532313975577171,0.0059425150617384,0.5516437713442177,87.5862124212857
+226,0.023187975470836345,0.02129510807303282,0.0066821769238091435,0.005858244582150991,0.5611982407241032,87.35632560993064
+227,0.023003762501936694,0.02062536280315656,0.006882588307444866,0.005808492785749527,0.5759806951572155,87.0115001283843
+228,0.022994576279933635,0.021028379852382036,0.006722273247746321,0.00575811300570002,0.5453671021708126,88.50575072189858
+229,0.02293356559597529,0.02112537055061414,0.0065919321961700915,0.005778948052857931,0.5363172950415775,87.47127006793845
+230,0.022824573402221385,0.020819711871445178,0.006608342300527371,0.005806375187463486,0.5405669438427892,87.58621163203799
+231,0.022829253025926078,0.02078284576821786,0.00668109435444841,0.005756735744384619,0.5564684888412212,87.35632771459119
+232,0.021648082051139612,0.019259927708369037,0.00633915257281982,0.005678965803235769,0.5542053898860668,87.12644090323613
+233,0.022500894963741302,0.01936950710817025,0.00708014304534747,0.005735998242520369,0.5565908201809587,87.47126980485588
+234,0.022305516698039495,0.019776188138012702,0.006646182531347642,0.005771240154997661,0.5384367437198244,87.70115530079809
+235,0.022449350443023902,0.02011937958976397,0.0067129324261958785,0.00567672815746986,0.5452722362403212,87.01149933913658
+236,0.022115549043967175,0.01956420698418067,0.006634202778625947,0.005699242787578931,0.5484675235789398,89.08046511946053
+237,0.02189286147745756,0.018743407210478416,0.0068461137680480115,0.00567504413282642,0.5370487437166017,87.81609844339305
+238,0.02193862784367341,0.01904059542486301,0.006836201372341468,0.005582128730244361,0.5271724185039257,88.04598236083984
+239,0.02253793804691388,0.019449498447088095,0.007181606241143667,0.0056315826825224435,0.5326757143283712,87.81609739106277
+240,0.021670792481073967,0.018870484871933095,0.006560020213230298,0.005675529810385062,0.5646916257924047,87.2413848350788
+241,0.021611953211518434,0.018477225805131288,0.006795082069360293,0.005578258175116319,0.5382633990254896,87.8160971279802
+242,0.02181580914900853,0.018891263652879457,0.006735004642261909,0.00563517279493121,0.5383725258810766,88.50575177422886
+243,0.02088220575107978,0.017773305954268345,0.006397971410590869,0.005597581399174837,0.5453899523307537,88.27586680445178
+244,0.02135187633908712,0.01808948333446796,0.006751984773347011,0.005555149912834167,0.5380034220629725,88.6206941275761
+245,0.020952182578352782,0.017828874633862422,0.006475791292121777,0.005561954012283912,0.5495400870668476,88.27586654136921
+246,0.021059746782367047,0.017611445285953008,0.006760636638276852,0.00549338747962163,0.5371327461867497,88.39081047321189
+247,0.020766920367112526,0.017540516890585424,0.00654147294564889,0.0054551890334830835,0.5416655910426172,88.04598288700498
+248,0.02061300423855965,0.017821897738254988,0.006326637538866355,0.005375417844893841,0.5439607639764917,87.35632692534348
+249,0.020412919412438685,0.0172913368504781,0.006367675107545577,0.00539957587249004,0.5477108338783527,88.39080968396416
+250,0.02136976744693059,0.018637473694980145,0.006585703818843915,0.005465326845072783,0.5586756323945934,88.04598130850957
+251,0.020532170253304335,0.017188981304375024,0.0065565743483603,0.005381105317232701,0.5286603754964369,88.96552276611328
+252,0.020330350072338032,0.01701195128262043,0.006424690883320112,0.005399683533379665,0.5234961098638075,87.58621294745083
+253,0.020114722618689903,0.01660277286114601,0.0065023918206302015,0.00531094426719042,0.5281521719077538,88.62069465374124
+254,0.020200412204632392,0.016625946559585058,0.006518112517033632,0.005369326343330053,0.5322344714197619,88.85057988660088
+255,0.020160201965616298,0.016748484023488486,0.006483615848880547,0.005302344040515331,0.5406086958687881,88.27586601520407
+256,0.019479090663102955,0.015748669894842002,0.006349825859069824,0.005254929892432231,0.5440823086376848,88.39081099937702
+257,0.020158827849305592,0.016594588985809913,0.00652343905889071,0.005338094204377669,0.5381312904686764,88.39080994704673
+258,0.01960434873516743,0.01552728030544061,0.006537406748304,0.005303301841307145,0.5272452194115211,88.39081073629445
+259,0.0196076342692742,0.015974588348315312,0.006388775560145194,0.005231564384526931,0.5384367858541423,88.0459818346747
+260,0.019372607968174495,0.015564752341463015,0.006318806828214572,0.005271424954900375,0.531019606466951,88.50575151114629
+261,0.019697524349276838,0.016077927514337575,0.006435649218754127,0.005222911380517941,0.5343440961221169,87.70115319613753
+262,0.019840538186522632,0.016426915317200697,0.00643553937283846,0.005191541119263722,0.5465707943357271,88.62069439065867
+263,0.019334688381506846,0.015467106350339377,0.006421121453436521,0.005180013724244558,0.5359911075953779,88.73563832250134
+264,0.019056058703706816,0.014972379087255551,0.006377968091804248,0.0051919009249943955,0.5316037946733935,88.8505788342706
+265,0.018989189227039998,0.014580652533242335,0.006444021944816296,0.0052548408723221375,0.5467622999487252,87.81609607564992
+266,0.018900102921403372,0.014414889551699162,0.006454458847068824,0.005238199334305066,0.5418272871395637,88.0459818346747
+267,0.01931331232190132,0.014985486420874413,0.006628760330092448,0.005191808759879607,0.5293041498496615,88.73563648092336
+268,0.01894553157572563,0.014478738577320025,0.006590972761981762,0.005115189439115616,0.55657408977377,88.62069491682381
+269,0.018650907220748754,0.014106967271520542,0.006396098184184386,0.005201325279015762,0.5327820726509752,88.16092418802195
+270,0.01856070946042354,0.01388958003371954,0.006464415050756473,0.0051515043928073,0.5310016829392006,88.6206933383284
+271,0.018401235399337915,0.013645480816754011,0.006439342679312596,0.005139152247172135,0.5365614865360588,88.3908094208816
+272,0.0186762757312793,0.014099415434667696,0.006442789611621545,0.005183778409487926,0.5357109205476169,88.39081099937702
+273,0.018679155867833357,0.013875068050737564,0.006551520196864238,0.005190101659928377,0.5375587159189684,88.50575177422886
+274,0.018323238251300958,0.013078441571157713,0.006633528372129569,0.005150489158068712,0.517266603379414,88.27586548903892
+275,0.018536108445662718,0.013687154091894627,0.006578909226048452,0.005113622159338914,0.5319759352453823,89.31035166773303
+276,0.018465303715605,0.013725011251293696,0.006504276101119243,0.005098521702278119,0.5310427608161137,87.93104027057517
+277,0.01795810369344858,0.012796370742412714,0.006506648530753759,0.005053269791488464,0.519955902264036,88.6206933383284
+278,0.018536819546268537,0.013384177850989195,0.006747933842528325,0.005096796792573654,0.5192714734324093,88.73563753325364
+279,0.018254328805666704,0.013084835645097952,0.00661913466711457,0.005092776258690999,0.5209456116988741,88.96552066145271
+280,0.018175518283477195,0.012350280568576776,0.0069398789953153866,0.005060499032529501,0.5238593981183809,88.62069465374124
+281,0.01794143307667512,0.012473653041972564,0.006632766600411672,0.005071839926621089,0.5352057773491432,89.19540773589036
+282,0.01755811425928886,0.011720094543236952,0.006659131210583907,0.005038935726938339,0.5233980766658125,89.08046590870825
+283,0.017591437926659216,0.01160288150780476,0.006741123037556043,0.0050488741853489325,0.529702280102105,88.27586680445178
+284,0.017746816088373845,0.012072257969814997,0.006652266911875743,0.005058420148606484,0.5229709466983532,88.8505788342706
+285,0.01750319476884145,0.011532867714189566,0.00667478025246125,0.005061980587645219,0.5157628778753609,88.73563805941878
+286,0.0173341971463882,0.011010575380462866,0.006766786956443237,0.005062122557025689,0.5281848845810726,89.31035035232017
+287,0.017064885078714443,0.010651616766475714,0.006702463873303853,0.005036612743368515,0.5248989339532524,89.08046459329539
+288,0.016851366483248198,0.010660752682731702,0.006497207240989575,0.005023782915220811,0.5252273802099556,88.85057830810547
+289,0.01705484274201668,0.010758907956859241,0.00662086377493464,0.005054524899102174,0.5182958738557224,88.85057936043575
+290,0.01693643437555203,0.00999101117396584,0.006850487273186445,0.0050904413183721214,0.5347405898159948,88.62069465374124
+291,0.01689590967905063,0.010070499519889172,0.006836999164750943,0.0050236608546513776,0.5294375604596632,89.31035035232017
+292,0.01620767325736009,0.009267493537985361,0.006526733985027441,0.00504719248901193,0.538792627638784,88.85058014968345
+293,0.016169090998860505,0.009269315957163389,0.0065043320879340175,0.005030100792646408,0.5313606734933525,88.96552276611328
+294,0.015852187717190155,0.008844908591932975,0.006425745899860676,0.005003987367336566,0.5487821615975479,88.16092418802195
+295,0.015392849665994827,0.008112438782476462,0.006327815611775105,0.005008814619997373,0.5314635223355787,88.62069439065867
+296,0.015017443881011927,0.007737194832700949,0.006153991352766753,0.004994855068910581,0.5369309721321895,88.27586759369949
+297,0.014609581131774645,0.007132079596989422,0.006080221585356272,0.004963319727148001,0.5587523374064215,87.81609633873249
+298,0.013618365130745448,0.005399423372000421,0.005987990045776734,0.004930663402550496,0.5469169308399332,87.93103790283203
+299,0.012452846178068565,0.0032471152896492187,0.005889676883816719,0.004939611685963777,0.5568958341047682,87.47127059410359

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_True/args.yaml

@@ -0,0 +1,148 @@
+DVS_DA: false
+TET_loss: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+decay_epochs: 30
+decay_rate: 0.1
+device: 3
+dist_bn: ''
+domain_loss: true
+domain_loss_coefficient: 0.5
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 300
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: Transfer_VGG_SNN
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+no_sliding_training: false
+no_use_hsv: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 101
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results2/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+recount: 1
+recovery_interval: 0
+regularization: true
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+rgbdata_ratio: 1.0
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 42
+sigmoid_thres: false
+smoothing: 0.0
+snr: 0
+source_dataset: CALTECH101
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 10
+suffix: ''
+sync_bn: false
+target_dataset: NCALTECH101
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.9
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_True/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2ee105190b83e2d7df74987976770932373d531f71d06c4b4aae795a3ae7f00
+size 121928129

Transfer_VGG_SNN-NCALTECH101-10-bs_120-seed_42-DA_False-ls_0.0-domainLoss_True_coefficient0.5-traindataratio_1.0-rgbdataratio_1.0-TET_loss_True-hsv_True-sl_True-regularization_True/summary.csv

@@ -0,0 +1,301 @@
+epoch,train_loss,train_domainLoss,train_rgbLoss,train_dvsLoss,eval_loss,eval_top1
+0,5.900886293557974,0.09973411502746435,4.609077460949237,1.2419417509665855,4.617206688584952,0.22988506843303813
+1,5.4299246421227085,0.1611777992775807,4.133178531206571,1.2161572291300846,4.506880825963513,1.494252977700069
+2,4.022869818027203,0.365906390777001,2.825861347638644,1.0140552694980915,3.927823913508448,11.149425966986295
+3,2.7659867983597977,0.3806731485403501,1.8482120403876672,0.7274381912671603,3.1146393151118836,28.390806395432044
+4,1.9818958044052124,0.3473541837472182,1.2386661456181454,0.5695525696644417,3.6257557704530914,15.632184686331913
+5,1.4912545314201942,0.31942957868942845,0.8569611219259409,0.47457861533531775,2.598942657996868,37.47126585861732
+6,1.0742270231246949,0.2783244483746015,0.5434646500990941,0.39160015812286963,2.7681333689854064,31.264369833058325
+7,0.7984811507738554,0.25223636879370764,0.34604411606605234,0.3263188476745899,2.3562636868707063,43.33333640262998
+8,0.586158645611543,0.22487885929070986,0.20172916570535074,0.2719900530118209,2.3000237201822213,43.103450775146484
+9,0.4536604927136348,0.1991025271324011,0.13492995959061843,0.2191792715054292,2.000307588741697,50.919543430722996
+10,0.35873553661199714,0.17727523400233341,0.09074744920317944,0.17935046851634978,1.800998042369711,53.79310607910156
+11,0.29740806267811704,0.15894084114294785,0.06987212844766104,0.1480655116530565,1.8874974209686806,51.379312712570716
+12,0.2515554175927089,0.1459745216828126,0.05652693974284025,0.12204121546103404,1.6514839838291038,58.73563477088665
+13,0.21567111084094415,0.1325104308816103,0.04538831739471509,0.10402757880779413,1.717229362191825,55.287359171900256
+14,0.19135881135096916,0.1240620405628131,0.04178219139575958,0.08754559967380304,1.560607959484232,60.00000328853213
+15,0.16725571270172412,0.11467057775992613,0.034451614721463276,0.07546880761018167,1.6979233930850852,57.24138167808796
+16,0.15684941445405667,0.10689509694392864,0.03678260720693148,0.06661925808741496,1.7236376055355729,57.47126730557146
+17,0.135778320981906,0.10102173124368374,0.029128920544798556,0.056138534614673025,1.5441199664411873,61.72414108802532
+18,0.11559893213785612,0.09082675255261935,0.024549283259190046,0.04563627225848345,1.4886925590449367,61.724141351107896
+19,0.10333667328724494,0.08516662223980977,0.020380184369591565,0.040373177281939066,1.4393214480630283,64.252876150197
+20,0.10161002748287641,0.08176682041241573,0.021548326643040547,0.03917829018945877,1.4879067437402134,63.563220188535496
+21,0.09028973075059744,0.07606727733061863,0.01911138518211933,0.03314470717540154,1.4110425792891403,65.74712950607827
+22,0.08209742938096706,0.07192135470417829,0.016072509423471413,0.03006424276301494,1.4791758635948444,63.333336797253835
+23,0.08854798812132615,0.07243192367828809,0.02222774043106116,0.030104285879777027,1.3675233865606373,66.20689891946726
+24,0.08765600037116271,0.07300486931434044,0.023412190091151457,0.027741375880745742,1.3275431271257072,67.12643879857556
+25,0.07969625431757707,0.06659486362567314,0.020526021303465734,0.025872802132597336,1.4723805887945767,63.67816477808459
+26,0.07475354642822192,0.06755892359293424,0.017370749752108866,0.023603334808005735,1.307651532107386,65.74712924299568
+27,0.06997720616368147,0.06252721009346154,0.016873922299307127,0.021839678287506104,1.3719306279873025,64.71264556358601
+28,0.087133273596947,0.06814584279289612,0.02776791649655654,0.02529243570394241,1.320542339620919,67.24138180962925
+29,0.08350895310823735,0.06956922274369459,0.02362004823696155,0.025104293341820058,1.3238865465953433,66.32184206206223
+30,0.0712488408272083,0.06404675273941113,0.018342206885035222,0.020883257629779668,1.2190680051672047,69.08046209401098
+31,0.07234496468534836,0.06147408571380835,0.021276036850534953,0.020331884677020403,1.0876959336215053,72.75862358356345
+32,0.06511250195594934,0.058024423168255734,0.016658929549157618,0.019441360550431105,1.1363659603842373,70.57471518680967
+33,0.06737611723633913,0.05922417124876609,0.02008473893197683,0.017679292178497865,1.0775900544791386,72.9885103949185
+34,0.05921949050747431,0.05340384909739861,0.016449417202518538,0.0160681491287855,1.0854026325817765,71.37931218640557
+35,0.05544236067395944,0.05188421532511711,0.014853501420181532,0.014646751820467985,1.0260446236051362,73.21839536469558
+36,0.056517459967961675,0.05305421277880669,0.015409380827958768,0.014580972449710737,1.1811658637277012,67.35632337372878
+37,0.08880643128202512,0.061106469768744245,0.03631534258333536,0.02193785422983078,1.3053728917549396,68.0459818346747
+38,0.18405454456806183,0.09876607450155112,0.08451401723118929,0.05015749002878483,1.6593004423996498,59.655175833866515
+39,0.23729772590673887,0.11797718371336277,0.11012720760817711,0.06818192561085408,1.457256374687984,66.20689918254983
+40,0.11742492811037944,0.08555001754027147,0.03988167670770333,0.034768242159715065,1.1465079702180008,69.19540510506465
+41,0.08239938009243745,0.06532528446270869,0.02836388861044095,0.02137284900706548,0.9671012779762005,74.3678207397461
+42,0.06751335635781289,0.059474598387112984,0.02015839018500768,0.017617666964920668,0.9679698286385372,74.13793576996902
+43,0.06050678371236874,0.05337836610583158,0.01889814669982745,0.014919453658736669,1.0087670355007565,73.6781647780846
+44,0.05729150227629221,0.05077867204180131,0.018063854311521237,0.01383831214446288,1.0364486554573322,73.56322203011348
+45,0.06356007170218687,0.05184970893538915,0.0239620090677188,0.013673208195429581,0.8918534558394859,77.70115240688982
+46,0.06022504058021765,0.049974848731206015,0.02107277703113281,0.014164839212137919,0.9423114513528759,74.7126491152007
+47,0.0660823072378452,0.05190393672539638,0.024952685403136107,0.015177653486338946,0.8927338966007891,76.55172861033472
+48,0.05960506263833779,0.049430966434570456,0.02038539223946058,0.014504187568449057,0.8489403827437039,78.16092418802195
+49,0.06093598587008623,0.048655645090800066,0.022366727917240217,0.014241435307149703,0.880165145314973,78.85058041276604
+50,0.05251200543000148,0.046078457282139704,0.017914867859620313,0.01155790903677161,0.8658622749920549,77.7011542484678
+51,0.0567121745302127,0.045687365646545706,0.02196557322660318,0.011902918394368429,0.9858704517627584,73.9080494847791
+52,0.05668251027281468,0.04833844212385324,0.020049856030024016,0.012463433281160318,0.8586517449083,78.73563832250134
+53,0.05646424952607888,0.04442445618601946,0.022818693661919007,0.011433327470261318,0.8989071106088573,77.93104053365774
+54,0.04798087546458611,0.04342477121032201,0.01542572657076212,0.010842763023594252,0.9258011209553686,74.59770478873418
+55,0.04512957758628405,0.04048341277700204,0.015215813669447716,0.009672057241774522,0.8408130530653328,79.5402340066844
+56,0.051263969391584396,0.040686870079774125,0.021302463873647728,0.009618070592673925,0.9419232278034605,76.8965564596242
+57,0.06041697475772637,0.043982680428486604,0.024896427243947982,0.01352920664760929,0.8797069171379353,77.47126980485588
+58,0.05536597640468524,0.04329851464583324,0.022762536758986804,0.010954182000400929,0.848086221464749,76.66667043751684
+59,0.05698289619042323,0.04360267554338162,0.022990037185641434,0.012191520975186275,0.9265808689183203,76.0919576184503
+60,0.06329711480782582,0.04572961519543941,0.026346270496455524,0.014086036541714118,0.8378602101885039,78.50575203731142
+61,0.0524080916092946,0.04154034979068316,0.020043329249780913,0.011594587442680047,0.8852764285843948,77.70115477463295
+62,0.059810077341703266,0.043402835382865025,0.02520634080641545,0.012902319058775901,0.8083522484220308,78.50575072189858
+63,0.06859143210145144,0.04645084939323939,0.030725838100680938,0.014640169146542367,0.8160728113404636,78.62069465374124
+64,0.06635009359854918,0.04448430182842108,0.030555372112072432,0.013552570443313856,0.929500567501989,75.86207185942551
+65,0.09171367046924737,0.05186338470532344,0.04662036474507589,0.01916161372971076,1.0189560322925961,73.33333771804283
+66,0.08608615117577406,0.05210544667564906,0.04056850211838117,0.01946492579120856,0.9744565630781239,76.55172755800444
+67,0.07982726251849762,0.050139891298917626,0.03924238723344528,0.015514929678577644,0.8159404253137523,77.9310381659146
+68,0.06553472223190161,0.045761110920172474,0.02784752709647784,0.014806639166692129,0.7140790491268553,82.06896946347993
+69,0.05488578092593413,0.03957046889341795,0.024704940531116267,0.010395606248997725,0.8726393117986876,78.39081047321189
+70,0.05635563421707887,0.04136373220154872,0.025240278946092494,0.010433489077079755,0.746017692417934,81.37931481723128
+71,0.05704185080069762,0.03905434674368455,0.02608928482692975,0.01142539275237001,0.7705051590656412,80.80460199816474
+72,0.055341420150720154,0.0389678581402852,0.025478892687421578,0.010378598128087245,0.7130008082965325,82.29885706408271
+73,0.049111746194270944,0.03816191261777511,0.021076138260272832,0.008954651825703108,0.7958112667346823,79.54023426976697
+74,0.05414954939713845,0.03869919771185288,0.02530606443492266,0.009493886328373963,0.8256985421838432,77.81609607564992
+75,0.04939155888098937,0.03626317714269345,0.021655212758252253,0.009604757730490887,0.7591161296285432,80.34483205861059
+76,0.04690132112457202,0.03502699964894698,0.02121717308003169,0.008170648098278504,0.7056951790020384,81.95402763629782
+77,0.0536371831710522,0.03599017887161328,0.02627557488874747,0.009366518588593373,0.7902064076785383,79.08046511946053
+78,0.0636013667170818,0.03788765923908124,0.03321122754938327,0.011446309741586447,0.868438535723193,77.58621294745083
+79,0.06568265620332497,0.04293243472392742,0.03047173571987794,0.013744702842086554,0.7535701558507722,79.77012029187432
+80,0.05510243383737711,0.03648467714396807,0.02726613485182707,0.00959396011267717,0.7584471599809055,81.37931613264412
+81,0.0659200020134449,0.03792227629858714,0.035043022595345974,0.011915841132688981,0.8389401970238521,80.91954566692483
+82,0.05586816691435301,0.03639369968038339,0.02642600703984499,0.011245309840887785,0.7241822255068812,82.29885469633957
+83,0.0480120919071711,0.03381330774953732,0.0232320115256768,0.007873426692990156,0.7776982825377892,81.9540286886281
+84,0.056807470178374876,0.03506338163637198,0.030411350096647555,0.008864428998472599,0.7236027327077142,81.60920057625606
+85,0.05322861831921798,0.03548736423254013,0.026533511696526638,0.008951424277172638,0.6577738800953175,82.9885122364965
+86,0.04835286180560405,0.033697101531120446,0.023975556515730346,0.007528754459837308,0.6395271235498888,83.33333798112541
+87,0.0465931749687745,0.03325256968920048,0.022562240107128255,0.007404649809289437,0.627408991599905,83.21839615394329
+88,0.04356410133724029,0.03272689280028527,0.020615767143093624,0.006584887629231581,0.6290436335678758,83.10345380059604
+89,0.046298717707395555,0.031194884272722097,0.023323971477265542,0.00737730423704936,0.8359560678745138,78.39080915779903
+90,0.04795020050727404,0.03131796628809892,0.02547009504185273,0.00682112192735076,0.749931748571067,81.14943011053677
+91,0.04790101916744159,0.03162563362946877,0.023768076916726735,0.00832012536434027,0.6774704672139267,82.06897130505791
+92,0.04443237695556421,0.030858364672614977,0.022199100356262463,0.006804094134041897,0.6036730100368631,84.59770728801858
+93,0.04769594912918714,0.030067927504961307,0.025774866772385743,0.006887118525516528,0.6688452753527411,83.1034532744309
+94,0.0726732261478901,0.03536997890243163,0.043785541461637385,0.011202695249364927,0.7924693648157448,79.08046406713025
+95,0.053855836735321926,0.03282702229917049,0.029150349403230042,0.0082919759890781,0.7203112162392715,81.1494316890322
+96,0.05830237292326414,0.03225941534798879,0.03302217893875562,0.009150486203053823,0.7116573658482782,82.98851118416621
+97,0.05249525663944391,0.03105214051902294,0.028632389008998872,0.00833679732794945,0.6836715546147577,82.758625688224
+98,0.04428230357857851,0.0302211071149661,0.02177448830065819,0.007397261505516676,0.6809642808190708,82.8735693569841
+99,0.0462009989298307,0.02949831348199111,0.025357786737955534,0.0060940550568585215,0.763198893645714,82.06897025272764
+100,0.04309745622942081,0.02929077839049009,0.02132369649524872,0.007128370452958804,0.5401293933391571,84.8275901531351
+101,0.03864991263701366,0.0273451904551341,0.01928907108421509,0.005688246443437842,0.5899225699490515,84.25287838639885
+102,0.035033596994785164,0.027183167751018818,0.016491325916006015,0.004950687285655966,0.5494019666622425,85.97701579126819
+103,0.03929185322844065,0.026445834453289324,0.02064049127869881,0.0054284449451817915,0.5749774493020157,84.48276335617592
+104,0.03818797477735923,0.024285856261849405,0.020838862757843274,0.0052061837918769855,0.6432576878317471,83.79310739451441
+105,0.042131940819896185,0.025931443188052912,0.02326587909975877,0.00590034002581468,0.660288325671492,82.8735693569841
+106,0.04366535558723486,0.026414512556332807,0.024483540725822633,0.005974558167732679,0.6883397626465765,83.33333955962082
+107,0.050134393228934364,0.028771684404749136,0.028402083968886962,0.007346467193789207,0.663444303233048,83.10345432676118
+108,0.04125006542756007,0.0266492237838415,0.022050523485701818,0.005874929999789366,0.5731733770206057,85.86207475333379
+109,0.0365380342476643,0.024605491757392885,0.01859978209607876,0.00563550628363513,0.610769666474441,84.71264885211814
+110,0.0359958532337959,0.025235850908435307,0.018443459114776208,0.004934468818828463,0.6245768830694002,84.13793655921673
+111,0.038739803290137875,0.025101663487461897,0.02110656422491257,0.0050824073752245074,0.6346667861116344,84.13793550688645
+112,0.03776876399150261,0.023451711008181938,0.02070428438198108,0.005338623990806249,0.6024712488569063,84.59770676185344
+113,0.0340775171151528,0.023815646538367638,0.017577741510019854,0.004591952414753345,0.5774860546506685,85.40230402453193
+114,0.03640210184340294,0.025289951608731195,0.019097621724582636,0.00465950439684093,0.5644792852730587,84.13793392839104
+115,0.03243878595530987,0.023224650251750762,0.016436507395253732,0.004389953530895023,0.5818738423544785,84.13793708538186
+116,0.03574508434304824,0.02291020845564512,0.019255964271724223,0.005034015703803072,0.5838128256386724,84.13793761154702
+117,0.03664170434841743,0.023669916463012877,0.01992111191726648,0.00488563421039054,0.6129598740873665,83.6781655673323
+118,0.03227537661217726,0.021404903267438595,0.017356344025868636,0.004216581106615754,0.5607402406889817,85.4023042876145
+119,0.03653031770999615,0.02261301651597023,0.02033229603503759,0.004891513083846524,0.5812849484640976,85.51724690404431
+120,0.031132210791110993,0.020741717230815155,0.016334236656817106,0.004427115705150825,0.5441472561194979,86.66667070059941
+121,0.033702366483899265,0.02221818150809178,0.01825946896122052,0.0043338068581831,0.5885316503459009,84.5977054464406
+122,0.03518264184777553,0.021903387170571546,0.019360789943199893,0.004870158527046442,0.5802315699643102,85.63218925739157
+123,0.029454869519059474,0.020953309879853176,0.014591962256683752,0.004386252250808936,0.5863481451725138,83.90805106327451
+124,0.034886743586796984,0.021961095800193457,0.01927733117571244,0.004628864192188932,0.5778372760476738,84.25287838639885
+125,0.030965264370808234,0.020511269526412853,0.01645921806876476,0.004250411413466701,0.6122976438752536,83.4482816498855
+126,0.03852568767391718,0.020997048140718386,0.02233374289308603,0.005693420911064515,0.5830836301219875,84.36782126591123
+127,0.03496252564856639,0.02130660113806908,0.019763474739514866,0.0045457502397207115,0.5750283968859705,85.8620755425815
+128,0.03514128940609785,0.021493730364510646,0.019959156702344234,0.004435267163297305,0.5684463648960508,85.63218820506128
+129,0.03514964417196237,0.0200983501254366,0.020397135400428222,0.004703333844932226,0.5396959247260258,86.09195946002829
+130,0.029796551569150044,0.019312717765569688,0.015829944166426475,0.0043102485020286765,0.535923152005878,84.82759067930024
+131,0.02761960571201948,0.01899846332290998,0.014326304842073184,0.003794069280131505,0.5065421235972437,87.01149933913658
+132,0.02755128534940573,0.01979741264994328,0.014158765470179227,0.0034938136044030004,0.5250233350128963,85.8620737010035
+133,0.02767003015256845,0.021025759870043167,0.013368578111896148,0.0037885719874443916,0.5663919510512516,85.74713055840854
+134,0.03034310951255835,0.02177523163935313,0.014980273923048607,0.004475219705357001,0.5577592675028176,84.94253355881264
+135,0.02939345085850129,0.02320982782313457,0.013523626743027798,0.004264910386588711,0.5638958390416771,85.74713161073882
+136,0.03382642469727076,0.021898496609467726,0.017998793004797054,0.004878383430723961,0.5216855817827685,86.55172887341729
+137,0.0343993296703467,0.022685340562692054,0.0175282219854685,0.005528437457262323,0.5337948490833414,87.35632718842605
+138,0.03330361232734644,0.023823325164042987,0.015288591843384963,0.0061033578302997805,0.5438130641805714,86.3218441667228
+139,0.035087124000375086,0.02591595770074771,0.016019710740790918,0.0061094343339881075,0.557436334675756,86.20690155029297
+140,0.03338312412110659,0.023949676050016515,0.0158102951084192,0.0055979908730548165,0.5961643169666159,84.36782179207637
+141,0.03327369773044036,0.023916434210080367,0.015487218318650355,0.005828262174215454,0.5770010598774614,85.63218794197871
+142,0.033782317346105206,0.02799945496595823,0.013406275470669454,0.006376314421112721,0.6038961143329226,84.48276335617592
+143,0.03662824917298097,0.030372475345547382,0.015176197728858544,0.00626581388955506,0.5653375746874973,85.17242063325027
+144,0.03771201294775193,0.03152453091282111,0.014666146068618848,0.007283601576748949,0.5369423360660158,86.32184337747508
+145,0.03588828559105213,0.03043602894131954,0.014740517921745777,0.005929753084022265,0.5502597607415298,86.32184337747508
+146,0.03495114935705295,0.03167085871100426,0.013098389024917896,0.00601733117006146,0.5315252830242289,86.43678625698747
+147,0.03242871222587732,0.030122565621366868,0.012127593059379322,0.00523983624477226,0.5029212215851093,87.12644248173154
+148,0.032695644062298995,0.02987598963081837,0.012247222740776264,0.005510426366415161,0.5134836764171206,87.01149933913658
+149,0.0334668412231482,0.02960629597879373,0.013555359940689344,0.005108333250077871,0.5166553001979302,86.55172861033472
+150,0.030862049758434297,0.031142400577664375,0.010770090411488827,0.004520759190647648,0.5156642928205687,87.01149933913658
+151,0.03144264630973339,0.03110846639252626,0.011445939834587849,0.0044424732394803025,0.5379494654721227,86.32184442980537
+152,0.032637833316738786,0.03035688242660119,0.012675144523382188,0.004784247547817918,0.5491885686742848,85.05747643832503
+153,0.031370409463460626,0.03127513198325267,0.011575826028218637,0.0041570173146633005,0.5428960045863842,86.09195946002829
+154,0.03280219169190297,0.027920288076767556,0.014699396634331117,0.004142650879489688,0.5632195267184027,85.74713292615166
+155,0.029692217163168468,0.02899271917457764,0.010782752766345556,0.004413104920576398,0.5005463289803472,87.24138430891365
+156,0.028856542849769958,0.029196110998208707,0.010664155162297762,0.0035943320773255366,0.537364290449126,86.66667070059941
+157,0.027774641949396866,0.02827710400407131,0.010061648867737789,0.003574441122607543,0.5008397595635776,87.24138562432651
+158,0.027235503838612483,0.028825598725905784,0.00932757926101868,0.003495125246879,0.4797454609953124,87.93103948132745
+159,0.03166231217865761,0.029177293124107214,0.01351080507469865,0.003562860588471477,0.5117170111886387,86.55172966266501
+160,0.03213259405814684,0.028194133966014934,0.01409470232633444,0.003940824791789055,0.5384519696235657,86.89655672270676
+161,0.030773988452095252,0.029116623963301,0.012570680004472916,0.003644996369257569,0.46903633146450435,87.35632797767376
+162,0.028543674057492842,0.027641247327511127,0.011245884710492995,0.0034771656187681053,0.518547695258568,86.43678678315261
+163,0.026411820489626665,0.026735176805120248,0.009784501561751733,0.003259730639939125,0.4630253332956084,88.04598393933526
+164,0.025842522371273775,0.027243148162961008,0.009018110011059505,0.0032028383396279355,0.4606003935994773,87.12644300789668
+165,0.02540663629770279,0.026173882301037128,0.009198310441122605,0.0031213847311356894,0.4480304635804275,87.70115530079809
+166,0.025315871376257678,0.02726071886718273,0.008908020339619654,0.0027774914633482695,0.4949870900861148,85.97701684359846
+167,0.02656008744469056,0.02842839125257272,0.009424396776236021,0.0029214950027660683,0.4959726066424929,86.66667148984712
+168,0.02504973431619314,0.026483754412486002,0.00905134088288133,0.0027565164706454827,0.48234977701614645,87.35632666226091
+169,0.025447415073330586,0.026682963078984847,0.009402541228784965,0.002703392279979128,0.4820554328375849,86.55172887341729
+170,0.02440193369984627,0.02630063180740063,0.008618875721899363,0.002632741999024382,0.4623814142983535,87.58621084279028
+171,0.023742688217988382,0.026392112500392473,0.00803098579008992,0.0025156461651651904,0.45348367249143534,87.7011542484678
+172,0.023659307395036404,0.02511188817711977,0.008609838540164325,0.0024935247698942057,0.43732659595793694,88.39080994704673
+173,0.022785044375520487,0.025326795474841044,0.007711512466462759,0.002410134092832987,0.43863341109506016,88.73563805941878
+174,0.02255786035496455,0.025200578570365905,0.0075815455343287725,0.002376025537243829,0.42338083633061113,88.73563805941878
+175,0.02261884739765754,0.02506508993414732,0.00773807496835406,0.0023482274908858997,0.43740568284330694,88.505752300394
+176,0.021536523390274783,0.02359966761790789,0.0075079009653284,0.0022287885998733916,0.43406756787464534,88.27586759369949
+177,0.022480208111497074,0.02369364955677436,0.008255445957183838,0.002377937327568921,0.4585401230844958,88.7356370070885
+178,0.023341550964575547,0.025336835332787955,0.00826792663249832,0.0024052066925483256,0.4479183092199523,87.58621163203799
+179,0.02222232213960244,0.02374907789322046,0.008076012521409071,0.0022717708417286093,0.45629091303924035,88.39081047321189
+180,0.022060110276708237,0.02470385071176749,0.0074980674311518666,0.0022101174735535798,0.42325789250176526,88.27586680445178
+181,0.021498958852428657,0.023865245253993916,0.007390392700640055,0.00217594349792657,0.40166329875074586,89.54023348051926
+182,0.021201924406565154,0.02281128248343101,0.007582856055635672,0.00221342713607905,0.42609703540802,88.96552329227842
+183,0.020959786125100577,0.023482547843685517,0.007042013889608475,0.002176498267083214,0.41381561293684205,89.19540694664265
+184,0.02148150417667169,0.023134243803528638,0.007738987463884629,0.0021753947286365124,0.42774861383027046,89.31034982615503
+185,0.022758746806245584,0.023561747859303768,0.008847863420557517,0.002130009550959445,0.42412418332593194,88.96552302919585
+186,0.021205054280849605,0.023582725456127752,0.007262938340696004,0.002150753138658519,0.3955578937612731,91.26437193771889
+187,0.02033474319256269,0.02273895557110126,0.006916988261330586,0.0020482769683719828,0.4073284391699166,89.77012002879175
+188,0.021120003868754095,0.021394112276343198,0.008281218317838816,0.0021417293446854904,0.4092478906286174,89.3103492999899
+189,0.021991848315183932,0.02354870687883634,0.008147299397163667,0.002070195426662954,0.42005397482164974,89.42529270566743
+190,0.02164813572397599,0.022448893235279963,0.008084491253472291,0.0023391976701812103,0.4479944274343293,88.27586785678206
+191,0.023458707160674608,0.022777379877292194,0.009797255537257745,0.0022727615683554455,0.42227202859418145,88.96552118761787
+192,0.021624345303728032,0.022956235162340678,0.008027346374896856,0.0021188814067639983,0.4447743574093128,89.31035061540275
+193,0.020296486925620298,0.021421854169322893,0.007512436599399035,0.00207312314842756,0.4206719922608343,89.08046590870825
+194,0.02007979593024804,0.02155506622332793,0.007308085162479144,0.0019941776901340256,0.39989916928883257,89.65517820160964
+195,0.01977213489321562,0.021727321497522867,0.006932764306951028,0.0019757098912333067,0.39413196465064737,90.68965990790005
+196,0.019101772056176112,0.021096719070695914,0.006621474880152024,0.0019319375457528692,0.40338803365312775,90.22989023142847
+197,0.021611302260022898,0.021334093436598776,0.008817724833408227,0.0021265306438391024,0.41639521101425436,89.54023532209725
+198,0.02023222541006712,0.021078484061245736,0.007724435469852044,0.001968547861235073,0.39133852514727363,90.11494787808122
+199,0.019378198597293634,0.021218943452605835,0.006889559135127526,0.0018791676713870121,0.40323647548412456,89.88506264522158
+200,0.018936636528143515,0.020791254235574833,0.006625602559114878,0.001915406917508405,0.3950233110066118,89.77012134420461
+201,0.018819648371292994,0.0202936442855459,0.00683978905614752,0.0018330370237191135,0.38534097013802365,90.68965990790005
+202,0.01878904585654919,0.020116714402460135,0.006828799027089889,0.001901889669422347,0.39430280440840226,90.57471623913995
+203,0.018895520757024106,0.0200379893470269,0.007030811461691673,0.0018457146307740075,0.382623494442167,90.68965964481748
+204,0.018201936222612857,0.019447178479570608,0.006677765126984853,0.0018005817286813489,0.38934161231435577,89.88506290830415
+205,0.018118292838335038,0.019794776247671016,0.006380995893134521,0.0018399088374840525,0.3794677694296015,90.34483153244545
+206,0.017925258453648823,0.01937983826949046,0.006453201747857607,0.0017821375710459855,0.38226286501720036,90.11494682575095
+207,0.0182514275639103,0.019310373827241933,0.006797018274664879,0.001799222481293747,0.38438102911258565,89.77011923954404
+208,0.01737697714796433,0.018254324679191296,0.006468054924446803,0.0017817599233239888,0.37576555717608023,90.80460278741245
+209,0.017655424415492095,0.018796809361531185,0.006465481730321279,0.0017915380491803471,0.3860060141004365,89.54023348051926
+210,0.020732606059083572,0.020006079814181878,0.008414800536747162,0.002314765482711104,0.4059442898322796,90.57471808071794
+211,0.019140756903932646,0.01947401539924053,0.007500646979762958,0.001903102369620823,0.4006549407695902,90.57471623913995
+212,0.017791760483613382,0.018706111079798294,0.0066645109381240145,0.0017741940270822782,0.4031702629451094,90.68965964481748
+213,0.017933377981759036,0.01902453675866127,0.006667636843541494,0.0017534727427678612,0.37451941185984117,90.91954566692483
+214,0.01745457908568474,0.018243700509461072,0.0065478334991404645,0.0017848953497237884,0.38628309708217096,89.88506185597387
+215,0.0172065164320744,0.01817625441516821,0.0063596216030418875,0.001758767505033085,0.3783356300715742,90.34483311094087
+216,0.01716007485699195,0.018042277086239594,0.006438032831423557,0.0017009035218507051,0.37490744426332673,90.34483337402344
+217,0.017053213357352295,0.018000039630211316,0.0063933479241453685,0.0016598457398896034,0.37429705056650886,90.00000578781655
+218,0.016906126860815746,0.017693272834787003,0.006382652694502702,0.0016768378133957202,0.3783383133082554,90.68966017098262
+219,0.016899905869593987,0.0180024587477629,0.006246216179659733,0.0016524603088887838,0.3709881983954331,91.26437299004917
+220,0.016743964630250747,0.017997358896984506,0.0061381224327935625,0.0016071626755337302,0.3612889688590477,90.22989049451104
+221,0.016898978157685353,0.01768458657539808,0.006415368115099577,0.0016413166993655838,0.39248451590538025,90.45977414887527
+222,0.016935297631873535,0.017761666399355117,0.006410126796422096,0.0016443375301045868,0.3906036440668435,91.03448775718952
+223,0.016840671819563096,0.01746309197579439,0.006489656199342929,0.0016194695750108132,0.37595078349113464,90.57471886996565
+224,0.016746754543139383,0.018014881458993142,0.006143981540718904,0.0015953321045694443,0.37198159715224954,90.57471729147024
+225,0.01694729309529066,0.018038706223552043,0.006340383064861481,0.001587556848803965,0.37125843711968126,90.57471808071794
+226,0.016306442079635768,0.017132293346982738,0.00615054341749503,0.0015897519922313781,0.37875874289150896,90.11494840424636
+227,0.01609452242174974,0.01624934170395136,0.006337507556264217,0.0016323440081368271,0.37330319706735937,90.45977441195784
+228,0.016318596713244916,0.01693903044439279,0.006239957011376436,0.001609124497582133,0.35397682929861135,90.91954461459456
+229,0.01636491119861603,0.016942730273764868,0.0063089715531812265,0.0015845744584042293,0.356762760672076,90.80460357666016
+230,0.015936464458130874,0.016730646660121588,0.00600681878053225,0.001564322320672755,0.36871882553758295,90.9195459300074
+231,0.016270371411855403,0.01678696618630336,0.00628727082736217,0.0015896174752225095,0.3636065238508685,90.45977493812298
+232,0.015391281189826819,0.015329619941230003,0.006202641580826961,0.0015238295595806379,0.3821973790382517,90.57471623913995
+233,0.015736408431369524,0.015430966993937126,0.006441310642716976,0.0015796142755649411,0.3628353476524353,91.26437299004917
+234,0.015644051550099482,0.015706426893862393,0.006244526387980351,0.0015463117563810486,0.3597287083494252,91.37931508031384
+235,0.01577519212777798,0.01604064231595168,0.006178900599479675,0.0015759703398753816,0.3536674493345721,91.49425822290881
+236,0.015747743515441052,0.01576411251265269,0.006294555890445526,0.0015711313346400857,0.3663694158453366,90.91954540384226
+237,0.015312668638160595,0.015159682241769938,0.006213565686574349,0.001519261934579565,0.35756143105441124,91.49425795982624
+238,0.014999313724155609,0.015069696321510352,0.005938747353278674,0.001525718106243473,0.35041173701656275,91.26437325313174
+239,0.015797184078166118,0.015554638493519563,0.006490802077146677,0.0015290628438099072,0.36175857330190725,91.14943116286705
+240,0.01535112693046148,0.015100040888557067,0.006274964295041103,0.0015261422018878735,0.3716614528976638,90.80460383974273
+241,0.015003035518412406,0.01462991452560975,0.006187449452968744,0.0015006287309985895,0.3520235665913286,91.6092011024212
+242,0.015146484899406249,0.015018009723952183,0.006115984085660714,0.0015214959822165278,0.3614013236144493,91.60920005009092
+243,0.014468558634129854,0.014015872676212054,0.005957398334374794,0.001503223882844815,0.3622185032943199,91.83908554603313
+244,0.014772382206641711,0.014380131733532135,0.0060652023969361415,0.0015171138372702094,0.3505700518345011,91.03448670485923
+245,0.014616341487719462,0.014043620844873098,0.006099123185357222,0.0014954079641029238,0.35432550722155076,91.49425690749595
+246,0.014772478491067886,0.014086369023873255,0.0062364525663164945,0.0014928415005740065,0.34915438191644077,91.37931481723128
+247,0.014364355329710704,0.013871465494426397,0.005968960073704903,0.0014596624819275279,0.3542975690858117,91.72414503426387
+248,0.01444013246263449,0.014155703510802526,0.0059151115397421215,0.001447169158536081,0.35490242828582896,90.80460383974273
+249,0.014273818109471065,0.013647864945232869,0.006000801261800986,0.0014490843965457036,0.3624627816266027,91.37931508031384
+250,0.014972009237569112,0.014784110351823844,0.006133887006972844,0.0014460670511023356,0.35955842610063227,91.83908554603313
+251,0.014273864761568033,0.013636853674856515,0.006025712793836227,0.0014297251034384737,0.3556097889768666,91.14943011053677
+252,0.014179182697374088,0.013456824307258312,0.006030176988301369,0.0014205935375335124,0.35389475267508935,91.49425717057854
+253,0.01392088417823498,0.013120212148015316,0.005924255529848429,0.0014365225618418593,0.35249661705617247,91.83908554603313
+254,0.0139220766006754,0.013183491261532674,0.005911184603778216,0.0014191465129932532,0.35830195402276926,91.49425611824825
+255,0.014201597611491496,0.013201198254067164,0.006181712548893232,0.0014192860752630693,0.3518207299298254,91.26437325313174
+256,0.013798916827027614,0.012544791772961616,0.00610340704711584,0.0014231139668621697,0.3460169691463997,91.83908659836342
+257,0.014003762746086487,0.012981157162441657,0.006098457518965006,0.0014147265903794995,0.3458602438712942,91.83908659836342
+258,0.013475252902851655,0.012214470396821315,0.005972710731797493,0.0013953069583154641,0.35519472278397657,91.37931481723128
+259,0.01364403275343088,0.01257902025603331,0.005963669215830473,0.0013908533827186778,0.3487439165855276,92.06897025272764
+260,0.013428369336403333,0.01226585702254222,0.005911341610436256,0.0013840991502197888,0.3651693021428996,91.3793163957267
+261,0.013795530767394946,0.012614850026483718,0.006117151233439262,0.001370954463401666,0.35272761331550007,91.95402921479324
+262,0.013781746104359626,0.01285684686154127,0.005981724594648068,0.0013715981219250422,0.34391177008891927,91.72414240343818
+263,0.013580123206170705,0.01223940343524401,0.006066133303997608,0.001394288157686018,0.34350545344681577,91.8390858091157
+264,0.013135273482363957,0.011649171033730874,0.0059511632945102,0.0013595246978533955,0.35297758003761026,91.37931508031384
+265,0.013109895286078636,0.01133975052776245,0.0060885030274780896,0.0013515169696452526,0.3463868139118984,92.06897104197535
+266,0.013188664156656999,0.011264053545892239,0.006187843416745846,0.00136879408875337,0.3551571872727624,91.2643735162143
+267,0.013673078197126206,0.011753693180015455,0.006441564220361985,0.001354667481679756,0.34450994329205875,91.60920083933863
+268,0.0130581847177102,0.011297584224778872,0.006071318994061305,0.0013380736363335297,0.360956282451235,91.26437220080146
+269,0.01317288146282618,0.01101225558668375,0.00633000462817458,0.0013367490628017828,0.35407206518896694,91.03448854643723
+270,0.01299830454473312,0.01081835600332572,0.006249475421813818,0.0013396510388702155,0.34381613546404344,91.49425822290881
+271,0.012778142825342141,0.01058511001845965,0.006151090598163696,0.0013344972698877636,0.34637130488609447,92.06897025272764
+272,0.012994151705732713,0.010953870530311879,0.006185521163906043,0.0013316953393559044,0.33748955716346873,92.06897025272764
+273,0.012970647043906726,0.01089978156468043,0.006181350207099548,0.0013394060884960569,0.3537352832740751,91.14943037361934
+274,0.012691326238788091,0.010134175720696265,0.006305773570560492,0.001318464886683684,0.34890801022792683,91.49425717057854
+275,0.012832843770201389,0.010601092717395379,0.006217416153790859,0.0013148812487578164,0.3468590173228034,91.72414345576846
+276,0.012842325837566303,0.010613528223564992,0.006222341589343089,0.0013132200504724796,0.34286868777768365,91.37931508031384
+277,0.01257412233031713,0.009826246777979226,0.006349317793949292,0.0013116811205131503,0.347500912074385,91.83908659836342
+278,0.012691149258842835,0.010261496844199988,0.006246250180097727,0.0013141505903779315,0.343274952265723,92.06897025272764
+279,0.012549245930635012,0.010057629544574481,0.006222674200454584,0.00129775689699902,0.3356675901289644,92.29885495942214
+280,0.01233231217528765,0.009470733713645202,0.0062900839588389944,0.0013068613578350499,0.3492721278091957,91.49425717057854
+281,0.01252742623193906,0.00958415398087639,0.006436510971532418,0.0012988382968335196,0.3447207448811367,92.06896998964507
+282,0.012111135228322103,0.009010164826535261,0.006305812313579596,0.0013002405301309548,0.3377754729369591,92.64368359795932
+283,0.012146340038340826,0.008859356607382114,0.006410134956240654,0.0013065267569170548,0.33581646763045214,91.83908449370286
+284,0.012283446453511714,0.009355208120093895,0.006295888297832929,0.0013099540795127934,0.3452551205610407,91.60920189166892
+285,0.012003242038190365,0.008842577763761465,0.006271564201093637,0.0013103889784990596,0.3509950062324261,91.26437325313174
+286,0.011978696186382037,0.008468299280278958,0.006428108801348851,0.0013164376660894888,0.35696175077865866,91.14942958437163
+287,0.011805212855912172,0.008203215159189243,0.006397413233151803,0.0013061920163006738,0.34665797034214285,91.95402921479324
+288,0.011712855702409377,0.008186902951162594,0.006314147707934563,0.0013052565762056755,0.3454343496725477,91.72414161419046
+289,0.011827845269670853,0.008283720523692095,0.006368529574515728,0.0013174554297270683,0.34059169374663256,91.95402737321525
+290,0.011774557699950842,0.007725996645883872,0.00658799740844048,0.001323561963195411,0.35214572733846206,91.83908686144599
+291,0.011840920379528632,0.007840725335364158,0.0065861093381849615,0.0013344483056034033,0.3475146622493349,91.7241439819336
+292,0.011626243834885266,0.007314237285978519,0.00662451319109935,0.00134461190408239,0.34688556245688734,91.49425901215652
+293,0.011505601440484707,0.007316442450078634,0.006513843534944149,0.001333536608861043,0.3575983412306884,91.37931534339641
+294,0.011498072714759753,0.007147405411188419,0.006574191260509766,0.0013501787289547232,0.3506022722556673,91.2643735162143
+295,0.011151526739390996,0.00661722204576318,0.0064920223318040374,0.0013508934581365722,0.3392905315448498,91.95402632088496
+296,0.011108412622259213,0.006360588666911309,0.006554286898328708,0.0013738314227129404,0.33353928707796954,92.41379704968682
+297,0.010940435141898118,0.005870204283226694,0.00660817836626218,0.0013971545769331547,0.36055783362224186,91.60920005009092
+298,0.010094164025325042,0.004476593298598565,0.006429192330688238,0.0014266750667817317,0.35823234299133566,91.60920057625606
+299,0.009118202479126362,0.002669896441425356,0.006344662012102513,0.001438592211343348,0.35850103970231684,91.60920057625606

VGG_SNN-NCALTECH101-10-seed_42-bs_120-DA_False-ls_0.0-lr_0.005-traindataratio_1.0-TET_loss_True-refined_False/args.yaml

@@ -0,0 +1,142 @@
+DVS_DA: false
+TET_loss_first: true
+TET_loss_second: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+dataset: NCALTECH101
+decay_epochs: 30
+decay_rate: 0.1
+device: 4
+dist_bn: ''
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 300
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: VGG_SNN
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 101
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+reconstructed: false
+recount: 1
+recovery_interval: 0
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 42
+sigmoid_thres: false
+smoothing: 0.0
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 10
+suffix: ''
+sync_bn: false
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.9
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

VGG_SNN-NCALTECH101-10-seed_42-bs_120-DA_False-ls_0.0-lr_0.005-traindataratio_1.0-TET_loss_True-refined_False/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f74ee289824f3c5c9aee4b1b6167fdd2c57c2d011e344075f63ad2e685d5ebf6
+size 116327969

VGG_SNN-NCALTECH101-10-seed_42-bs_120-DA_False-ls_0.0-lr_0.005-traindataratio_1.0-TET_loss_True-refined_False/summary.csv

@@ -0,0 +1,301 @@
+epoch,train_loss,eval_loss,eval_top1
+0,4.618184324411246,4.615702185137518,1.724138046133107
+1,4.128312074221098,3.800289803537829,24.367817648525897
+2,3.2652135885678804,3.157426283277314,31.609196695788153
+3,2.5435309483454778,2.440411197728124,43.21839404928273
+4,2.069470557799706,2.1616041824735444,47.01149683985217
+5,1.6986253830102773,1.9035916492856781,50.8046005512106
+6,1.3308446957514837,2.0382925559734475,48.73563398163894
+7,1.1217737454634447,1.8665939076193447,54.137933533767175
+8,0.9329271940084604,1.8179443293604358,56.0919566976613
+9,0.8013250442651602,1.4459461097059578,63.67816425191945
+10,0.6618249054138478,1.3204008751902088,65.63218767889614
+11,0.5546710573709928,1.3159328534685333,66.43678415232691
+12,0.45381327317311215,1.284454847204274,66.55172637413288
+13,0.4240968264066256,1.2032086273719524,69.65517570232522
+14,0.32230950387624596,1.306911563051158,65.86207133326037
+15,0.2884701770085555,1.1677674795019215,69.65517464999495
+16,0.22117823820847732,1.1947213514097805,69.77011766104863
+17,0.20748507793133075,1.2651845093431144,68.16092260952654
+18,0.17455408710699816,1.2254694165854618,70.34483087473902
+19,0.15338242352008818,1.1457494785045754,71.49425664441338
+20,0.13909628093242646,1.2575329151646844,68.39080784238618
+21,0.11252979361093961,1.1946983090762435,68.73563463934536
+22,0.10711041196034504,1.214183342867884,69.3103466691642
+23,0.09507036335193193,1.171432223813287,71.14942853204136
+24,0.08630284409110363,1.1934032604612153,69.77011739796606
+25,0.07860642144313225,1.2698158683448002,68.16092313569168
+26,0.07749585744280081,1.1695948222587849,71.14942774279365
+27,0.07100942335449732,1.0961434224556232,72.41379665506297
+28,0.07007244343941028,1.1138488670875286,71.95402526855469
+29,0.05910614075569006,1.128294957095179,72.64368149329876
+30,0.05252300363320571,1.1282340822548702,71.72414187727303
+31,0.055876177778610814,1.153042680230634,72.06896893731479
+32,0.04461505252581376,1.0945897390102517,73.1034514328529
+33,0.040893808293801084,1.1898102061501865,70.80460068275188
+34,0.03923793778969691,1.0798703658169713,72.98850881642309
+35,0.04173607287498621,1.0776090621948242,73.2183943123653
+36,0.04309772402048111,1.091871173217379,72.41379757585197
+37,0.038839020064243904,1.1936275362968445,70.34483153244545
+38,0.03852942746419173,1.2182967210638111,70.45977296500371
+39,0.037727456998366576,1.207112743936736,70.22988944218076
+40,0.039700274169445035,1.152119716693615,71.4942548028354
+41,0.03543191165305101,1.1129753589630127,72.52873703529094
+42,0.04729281193934954,1.1982824637972076,71.26436983305832
+43,0.03946685802478057,1.1366707559289604,71.49425453975283
+44,0.04016494796826289,1.1485886265491616,71.49425690749595
+45,0.03270448199831522,1.1429317984087715,72.41379731276939
+46,0.03332309235747044,1.0875900449423954,73.10345301134834
+47,0.03603151618288113,1.2725869499403855,68.62069254908069
+48,0.031105246194280112,1.1696529635067643,72.06896946347993
+49,0.028461718301360423,1.1518011586419468,72.18391129066204
+50,0.03099908636739621,1.346456609923264,67.58620847504714
+51,0.04939593007931342,1.25758381547599,70.91954277301657
+52,0.05353445998178079,1.3582450151443481,69.88506080364358
+53,0.04729900208230202,1.188789928781575,71.95402658396753
+54,0.0403414947195695,1.2061521267068798,71.95402763629782
+55,0.026130782755521626,1.1267914155433918,73.67816504116716
+56,0.02307084148319868,1.1097756172048634,73.5632226878199
+57,0.02131778776932221,1.108676470559219,73.10345116977034
+58,0.020255996100604533,1.1108090671999702,73.1034514328529
+59,0.020348600011605482,1.060590279513392,74.82759041621767
+60,0.019333971148500075,1.1893152121839852,69.65517583386651
+61,0.021426794892893387,1.1740043368832818,71.83908396753772
+62,0.01857186073007492,1.0892215103938663,73.44827980830752
+63,0.01828742750848715,1.1240788431003177,72.75862332048088
+64,0.015462965403611844,1.0449663996696472,75.05747564907732
+65,0.01696098064287351,1.0999812771534097,74.36782047666352
+66,0.02850992983350387,1.1958961527923058,70.91954487767713
+67,0.038989626358334833,1.2220752526973855,70.80460041966931
+68,0.07949386181739661,1.5050185631061423,64.48276125151536
+69,0.12093334496021271,1.4575269386686127,65.97701473893791
+70,0.10463656800297591,1.3172765230310375,68.9655209245353
+71,0.05144163814301674,1.164674177252013,74.36782047666352
+72,0.030125765215892056,1.138337069544299,72.98850907950566
+73,0.02350332820071624,1.0673086766538948,75.40230191987136
+74,0.019506105751945422,1.0585395036072567,74.94253171723464
+75,0.01883646519138263,1.0915405133674885,72.87356751540611
+76,0.017118769583220665,1.0532148932588512,74.94253276956492
+77,0.017467020623959027,1.062331882016412,74.82759094238281
+78,0.015643032597234617,1.0806777765010964,73.44827875597724
+79,0.01363771130832342,1.0466414772231003,74.94253329573006
+80,0.01269735791362249,1.0568310433420642,75.05747617524246
+81,0.01275433675887493,1.0662863213440468,74.82759041621767
+82,0.011951523503431908,1.0178905725479126,75.63218794197871
+83,0.011377510027243541,1.0150029001564815,76.32184364055765
+84,0.011896335090009065,1.0651672215297305,75.172417739342
+85,0.011590290083908118,1.0068551707884361,75.74712976916084
+86,0.010720383991988805,1.0205504524296727,75.05747591215989
+87,0.010603109646875124,1.024023019034287,75.05747512291218
+88,0.010453536920249463,1.0434580876909454,75.74712937453697
+89,0.009897411328095657,1.045718824041301,75.97701631743332
+90,0.009548699211042662,1.0267520464699844,76.55172782108701
+91,0.01014705763126795,1.0694766948963035,74.94253303264749
+92,0.010349868152004022,1.0603620512732144,74.94253513730806
+93,0.009837187812305415,1.0325536810118576,75.7471300322434
+94,0.00939042165588874,1.0503235520987675,74.48276388234106
+95,0.009020732142604314,1.0440184165691506,75.17241813396585
+96,0.009079117227632267,1.0400479281770771,75.40230297220164
+97,0.00846056411615931,1.065671707021779,74.94253369035393
+98,0.008569575000840884,1.0027929544448853,75.51724558863147
+99,0.008541505045902271,1.042567779277933,75.86207264867322
+100,0.008726584961494574,1.029517519062963,75.28736167118467
+101,0.008834645911478079,1.0556589858285312,75.2873606188544
+102,0.009026632866320702,1.0459835570434044,75.51724479938376
+103,0.009221002373557824,1.0251015938561538,76.20690102412783
+104,0.010207185614854097,1.0542506020644615,74.59770570952317
+105,0.026886149882697143,1.4595216142720189,66.43678494157463
+106,0.2563497241299886,1.569349502695018,65.51724387859475
+107,0.14658110393927648,1.3957892574112991,68.96551881987473
+108,0.04260675918597442,1.1156177705731884,72.64368175638133
+109,0.025438473774836615,1.1132518710761234,72.87356541074556
+110,0.018825202850768198,1.0965996692920554,73.33333640262998
+111,0.017531194322957442,1.092456496995071,73.56322242473733
+112,0.015172462896085703,1.0459898997997414,75.2873606188544
+113,0.01430610169011813,1.058158146923986,74.71264766824656
+114,0.013452851843948548,1.0599478853159938,74.71264779978785
+115,0.012776673785769022,1.0433519441505958,74.7126491152007
+116,0.01271962159528182,1.129819315055321,73.21839510161301
+117,0.01241664973875651,1.0396122336387634,74.94253303264749
+118,0.01154016527132346,1.041275090184705,74.48276296155206
+119,0.011075393253794084,1.0172254998108436,75.28736088193696
+120,0.011199829440850477,1.0272342624335453,74.82758989005254
+121,0.010483071924402164,1.0524907667061378,75.51724743020945
+122,0.00984136864829522,1.0519154297894444,75.74713055840854
+123,0.009909031224938539,1.1050636891661019,73.56322137240706
+124,0.009726051384439835,1.0874652163735752,74.59770465719289
+125,0.009358539045430147,1.0695302774166238,75.51724572017275
+126,0.009452884114132478,1.082361063052868,74.13793471763874
+127,0.00943383789406373,1.0514924772854508,75.74713082149111
+128,0.009261556070011395,1.0765031535049965,74.59770702493601
+129,0.008978979791013093,1.0844516281423897,73.90805080019194
+130,0.008915439799714547,1.023786070017979,75.86207291175579
+131,0.008604425234863392,1.0129295916392886,76.66667043751684
+132,0.008529499359428882,1.0591014973048507,75.172417739342
+133,0.008459734193121012,1.0578369354379589,75.28736167118467
+134,0.008305153616059284,1.0267421562096168,74.94253250648235
+135,0.008165701758116484,1.0063672394588077,77.01149802372373
+136,0.008037346974015236,1.05172847057211,76.32184390364021
+137,0.007691259624866339,1.03769078336913,76.89655672270676
+138,0.007614268384014185,1.0247806475080292,76.4367859939049
+139,0.0076841368841437194,1.013977552282399,76.2068994456324
+140,0.007678530128816,1.058522990037655,75.86207396408608
+141,0.007555954065173865,1.0779565449418693,74.94253408497778
+142,0.007253263303293632,1.0241794997248157,76.7816135801118
+143,0.007264464176618136,1.0731967379306924,75.17241879167229
+144,0.007061430747405841,1.0509620041682803,75.63218688964844
+145,0.00700946798404822,1.0303828962917985,76.32184442980537
+146,0.007042181534835925,1.0981827481039639,74.02299104887864
+147,0.006966410720577606,1.070931681271257,74.94253355881264
+148,0.006785194805035225,1.0835011622001385,74.94253303264749
+149,0.007090158022653598,1.0150949009533585,77.70115503771552
+150,0.006864585125675568,1.038582244823719,75.97701631743332
+151,0.007042246605627812,1.0760921239852905,75.86207212250808
+152,0.006848410452501132,1.010698139667511,77.0114982868063
+153,0.006804712818792233,1.0574715692421486,75.97701473893791
+154,0.006641979250483788,1.0354403051836738,77.1264411663187
+155,0.006485291663557291,1.0060574453452538,77.01149907605401
+156,0.006360016354861168,1.05175093330186,75.97701473893791
+157,0.006508236593351914,1.0914746132390252,75.172417739342
+158,0.00673259928679237,1.0260249499616951,77.47126875252559
+159,0.006708552043598432,1.041318679678029,75.97701473893791
+160,0.006257301719429401,1.0359372969331413,76.43678625698747
+161,0.006829531798855617,1.033227435473738,75.74713161073882
+162,0.020626758819875808,1.3977158521783764,67.70115266997239
+163,0.07220558604368797,1.2408798069789493,71.14942853204136
+164,0.029332047442977245,1.1090484960325833,73.90804922169653
+165,0.01692643528087781,1.1404648525961514,74.02299289045662
+166,0.012061621463642671,1.0812155666022465,74.59770649877088
+167,0.010347744077444076,1.0325828050744945,75.86207264867322
+168,0.00946751798574741,1.0545482142218228,75.86207212250808
+169,0.008870793076661916,1.076197122705394,75.05747617524246
+170,0.008762415663267558,1.046590706397747,76.09195998619343
+171,0.008015755177117312,1.0373477935791016,76.09195814461543
+172,0.007759953175599759,1.0577129454448306,75.40230402453193
+173,0.007944709284660907,1.0265569974636208,76.091958407698
+174,0.007620589098391624,1.043886626588887,76.43678388924434
+175,0.007486718534850157,1.081351165113778,75.86207264867322
+176,0.0071237325381774165,1.047320008277893,76.43678809856546
+177,0.00703249156761628,1.0969889328397553,75.97701552818562
+178,0.007094929632372581,1.0209275669065014,77.58621057970771
+179,0.006872401056954494,1.0540592917080582,76.78161305394666
+180,0.006767140601116877,1.0385658206610844,77.12644142940127
+181,0.006730487899711499,1.0126825982126697,76.66667096368198
+182,0.006616585579915689,1.037079042401807,76.89655567037649
+183,0.00646935308065552,1.0260904904069572,76.32184521905307
+184,0.006363035974880824,1.03024069194136,77.01149854988887
+185,0.006266441446943925,1.0354678404742275,76.8965564596242
+186,0.006233729099711547,1.057528487567244,76.89655619654162
+187,0.006192480034839649,0.9994070817684305,77.4712696733146
+188,0.006178356828884436,1.037312758379969,77.3563258730132
+189,0.006031551441321006,1.0207188787131474,77.47126796327788
+190,0.006034837792126032,1.0413930539427132,77.1264411663187
+191,0.006021070415870501,1.0393469703608547,76.78161410627693
+192,0.005921269895938727,1.0216676695593472,77.35632692534348
+193,0.005967526467373738,1.0502870082855225,77.4712695417733
+194,0.005917063298133704,1.0363667360667526,77.35632613609577
+195,0.0058032785470669085,1.0436648294843476,77.12644090323613
+196,0.005722607199389201,0.9854220439647806,78.27586601520407
+197,0.005656656372145965,1.0206268326989536,78.50575072189858
+198,0.005630678998736234,1.0304195038203536,78.04598288700498
+199,0.005609234486921476,0.9897148341968142,78.62069465374124
+200,0.005603282805532217,1.0359463979457986,77.24138351966594
+201,0.005561219986814719,0.993215219727878,77.35632692534348
+202,0.0054792490214682545,1.0096106981409008,77.12644103477741
+203,0.005478904754496538,1.0363785110670944,77.47126848944302
+204,0.005472735867190819,1.0152572270097404,77.58621215820312
+205,0.005387943796813488,1.0088386473984554,78.04598209775727
+206,0.005325431333711514,1.0418678624876614,78.27586680445178
+207,0.005390105640085844,1.0167562016125382,78.50575335272427
+208,0.005316763242276815,1.0352802790444473,77.12644221864898
+209,0.005331906160482993,1.0104400618322964,78.62069439065867
+210,0.0053159617818892,1.0690627920216527,77.01149776064116
+211,0.005222120279302964,1.0572219388238315,76.89655777503704
+212,0.005221339737853179,1.0523307919502258,78.16092576651738
+213,0.00520294767876084,1.0511614063690449,77.12644142940127
+214,0.005123152003551905,1.0466757560598439,77.24138509816137
+215,0.005059604404064325,1.01974749154058,77.5862124212857
+216,0.005047114236423602,0.9941532529633621,78.96552250303071
+217,0.005060987525547927,0.9880461384510172,78.85057909735318
+218,0.005046535512575737,1.030143610362349,77.93103948132745
+219,0.004971357614088517,1.0400684311472137,77.47127059410359
+220,0.004992816203202193,0.9972660705961031,78.62069360141096
+221,0.004914107546210289,1.0420769740795266,77.8160952864022
+222,0.0049239229195966175,0.9947737147068155,78.04598130850957
+223,0.004895259282336785,1.0065158502808933,78.16092576651738
+224,0.0049090350261674475,1.049976476307573,77.81609554948479
+225,0.004835985586620294,0.9898422134333643,78.73563832250134
+226,0.004812708919724593,1.055719626360926,77.47126796327788
+227,0.0047851387339715775,1.0211169760802696,77.93103921824488
+228,0.004778427394250264,1.0090632603086274,78.73563674400593
+229,0.004728726820590405,1.0098806619644165,78.16092524035224
+230,0.00472053842475781,1.0120378527148017,78.85057962351831
+231,0.0047284950645497216,1.0031715528718357,78.39080889471646
+232,0.004737294973948827,1.0374264840422005,77.81609660181506
+233,0.004698062243943031,1.0014440067883195,78.96552276611328
+234,0.0046535168058024,1.0221243870669399,77.93104027057517
+235,0.004690448531451134,1.0383744260360455,78.04598130850957
+236,0.0046695295649652295,1.0222091633698036,78.6206941275761
+237,0.004618175865079348,1.014358249203912,78.39080968396416
+238,0.004612789869021911,1.010773710135756,78.85057936043575
+239,0.0046016209543897554,1.0520409181200225,77.47126875252559
+240,0.004546846571163489,1.0370654669301262,77.0114982868063
+241,0.004577369944980511,1.0791271472799366,76.55172966266501
+242,0.004522470463640415,1.0303264691911895,78.27586680445178
+243,0.004507168805083403,1.0356131915388436,78.505752300394
+244,0.004480890220460983,1.0006775239418293,78.73563648092336
+245,0.004480360828053493,1.0357113295588,77.47126875252559
+246,0.004478802754042241,1.01180047824465,78.39081047321189
+247,0.004450545682070347,1.0097960274795006,77.9310381659146
+248,0.004449932628239577,1.0089020379658402,79.6551768861968
+249,0.004424044690453089,1.027199853083183,77.58621163203799
+250,0.0044241807781733,1.0301606038521076,77.81609844339305
+251,0.0044147064551137965,0.9918352283280472,78.16092418802195
+252,0.004380801936181692,1.048260719611727,77.58621347361597
+253,0.004450488463044166,1.0726386390883347,76.43678665161133
+254,0.004539034479799179,1.0050059248661172,78.73563621784079
+255,0.004388229341174547,1.0234235607344528,77.81609844339305
+256,0.004372689572091286,1.0361153832797347,78.04598236083984
+257,0.004335948588469854,1.0296044020817197,77.24138536124394
+258,0.004354285534757835,1.0254112173771035,77.35632613609577
+259,0.004326357549199691,1.0346632517617325,77.58621399978111
+260,0.004320072819693731,1.0428875859441429,77.70115477463295
+261,0.004371601386139026,1.0049405509027942,79.08046590870825
+262,0.004285532644448372,1.0342228679821408,78.39080836855132
+263,0.004299004010569591,1.0299728368890697,78.27586811986463
+264,0.004273713222489907,1.0121064062776237,79.08046485637796
+265,0.0042539137558868295,1.0404851559934944,77.93103948132745
+266,0.004262750065670564,1.0429744042199234,77.01149802372373
+267,0.00423895141396385,1.0217246433784222,78.96552118761787
+268,0.00424348721280694,1.0395136722202958,78.16092524035224
+269,0.004251947913032312,1.0019951195552432,79.19540668356008
+270,0.0042181150486262945,1.0137691292269477,77.81609765414534
+271,0.004197111159849626,1.0359219353774498,77.81609739106277
+272,0.0042093696144337835,0.9950806765720762,78.73563648092336
+273,0.0041903244474759465,1.040871813379485,77.70115372230266
+274,0.004176199708420497,1.0202446312739932,78.16092418802195
+275,0.004173251399053977,1.0135400788537388,78.27586680445178
+276,0.004163932828949048,1.0399201142376866,77.8160971279802
+277,0.004190456552001147,1.015359224944279,78.7356370070885
+278,0.004142480888045751,1.018963016312698,78.27586627828664
+279,0.004130391633281341,1.0411769480540836,77.58621084279028
+280,0.00413779982437308,1.0080335427974831,78.27586733061692
+281,0.004142805532767222,1.0187135811509758,78.85057988660088
+282,0.0041362356394529344,1.0587607539933304,78.16092418802195
+283,0.004126217767882806,1.0233777966992608,78.50575124806372
+284,0.004124273467235841,1.009046747766692,79.08046459329539
+285,0.0041337894204144295,1.0411607849186864,78.50575282655913
+286,0.004116319807676168,1.0195803231206433,78.04598236083984
+287,0.0041459967453892415,1.0576877861187375,77.93103948132745
+288,0.00412139636822618,1.049056081936277,77.35632613609577
+289,0.00411618034570263,1.0143229714755355,78.73563805941878
+290,0.004095096055131692,1.0396939063894337,77.81609633873249
+291,0.004112070139784079,1.0417275798731838,78.27586785678206
+292,0.00406820230329266,1.020752567669441,78.16092576651738
+293,0.004067335270631772,1.0325201914228241,78.50575282655913
+294,0.0040890170762745235,1.009407756657436,78.16092576651738
+295,0.004074723642462722,1.0560030546681634,77.47126875252559
+296,0.004071179225754279,1.0078146950951938,78.16092392493938
+297,0.004059626778157858,1.0227718599911393,78.62069307524582
+298,0.004084121446626691,1.0344196722425263,78.04598209775727
+299,0.004061689435576017,1.0411118988333077,77.58621136895542

resnet18-CEPDVS-6-seed_90210-bs_120-DA_True-ls_0.0-lr_0.005-traindataratio_1.0-TET_loss_True-refined_False/args.yaml

@@ -0,0 +1,142 @@
+DVS_DA: true
+TET_loss_first: true
+TET_loss_second: true
+aa: rand-m9-mstd0.5-inc1
+act_fun: QGateGrad
+adam_epoch: 1000
+adaptive_node: false
+amp: false
+apex_amp: false
+aug_splits: 0
+batch_size: 120
+bn_eps: null
+bn_momentum: null
+bn_tf: false
+channels_last: false
+clip_grad: null
+color_jitter: 0.4
+conf_mat: false
+cooldown_epochs: 10
+critical_loss: false
+crop_pct: null
+cut_mix: false
+cutmix: 1.0
+cutmix_beta: 1.0
+cutmix_minmax: null
+cutmix_noise: 0.0
+cutmix_num: 1
+cutmix_prob: 0.5
+dataset: CEPDVS
+decay_epochs: 30
+decay_rate: 0.1
+device: 6
+dist_bn: ''
+drop: 0.0
+drop_block: null
+drop_connect: null
+drop_path: 0.1
+encode: direct
+epochs: 200
+eval: false
+eval_checkpoint: ''
+eval_metric: top1
+event_mix: false
+event_size: 48
+gaussian_n: 3
+gp: null
+hflip: 0.5
+img_size: 224
+initial_checkpoint: ''
+interpolation: ''
+jsd: false
+kernel_method: cuda
+layer_by_layer: false
+local_rank: 0
+log_interval: 50
+loss_fn: ce
+lr: 0.005
+lr_cycle_limit: 1
+lr_cycle_mul: 1.0
+lr_noise: null
+lr_noise_pct: 0.67
+lr_noise_std: 1.0
+mean: null
+min_lr: 1.0e-05
+mix_up: false
+mixup: 0.8
+mixup_mode: batch
+mixup_off_epoch: 0
+mixup_prob: 1.0
+mixup_switch_prob: 0.5
+model: resnet18
+model_ema: false
+model_ema_decay: 0.99996
+model_ema_force_cpu: false
+momentum: 0.9
+n_groups: 1
+native_amp: false
+newton_maxiter: 20
+no_aug: false
+no_prefetcher: false
+no_resume_opt: false
+node_resume: ''
+node_trainable: false
+node_type: LIFNode
+noisy_grad: 0.0
+num_classes: 20
+num_gpu: 1
+opt: adamw
+opt_betas: null
+opt_eps: 1.0e-08
+output: /home/hexiang/DomainAdaptation_DVS/Results/
+patience_epochs: 10
+pin_mem: false
+power: 1
+pretrained: false
+rand_aug: false
+randaug_m: 15
+randaug_n: 3
+ratio:
+- 0.75
+- 1.3333333333333333
+reconstructed: false
+recount: 1
+recovery_interval: 0
+remode: pixel
+reprob: 0.25
+requires_thres_grad: false
+reset_drop: false
+resplit: false
+resume: ''
+save_images: false
+scale:
+- 0.08
+- 1.0
+sched: cosine
+seed: 90210
+sigmoid_thres: false
+smoothing: 0.0
+spike_output: false
+spike_rate: false
+split_bn: false
+start_epoch: null
+std: null
+step: 6
+suffix: ''
+sync_bn: false
+tau: 2.0
+temporal_flatten: false
+threshold: 0.5
+train_interpolation: random
+train_portion: 0.5
+traindata_ratio: 1.0
+tsne: false
+tta: 0
+use_multi_epochs_loader: false
+validation_batch_size_multiplier: 1
+vflip: 0.0
+visualize: false
+warmup_epochs: 5
+warmup_lr: 1.0e-06
+weight_decay: 0.01
+workers: 8

resnet18-CEPDVS-6-seed_90210-bs_120-DA_True-ls_0.0-lr_0.005-traindataratio_1.0-TET_loss_True-refined_False/model_best.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f8cf92be24bd921404544e80d413294f9207998bb82f89dd3aa1eaa63afb3bf
+size 134275213

resnet18-CEPDVS-6-seed_90210-bs_120-DA_True-ls_0.0-lr_0.005-traindataratio_1.0-TET_loss_True-refined_False/summary.csv

@@ -0,0 +1,201 @@
+epoch,train_loss,eval_loss,eval_top1
+0,2.998801341870936,2.997280659675598,5.800000267028809
+1,2.947376425673322,2.9367234325408935,7.700000448226929
+2,2.916626726708761,3.1036654996871946,8.100000457763672
+3,2.904293188234655,2.883448576927185,10.650000505447387
+4,2.846030584195765,2.834614324569702,13.550000667572021
+5,2.7766898666940083,2.790711135864258,14.250000591278075
+6,2.7497544346786125,2.791735577583313,14.950000743865967
+7,2.688045449373199,2.7423329162597656,16.200000801086425
+8,2.6556821916161515,2.752761039733887,15.550000953674317
+9,2.6406606639303813,2.735250959396362,15.750000534057618
+10,2.584132729507074,2.736300449371338,16.000000553131102
+11,2.570726150419654,2.6328380060195924,19.200001106262206
+12,2.554076793717175,2.6303790473937987,19.600000972747804
+13,2.5219416792799785,2.5807158088684083,19.800001106262208
+14,2.4915851790730548,2.533000864982605,20.900000858306885
+15,2.472741243315906,2.528108530044556,21.55000114440918
+16,2.4619247273700995,2.539505457878113,21.450001258850097
+17,2.436877814734854,2.5419711542129515,21.000001430511475
+18,2.384592998318556,2.49199492931366,23.150001029968262
+19,2.375242151865145,2.629416046142578,19.900001106262206
+20,2.3734484532984292,2.5239675188064576,23.200001392364502
+21,2.3257667960190194,2.47459529876709,24.050001277923585
+22,2.3065459670090096,2.5654849290847777,21.900001335144044
+23,2.2917241817567406,2.6829652404785156,16.900000915527343
+24,2.254518654288315,2.4950835609436037,23.350001220703124
+25,2.234499495203902,2.522624249458313,22.750001316070556
+26,2.2036833937575175,2.4309747791290284,24.30000141143799
+27,2.1763958465762254,2.5471777391433714,22.450001182556154
+28,2.147607402103703,2.495904622077942,23.65000160217285
+29,2.123167221139117,2.7603355169296266,16.450000762939453
+30,2.121317421517721,2.6551084184646605,20.100001373291015
+31,2.082025036579225,2.5406512689590453,23.95000114440918
+32,2.0710847174249043,2.563577136993408,22.50000129699707
+33,2.039771897036855,2.4760068082809448,25.700001182556154
+34,1.9982199029224674,3.024108829498291,17.400000972747804
+35,1.9765328750377749,2.736803469657898,20.85000114440918
+36,1.9650656421010086,3.7605525159835818,12.550000658035279
+37,1.9214829351843856,2.6138998794555666,22.450000991821287
+38,1.8885002892191818,2.5964154863357543,22.7000009727478
+39,1.8639554657587192,3.0684512567520144,17.25000089645386
+40,1.8101324918793469,2.5776402282714845,21.700001010894777
+41,1.796259664907688,2.6252110195159912,22.600001163482666
+42,1.7620848417282104,2.6894341850280763,22.500001106262207
+43,1.6959053219818487,2.7159391021728516,23.10000110626221
+44,1.6638505429756352,3.228806161880493,18.35000093460083
+45,1.6552730100910837,3.219737195968628,16.200000610351562
+46,1.606866353895606,3.032838726043701,19.900000953674315
+47,1.5924195051193237,2.895437388420105,21.95000129699707
+48,1.5119596254534837,2.729938726425171,23.050001316070556
+49,1.491526845024853,3.2745544004440306,18.00000104904175
+50,1.468877234110018,3.6391039228439332,16.550000858306884
+51,1.4073766847936118,3.4709258842468262,16.500000686645507
+52,1.4004588185287103,3.403326072692871,16.400000553131104
+53,1.3110425617636703,3.8284259462356567,15.85000072479248
+54,1.2970159693462093,3.19255943775177,20.050001049041747
+55,1.2389088142208937,4.0254443264007564,15.550000724792481
+56,1.1909191274061435,3.652854404449463,17.000000743865968
+57,1.1429813198926972,3.4887023735046387,17.550000820159912
+58,1.130018578796852,4.618428516387939,13.200000638961791
+59,1.0886062441802606,3.6933500814437865,17.95000104904175
+60,1.027772365546808,3.999720907211304,15.500000705718994
+61,1.0168046384322933,4.626540603637696,14.050000648498536
+62,0.9685141444206238,4.41884750366211,16.000000743865968
+63,0.9228018914780965,3.579355459213257,19.05000093460083
+64,0.8654436628992964,3.6971426486968992,18.700000991821287
+65,0.8401529033009599,3.1415334844589236,24.750000953674316
+66,0.8172130163122968,3.6017276287078857,20.500001277923584
+67,0.8082081079483032,3.882750463485718,18.950001029968263
+68,0.7451132346944112,3.6702096462249756,21.000000915527345
+69,0.7176845378992034,3.661730713844299,19.000001239776612
+70,0.6833511518269051,3.663834047317505,20.20000104904175
+71,0.6749356592573771,3.447244005203247,23.6000012588501
+72,0.6164798954638039,3.592779669761658,22.350001201629638
+73,0.5821980252498533,3.4028103399276732,21.950001182556154
+74,0.5575259560491981,3.7309619188308716,21.400001029968262
+75,0.539310237983378,4.003976902961731,19.45000082015991
+76,0.5396901587160622,3.7713825941085815,20.500000877380373
+77,0.500381077935056,3.7280389213562013,20.350001010894776
+78,0.486267296279349,3.792965965270996,18.850000858306885
+79,0.44739930295362706,4.010889172554016,18.450001010894777
+80,0.44767308307857046,3.934237313270569,19.550000705718993
+81,0.3886812903532168,4.009068956375122,20.25000102996826
+82,0.38883936405181885,3.90717294216156,21.300000953674317
+83,0.36948346074034527,4.097269916534424,21.10000108718872
+84,0.36609343566545627,3.4383340311050414,24.950001335144044
+85,0.351169352124377,4.075242838859558,19.700001010894777
+86,0.34754281218458966,4.176888155937195,18.600000705718994
+87,0.3309547643109066,4.36492075920105,18.200000953674316
+88,0.3126779645681381,4.304958367347718,19.350000953674318
+89,0.31474411269513575,4.044816722869873,20.00000120162964
+90,0.30580174595844456,3.8631481599807738,20.20000093460083
+91,0.29090157441976594,4.074944491386414,18.80000099182129
+92,0.2778494928668185,3.7540735626220703,22.70000114440918
+93,0.26709763814763327,4.238465576171875,20.700001125335692
+94,0.2583098985799929,3.8778084897994995,22.100001068115233
+95,0.24394390205057656,3.9367057704925537,21.55000099182129
+96,0.23450176599549083,3.9776712703704833,23.7000009727478
+97,0.23790825867071386,4.191908988952637,20.800000896453856
+98,0.2266595861533793,3.9822817754745485,21.50000104904175
+99,0.22205565869808197,4.545946712493897,17.450000743865967
+100,0.21455986470710942,3.8721429967880248,22.600001163482666
+101,0.21052558174947414,4.678396987915039,18.250000877380373
+102,0.2104081417002329,4.20891122341156,21.400001373291015
+103,0.19376659502343432,3.9022930908203124,23.900001335144044
+104,0.1935261524305111,4.463810043334961,20.200001163482668
+105,0.18076946095722476,4.058983759880066,22.200001068115235
+106,0.1738710534281847,4.336111736297608,21.750001125335693
+107,0.1762254817820177,4.337362518310547,20.650001296997072
+108,0.1677614292357026,4.634115447998047,17.850000858306885
+109,0.16233443305259798,4.154442143440247,21.950001411437988
+110,0.16720845513954397,4.549006452560425,19.55000072479248
+111,0.1611563941327537,4.213779368400574,21.600001049041747
+112,0.16038520161698505,5.293849468231201,14.850000648498535
+113,0.1471465289956186,4.474535694122315,20.400000972747804
+114,0.14022005858217798,4.293391389846802,21.700001258850097
+115,0.1380366968309007,4.46355489730835,18.60000076293945
+116,0.13804272798503317,5.452321300506592,14.150000610351562
+117,0.13409210323560528,5.410296831130982,14.900000705718995
+118,0.12942825294122462,5.130733394622803,15.450000839233399
+119,0.12175481421191518,4.207509779930115,22.15000114440918
+120,0.12873310450373626,4.306387543678284,20.650001163482667
+121,0.11749930461732352,4.677320966720581,18.750001068115235
+122,0.11677189770995117,5.138400526046753,16.200000705718995
+123,0.11254591095011408,5.130649785995484,15.450000724792481
+124,0.11315166168823475,4.532244386672974,19.90000108718872
+125,0.11432338469639057,5.262846593856811,17.00000066757202
+126,0.11137079338474971,4.920236005783081,17.20000078201294
+127,0.10837712556850619,4.710324659347534,18.400001068115234
+128,0.10802639639232217,4.997084321975708,16.900000801086424
+129,0.10734477820919781,5.348035573959351,16.1500008392334
+130,0.10305324051438308,5.604010305404663,14.050000839233398
+131,0.10427066447531305,4.932917070388794,18.100001201629638
+132,0.10305082161978978,5.156658439636231,14.850000791549682
+133,0.10271523220510018,5.017749814987183,17.100000686645508
+134,0.09827920758142704,5.036054649353027,16.9000008392334
+135,0.10071019446704446,4.7026765918731686,17.750000858306883
+136,0.09847200698241955,4.504530830383301,19.200000743865967
+137,0.09336318657165621,4.43617244720459,20.800001125335694
+138,0.0886610070379769,4.5471345233917235,19.300000839233398
+139,0.08708949459762108,5.438533973693848,14.75000072479248
+140,0.08768264949321747,4.779024858474731,17.250000762939454
+141,0.08405094375697578,4.926469297409057,16.600000953674318
+142,0.08529279335606389,5.258366575241089,15.900000705718995
+143,0.08401332886480703,5.3139887619018555,15.350000610351563
+144,0.08536678298217494,5.236903972625733,14.750000877380371
+145,0.08555423559212103,4.766654443740845,17.00000102996826
+146,0.07729167772865878,5.192760934829712,14.950000724792481
+147,0.08037837885501908,4.861013612747192,16.85000078201294
+148,0.08108975683770529,5.05479398727417,17.15000087738037
+149,0.07938477942129461,5.266389122009278,15.150000667572021
+150,0.08101994035447516,5.318294296264648,15.900000858306885
+151,0.07688755069564028,5.275060663223266,15.800000686645507
+152,0.0773765243953321,5.069867887496948,15.300000610351562
+153,0.0759034060486933,5.432455539703369,14.600000801086425
+154,0.07202975333827298,4.793415966033936,17.050000915527345
+155,0.07044346566970755,4.849018440246582,16.150000648498533
+156,0.07592633639166994,5.336983652114868,14.600000705718994
+157,0.07228172061646856,5.440688571929932,15.300000743865967
+158,0.07225726263188734,5.317049245834351,15.850000743865968
+159,0.07497973222194648,5.689490337371826,14.05000062942505
+160,0.07258276087118358,5.250713472366333,15.850000629425049
+161,0.07084218240002306,4.779533557891845,16.900000801086424
+162,0.06992311157831331,5.022129802703858,16.250000953674316
+163,0.07230991824734502,5.1443715667724605,16.000000705718993
+164,0.06840230769863943,5.256359004974366,15.400000877380371
+165,0.06796903899166643,5.129912567138672,14.850000610351563
+166,0.0681009651502458,5.28703932762146,15.55000062942505
+167,0.06405956770588712,5.696886262893677,14.200000705718994
+168,0.07047067664381934,5.528635263442993,14.00000060081482
+169,0.06445296999157929,4.846258039474487,17.25000078201294
+170,0.06596861915980898,5.082552947998047,16.45000093460083
+171,0.06393948142848364,5.242701034545899,15.100000476837158
+172,0.0649597287723204,5.197084903717041,15.650000705718995
+173,0.06550296704943587,4.770954113006592,17.300000801086426
+174,0.06507706642150879,5.080352659225464,16.65000078201294
+175,0.06429336456263937,5.506046028137207,14.200000610351562
+176,0.06296017847773505,4.829639663696289,17.40000068664551
+177,0.06198516797001769,4.8783391666412355,17.050000696182252
+178,0.06822863848107617,5.546266145706177,13.650000648498535
+179,0.06520995206949187,5.179493446350097,15.200000457763672
+180,0.06081460570780242,5.47431282043457,14.450000591278076
+181,0.059440480227150566,5.153520994186401,16.250000858306883
+182,0.05966441760339388,5.145538673400879,16.050000839233398
+183,0.06129685235096187,4.969174585342407,16.450000896453858
+184,0.06250896213985072,4.93332594871521,17.05000078201294
+185,0.06157624948678947,4.999702339172363,15.900000686645507
+186,0.058871595143544966,5.0003919506073,17.250000991821288
+187,0.06257470342807653,5.308498601913453,15.500000810623169
+188,0.05684580599389425,5.00865571975708,15.900000953674317
+189,0.057768664799812366,5.418104009628296,14.300000476837159
+190,0.05750789166223712,4.998265104293823,16.25000082015991
+191,0.057475673080217546,5.141193809509278,15.350000476837158
+192,0.06035309203150796,5.545309057235718,13.700000553131103
+193,0.06052272921291793,4.9019905376434325,16.30000066757202
+194,0.055882071667328115,4.608207693099976,17.55000099182129
+195,0.058875168878130796,5.123920602798462,15.950000896453858
+196,0.05816958626595939,5.511521577835083,13.850000648498535
+197,0.05813697571071183,5.175565748214722,15.650000686645507
+198,0.06315389075657217,5.136092405319214,15.600000648498535
+199,0.05721249749384275,5.145091991424561,15.500000743865966