AbstractPhil's picture
Upload metrics.json with huggingface_hub
35ae93c verified
{
"config": {
"max_train_samples": 50000,
"max_val_samples": 2000,
"min_caption_length": 100,
"epochs": 10,
"batch_size": 64,
"lr_bank": 0.002,
"lr_output": 0.0005,
"lr_proj": 0.001,
"min_lr": 1e-06,
"weight_decay": 0.01,
"grad_clip": 1.0,
"warmup_steps": 200,
"modern_weight": 1.0,
"clip_vision_weight": 0.5,
"procrustes_weight": 0.3,
"cv_weight": 0.05,
"temperature": 0.07,
"modern_max_len": 4096,
"procrustes_n_samples": 300,
"checkpoint_dir": "/home/claude/memory_clip_checkpoints",
"tensorboard_dir": "/home/claude/memory_clip_tb",
"metrics_file": "/home/claude/memory_clip_checkpoints/metrics.json",
"log_every": 20,
"eval_every": 200,
"save_every_epoch": true,
"clip_model": "openai/clip-vit-large-patch14",
"clip_hidden": 768,
"clip_layers": 12,
"clip_max_tokens": 77,
"freeze_clip": true,
"n_memory_tokens": 8,
"bank_size": 64,
"anchor_dim": 768,
"n_bank_heads": 8,
"bank_cross_layers": 2,
"gate_type": "gru",
"extract_layers": [
1,
3,
5,
7,
9,
11
],
"layer_fusion": "learned",
"max_content_tokens": 18,
"segment_overlap": 4,
"max_segments": 32,
"teacher_model": "answerdotai/ModernBERT-large",
"teacher_hidden": 1024,
"teacher_max_len": 4096,
"cv_target": 0.2
},
"epochs": [
{
"epoch": 1,
"elapsed_s": 599.1945705413818,
"samples_per_s": 83.5254564386003,
"loss": 2.7775462684424026,
"modern_loss": 2.473198234577618,
"procrustes_loss": 0.9986502237789466,
"cv_loss": 0.09505903966191327,
"m_acc_top1": 0.6280770460358056,
"m_acc_top5": 0.8987372122762148,
"cv_raw": 0.18487221411642782,
"cv_std": 0.10915690472218587,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.085158248081841,
"global_step": 782,
"val_loss": 2.452759772539139,
"val_m_acc": 0.8349609375,
"val_m_acc5": 0.99755859375,
"val_cv": 0.18168623170580042,
"val_procrustes": 0.9984867461025715
},
{
"epoch": 2,
"elapsed_s": 619.0165276527405,
"samples_per_s": 80.85082992820544,
"loss": 2.4404150906121336,
"modern_loss": 2.136947101339355,
"procrustes_loss": 0.9984746459499955,
"cv_loss": 0.07851174245100193,
"m_acc_top1": 0.832281010230179,
"m_acc_top5": 0.9873921035805626,
"cv_raw": 0.162400983789896,
"cv_std": 0.08521743600077503,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.084918478260869,
"global_step": 1564,
"val_loss": 2.8157102912664413,
"val_m_acc": 0.533203125,
"val_m_acc5": 0.91259765625,
"val_cv": 0.1410334285993788,
"val_procrustes": 0.9988093227148056
},
{
"epoch": 3,
"elapsed_s": 616.8394064903259,
"samples_per_s": 81.13619115996752,
"loss": 2.398068383679061,
"modern_loss": 2.0928123637538434,
"procrustes_loss": 0.9984402968298138,
"cv_loss": 0.11447840823275049,
"m_acc_top1": 0.8505634590792839,
"m_acc_top5": 0.9947850063938619,
"cv_raw": 0.18921592069619064,
"cv_std": 0.13377978810929636,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.0827605498721224,
"global_step": 2346,
"val_loss": 2.3591009117662907,
"val_m_acc": 0.8681640625,
"val_m_acc5": 0.998046875,
"val_cv": 0.1728144717084715,
"val_procrustes": 0.9982980024069548
},
{
"epoch": 4,
"elapsed_s": 620.2167191505432,
"samples_per_s": 80.69437416738198,
"loss": 2.3502431357913003,
"modern_loss": 2.046008916157286,
"procrustes_loss": 0.9983885468881758,
"cv_loss": 0.09435276591869267,
"m_acc_top1": 0.8778372762148338,
"m_acc_top5": 0.9985613810741688,
"cv_raw": 0.1675365550365165,
"cv_std": 0.11000808415135577,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.083240089514066,
"global_step": 3128,
"val_loss": 2.348533060401678,
"val_m_acc": 0.8701171875,
"val_m_acc5": 0.99658203125,
"val_cv": 0.16932475729540514,
"val_procrustes": 0.9983379188925028
},
{
"epoch": 5,
"elapsed_s": 616.446302652359,
"samples_per_s": 81.18793118664263,
"loss": 2.3491768515323432,
"modern_loss": 2.0445211945897173,
"procrustes_loss": 0.9984113426921922,
"cv_loss": 0.10264485734312431,
"m_acc_top1": 0.8759990409207161,
"m_acc_top5": 0.9984015345268542,
"cv_raw": 0.17656270943284205,
"cv_std": 0.11827499575942277,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.083419916879795,
"global_step": 3910,
"val_loss": 2.360502865165472,
"val_m_acc": 0.8662109375,
"val_m_acc5": 0.99560546875,
"val_cv": 0.17915901734382006,
"val_procrustes": 0.9984875787049532
},
{
"epoch": 6,
"elapsed_s": 618.4387316703796,
"samples_per_s": 80.92636737809458,
"loss": 2.32415805387375,
"modern_loss": 2.0196976734854073,
"procrustes_loss": 0.9983654795857646,
"cv_loss": 0.0990145223410538,
"m_acc_top1": 0.8875079923273658,
"m_acc_top5": 0.9987811700767263,
"cv_raw": 0.17033756234653535,
"cv_std": 0.1155816592541323,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.08431905370844,
"global_step": 4692,
"val_loss": 2.325427930802107,
"val_m_acc": 0.888671875,
"val_m_acc5": 0.9990234375,
"val_cv": 0.2135126361719482,
"val_procrustes": 0.9982638042420149
},
{
"epoch": 7,
"elapsed_s": 618.8126754760742,
"samples_per_s": 80.877464188167,
"loss": 2.2602506979652075,
"modern_loss": 1.9560386305269988,
"procrustes_loss": 0.9982239929458979,
"cv_loss": 0.09489717718471041,
"m_acc_top1": 0.9170596227621484,
"m_acc_top5": 0.9995804028132992,
"cv_raw": 0.16635390311268144,
"cv_std": 0.10877872219606208,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.084558823529412,
"global_step": 5474,
"val_loss": 2.251955598592758,
"val_m_acc": 0.92431640625,
"val_m_acc5": 0.9990234375,
"val_cv": 0.1710404391280984,
"val_procrustes": 0.9982020109891891
},
{
"epoch": 8,
"elapsed_s": 619.9030342102051,
"samples_per_s": 80.7352073437812,
"loss": 2.219514003647563,
"modern_loss": 1.9155784506931939,
"procrustes_loss": 0.9982174615116071,
"cv_loss": 0.08940608156821155,
"m_acc_top1": 0.9319453324808185,
"m_acc_top5": 0.999880115089514,
"cv_raw": 0.15960483420451022,
"cv_std": 0.1005616485617874,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.084558823529412,
"global_step": 6256,
"val_loss": 2.2261718325316906,
"val_m_acc": 0.93505859375,
"val_m_acc5": 1.0,
"val_cv": 0.1625215930517054,
"val_procrustes": 0.9982004836201668
},
{
"epoch": 9,
"elapsed_s": 619.1898336410522,
"samples_per_s": 80.82820046592222,
"loss": 2.1924541167286047,
"modern_loss": 1.8888315090437984,
"procrustes_loss": 0.9982148299131857,
"cv_loss": 0.08316291317515209,
"m_acc_top1": 0.9407368925831202,
"m_acc_top5": 0.9998601342710998,
"cv_raw": 0.16143089923703655,
"cv_std": 0.09537338791842148,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.084199168797954,
"global_step": 7038,
"val_loss": 2.21258882060647,
"val_m_acc": 0.93798828125,
"val_m_acc5": 1.0,
"val_cv": 0.15556213816273196,
"val_procrustes": 0.9982238635420799
},
{
"epoch": 10,
"elapsed_s": 618.9397509098053,
"samples_per_s": 80.86085911663027,
"loss": 2.1780137561471262,
"modern_loss": 1.8744837560921983,
"procrustes_loss": 0.9982196407397385,
"cv_loss": 0.08128187759205356,
"m_acc_top1": 0.9445132672634271,
"m_acc_top5": 0.9998201726342711,
"cv_raw": 0.1620949171672192,
"cv_std": 0.09377905079160329,
"cv_n_valid_pct": 0.7851662404092071,
"n_segments_avg": 7.0825207800511505,
"global_step": 7820,
"val_loss": 2.205965828150511,
"val_m_acc": 0.94384765625,
"val_m_acc5": 1.0,
"val_cv": 0.16014005103638645,
"val_procrustes": 0.9982268307358027
}
],
"steps": [
{
"step": 20,
"epoch": 1,
"loss": 4.414820957183838,
"m_acc": 0.0296875,
"m_acc5": 0.15234375,
"cv_raw": 0.5098800002278848
},
{
"step": 40,
"epoch": 1,
"loss": 4.2157674610614775,
"m_acc": 0.057421875,
"m_acc5": 0.238671875,
"cv_raw": 0.4449364733448095
},
{
"step": 60,
"epoch": 1,
"loss": 4.016212912400563,
"m_acc": 0.07630208333333334,
"m_acc5": 0.30833333333333335,
"cv_raw": 0.3744757547466653
},
{
"step": 80,
"epoch": 1,
"loss": 3.888895282149315,
"m_acc": 0.0962890625,
"m_acc5": 0.36015625,
"cv_raw": 0.3273297635607667
},
{
"step": 100,
"epoch": 1,
"loss": 3.7795197057723997,
"m_acc": 0.115625,
"m_acc5": 0.414375,
"cv_raw": 0.29610871065701777
},
{
"step": 120,
"epoch": 1,
"loss": 3.687874603271484,
"m_acc": 0.13450520833333332,
"m_acc5": 0.4647135416666667,
"cv_raw": 0.27599088449695797
},
{
"step": 140,
"epoch": 1,
"loss": 3.5999554634094237,
"m_acc": 0.165625,
"m_acc5": 0.5183035714285714,
"cv_raw": 0.2614911524423532
},
{
"step": 160,
"epoch": 1,
"loss": 3.524796876311302,
"m_acc": 0.19765625,
"m_acc5": 0.56318359375,
"cv_raw": 0.24914677159870235
},
{
"step": 180,
"epoch": 1,
"loss": 3.453968630896674,
"m_acc": 0.22786458333333334,
"m_acc5": 0.6043402777777778,
"cv_raw": 0.24054360153547955
},
{
"step": 200,
"epoch": 1,
"loss": 3.3909282159805296,
"m_acc": 0.261875,
"m_acc5": 0.6390625,
"cv_raw": 0.23345572458726455
},
{
"step": 220,
"epoch": 1,
"loss": 3.33550339828838,
"m_acc": 0.2935369318181818,
"m_acc5": 0.669247159090909,
"cv_raw": 0.2274117359275548
},
{
"step": 240,
"epoch": 1,
"loss": 3.2850212434927624,
"m_acc": 0.323046875,
"m_acc5": 0.6947916666666667,
"cv_raw": 0.22236314064131968
},
{
"step": 260,
"epoch": 1,
"loss": 3.2378804188508252,
"m_acc": 0.34951923076923075,
"m_acc5": 0.71640625,
"cv_raw": 0.21809198242357714
},
{
"step": 280,
"epoch": 1,
"loss": 3.196449361528669,
"m_acc": 0.37550223214285716,
"m_acc5": 0.7356584821428571,
"cv_raw": 0.21465834137830453
},
{
"step": 300,
"epoch": 1,
"loss": 3.1599258097012837,
"m_acc": 0.39776041666666667,
"m_acc5": 0.7526041666666666,
"cv_raw": 0.21154339963665852
},
{
"step": 320,
"epoch": 1,
"loss": 3.1285704731941224,
"m_acc": 0.416064453125,
"m_acc5": 0.7669921875,
"cv_raw": 0.20849843650923341
},
{
"step": 340,
"epoch": 1,
"loss": 3.1081122868201314,
"m_acc": 0.42761948529411764,
"m_acc5": 0.7758731617647059,
"cv_raw": 0.20657681462846447
},
{
"step": 360,
"epoch": 1,
"loss": 3.085981889565786,
"m_acc": 0.4388888888888889,
"m_acc5": 0.7865885416666667,
"cv_raw": 0.20436673421436527
},
{
"step": 380,
"epoch": 1,
"loss": 3.063224722837147,
"m_acc": 0.4518092105263158,
"m_acc5": 0.7971217105263158,
"cv_raw": 0.20286432573751018
},
{
"step": 400,
"epoch": 1,
"loss": 3.0415326076745988,
"m_acc": 0.465390625,
"m_acc5": 0.8065234375,
"cv_raw": 0.2008689913459615
},
{
"step": 420,
"epoch": 1,
"loss": 3.0198634113584246,
"m_acc": 0.4779761904761905,
"m_acc5": 0.8151785714285714,
"cv_raw": 0.19910486905794922
},
{
"step": 440,
"epoch": 1,
"loss": 3.001012011007829,
"m_acc": 0.49044744318181815,
"m_acc5": 0.8232244318181818,
"cv_raw": 0.1979987617596787
},
{
"step": 460,
"epoch": 1,
"loss": 2.9820958971977234,
"m_acc": 0.5026834239130434,
"m_acc5": 0.8306046195652174,
"cv_raw": 0.19656055640583422
},
{
"step": 480,
"epoch": 1,
"loss": 2.964488303164641,
"m_acc": 0.5136067708333333,
"m_acc5": 0.8374348958333333,
"cv_raw": 0.19549778036575025
},
{
"step": 500,
"epoch": 1,
"loss": 2.947206425189972,
"m_acc": 0.524125,
"m_acc5": 0.84375,
"cv_raw": 0.19428559042014018
},
{
"step": 520,
"epoch": 1,
"loss": 2.9316317182320817,
"m_acc": 0.5338341346153846,
"m_acc5": 0.8494290865384615,
"cv_raw": 0.19305899916403058
},
{
"step": 540,
"epoch": 1,
"loss": 2.9161438010357044,
"m_acc": 0.5430555555555555,
"m_acc5": 0.854832175925926,
"cv_raw": 0.1921153684857305
},
{
"step": 560,
"epoch": 1,
"loss": 2.9006982083831514,
"m_acc": 0.5524832589285714,
"m_acc5": 0.8598772321428572,
"cv_raw": 0.191423596739269
},
{
"step": 580,
"epoch": 1,
"loss": 2.886485285183479,
"m_acc": 0.5609644396551724,
"m_acc5": 0.8645474137931034,
"cv_raw": 0.19083218692551185
},
{
"step": 600,
"epoch": 1,
"loss": 2.8730152424176536,
"m_acc": 0.5690885416666667,
"m_acc5": 0.8689322916666666,
"cv_raw": 0.19022585861432584
},
{
"step": 620,
"epoch": 1,
"loss": 2.860389001523295,
"m_acc": 0.5769405241935484,
"m_acc5": 0.8730342741935484,
"cv_raw": 0.18943412477454935
},
{
"step": 640,
"epoch": 1,
"loss": 2.8481907323002815,
"m_acc": 0.5844482421875,
"m_acc5": 0.8768798828125,
"cv_raw": 0.18868829183789787
},
{
"step": 660,
"epoch": 1,
"loss": 2.8371037996176516,
"m_acc": 0.5911931818181818,
"m_acc5": 0.8805160984848485,
"cv_raw": 0.18817370637928194
},
{
"step": 680,
"epoch": 1,
"loss": 2.8258931461502526,
"m_acc": 0.5982996323529411,
"m_acc5": 0.8838924632352941,
"cv_raw": 0.18778274637800166
},
{
"step": 700,
"epoch": 1,
"loss": 2.816218409197671,
"m_acc": 0.6047098214285714,
"m_acc5": 0.8871875,
"cv_raw": 0.18710529083458863
},
{
"step": 720,
"epoch": 1,
"loss": 2.8064424988296297,
"m_acc": 0.6107421875,
"m_acc5": 0.8902994791666666,
"cv_raw": 0.18653921010339983
},
{
"step": 740,
"epoch": 1,
"loss": 2.7976455804463978,
"m_acc": 0.6164907094594595,
"m_acc5": 0.8932010135135136,
"cv_raw": 0.18597903253191467
},
{
"step": 760,
"epoch": 1,
"loss": 2.788754847802614,
"m_acc": 0.6219366776315789,
"m_acc5": 0.8959087171052632,
"cv_raw": 0.18543790741382843
},
{
"step": 780,
"epoch": 1,
"loss": 2.7798073426271097,
"m_acc": 0.6274238782051282,
"m_acc5": 0.8984775641025641,
"cv_raw": 0.18491273532619792
},
{
"step": 800,
"epoch": 2,
"loss": 2.4379028346803455,
"m_acc": 0.8368055555555556,
"m_acc5": 0.9947916666666666,
"cv_raw": 0.17291960832311906
},
{
"step": 820,
"epoch": 2,
"loss": 2.4398211303510164,
"m_acc": 0.8404605263157895,
"m_acc5": 0.9967105263157895,
"cv_raw": 0.17848695091860842
},
{
"step": 840,
"epoch": 2,
"loss": 2.4445084744486314,
"m_acc": 0.8386314655172413,
"m_acc5": 0.9964978448275862,
"cv_raw": 0.17056297333313797
},
{
"step": 860,
"epoch": 2,
"loss": 2.4463078394914284,
"m_acc": 0.8379407051282052,
"m_acc5": 0.9969951923076923,
"cv_raw": 0.16817195581186978
},
{
"step": 880,
"epoch": 2,
"loss": 2.445670553616115,
"m_acc": 0.8396045918367347,
"m_acc5": 0.9969706632653061,
"cv_raw": 0.16859695028819224
},
{
"step": 900,
"epoch": 2,
"loss": 2.444953688120438,
"m_acc": 0.8417637711864406,
"m_acc5": 0.9974841101694916,
"cv_raw": 0.16881592737857282
},
{
"step": 920,
"epoch": 2,
"loss": 2.4393344772034795,
"m_acc": 0.841598731884058,
"m_acc5": 0.9975090579710145,
"cv_raw": 0.16875383602747973
},
{
"step": 940,
"epoch": 2,
"loss": 2.436597881437857,
"m_acc": 0.8438488924050633,
"m_acc5": 0.997626582278481,
"cv_raw": 0.16821797488943876
},
{
"step": 960,
"epoch": 2,
"loss": 2.433320816982998,
"m_acc": 0.844627808988764,
"m_acc5": 0.9975421348314607,
"cv_raw": 0.16782123107732538
},
{
"step": 980,
"epoch": 2,
"loss": 2.428475003049831,
"m_acc": 0.8444602272727273,
"m_acc5": 0.9976325757575758,
"cv_raw": 0.1676779353383596
},
{
"step": 1000,
"epoch": 2,
"loss": 2.4265699485026366,
"m_acc": 0.8443950688073395,
"m_acc5": 0.9974913990825688,
"cv_raw": 0.16723833560408247
},
{
"step": 1020,
"epoch": 2,
"loss": 2.4278300269311215,
"m_acc": 0.8448660714285714,
"m_acc5": 0.9974396008403361,
"cv_raw": 0.1670905461186419
},
{
"step": 1040,
"epoch": 2,
"loss": 2.4274991759958193,
"m_acc": 0.8444161821705426,
"m_acc5": 0.9975169573643411,
"cv_raw": 0.16720394175154477
},
{
"step": 1060,
"epoch": 2,
"loss": 2.425127670919295,
"m_acc": 0.8446492805755396,
"m_acc5": 0.9975831834532374,
"cv_raw": 0.16688635257680293
},
{
"step": 1080,
"epoch": 2,
"loss": 2.424420071928293,
"m_acc": 0.8453754194630873,
"m_acc5": 0.9976929530201343,
"cv_raw": 0.16708734456306035
},
{
"step": 1100,
"epoch": 2,
"loss": 2.423435335639138,
"m_acc": 0.8454697327044025,
"m_acc5": 0.9977889150943396,
"cv_raw": 0.1670019839722886
},
{
"step": 1120,
"epoch": 2,
"loss": 2.422676660605436,
"m_acc": 0.8461076183431953,
"m_acc5": 0.9978272928994083,
"cv_raw": 0.16732139659144213
},
{
"step": 1140,
"epoch": 2,
"loss": 2.42083611368467,
"m_acc": 0.8470670391061452,
"m_acc5": 0.9978613826815642,
"cv_raw": 0.16741900001469026
},
{
"step": 1160,
"epoch": 2,
"loss": 2.4192606620687656,
"m_acc": 0.8475115740740741,
"m_acc5": 0.9978505291005291,
"cv_raw": 0.1672621714967991
},
{
"step": 1180,
"epoch": 2,
"loss": 2.417902297111013,
"m_acc": 0.8483825376884422,
"m_acc5": 0.9979585427135679,
"cv_raw": 0.16711399101958874
},
{
"step": 1200,
"epoch": 2,
"loss": 2.416381061932687,
"m_acc": 0.8502915669856459,
"m_acc5": 0.9980188397129187,
"cv_raw": 0.16711840127151525
},
{
"step": 1220,
"epoch": 2,
"loss": 2.41642534896119,
"m_acc": 0.8502782534246576,
"m_acc5": 0.998109303652968,
"cv_raw": 0.16749160370145635
},
{
"step": 1240,
"epoch": 2,
"loss": 2.4149856114491626,
"m_acc": 0.85139192139738,
"m_acc5": 0.998157751091703,
"cv_raw": 0.1672684037767827
},
{
"step": 1260,
"epoch": 2,
"loss": 2.4141618247810266,
"m_acc": 0.8522816422594143,
"m_acc5": 0.9982348326359832,
"cv_raw": 0.16735574454007043
},
{
"step": 1280,
"epoch": 2,
"loss": 2.412974416491497,
"m_acc": 0.8532254016064257,
"m_acc5": 0.9981802208835341,
"cv_raw": 0.16765249240864685
},
{
"step": 1300,
"epoch": 2,
"loss": 2.4112199231924696,
"m_acc": 0.8539152992277992,
"m_acc5": 0.9982203185328186,
"cv_raw": 0.16769975307334176
},
{
"step": 1320,
"epoch": 2,
"loss": 2.4105799450750243,
"m_acc": 0.8542925185873605,
"m_acc5": 0.9981412639405205,
"cv_raw": 0.16777652932834553
},
{
"step": 1340,
"epoch": 2,
"loss": 2.4095604723072395,
"m_acc": 0.8546426971326165,
"m_acc5": 0.9981238799283154,
"cv_raw": 0.16821234520182185
},
{
"step": 1360,
"epoch": 2,
"loss": 2.409176720054917,
"m_acc": 0.854617214532872,
"m_acc5": 0.9980806660899654,
"cv_raw": 0.16800644248574587
},
{
"step": 1380,
"epoch": 2,
"loss": 2.4084293559243446,
"m_acc": 0.8546195652173914,
"m_acc5": 0.99811872909699,
"cv_raw": 0.16792274902967275
},
{
"step": 1400,
"epoch": 2,
"loss": 2.4070123225739857,
"m_acc": 0.8552285598705501,
"m_acc5": 0.9981796116504854,
"cv_raw": 0.1681789367102507
},
{
"step": 1420,
"epoch": 2,
"loss": 2.406269640384423,
"m_acc": 0.8557259012539185,
"m_acc5": 0.9982366771159875,
"cv_raw": 0.16794519146358677
},
{
"step": 1440,
"epoch": 2,
"loss": 2.4056055911768532,
"m_acc": 0.8556705927051672,
"m_acc5": 0.9982427811550152,
"cv_raw": 0.16811023898732563
},
{
"step": 1460,
"epoch": 2,
"loss": 2.405267633871343,
"m_acc": 0.8558029129793511,
"m_acc5": 0.9982715707964602,
"cv_raw": 0.16768979350839605
},
{
"step": 1480,
"epoch": 2,
"loss": 2.4054656213197463,
"m_acc": 0.8557037965616046,
"m_acc5": 0.9982091690544412,
"cv_raw": 0.16814547932414203
},
{
"step": 1500,
"epoch": 2,
"loss": 2.405683763844057,
"m_acc": 0.8557625348189415,
"m_acc5": 0.9981284818941504,
"cv_raw": 0.16813136538377058
},
{
"step": 1520,
"epoch": 2,
"loss": 2.410884091847634,
"m_acc": 0.8524517276422764,
"m_acc5": 0.9962525406504065,
"cv_raw": 0.16858984729377177
},
{
"step": 1540,
"epoch": 2,
"loss": 2.4253661733189484,
"m_acc": 0.8430903693931399,
"m_acc5": 0.9914866424802111,
"cv_raw": 0.16535470519200143
},
{
"step": 1560,
"epoch": 2,
"loss": 2.440116959549774,
"m_acc": 0.8332663881748072,
"m_acc5": 0.9875080334190232,
"cv_raw": 0.16254534539663917
},
{
"step": 1580,
"epoch": 3,
"loss": 2.7957315295934677,
"m_acc": 0.5751953125,
"m_acc5": 0.9267578125,
"cv_raw": 0.1924262654724141
},
{
"step": 1600,
"epoch": 3,
"loss": 2.7281445132361517,
"m_acc": 0.6427951388888888,
"m_acc5": 0.9496527777777778,
"cv_raw": 0.18856006855828103
},
{
"step": 1620,
"epoch": 3,
"loss": 2.74263140133449,
"m_acc": 0.6411830357142857,
"m_acc5": 0.9525669642857143,
"cv_raw": 0.2616207007723449
},
{
"step": 1640,
"epoch": 3,
"loss": 2.6982391570743762,
"m_acc": 0.6675575657894737,
"m_acc5": 0.9609375,
"cv_raw": 0.28464833517961874
},
{
"step": 1660,
"epoch": 3,
"loss": 2.6555119728048644,
"m_acc": 0.69384765625,
"m_acc5": 0.966796875,
"cv_raw": 0.30005864068330285
},
{
"step": 1680,
"epoch": 3,
"loss": 2.6227523458415063,
"m_acc": 0.7133620689655172,
"m_acc5": 0.9713092672413793,
"cv_raw": 0.2875661955639991
},
{
"step": 1700,
"epoch": 3,
"loss": 2.5955284956623528,
"m_acc": 0.7302389705882353,
"m_acc5": 0.9751838235294118,
"cv_raw": 0.2698302289507024
},
{
"step": 1720,
"epoch": 3,
"loss": 2.5707352742170677,
"m_acc": 0.7449919871794872,
"m_acc5": 0.9781650641025641,
"cv_raw": 0.2594608928053803
},
{
"step": 1740,
"epoch": 3,
"loss": 2.5490489331158726,
"m_acc": 0.7560369318181818,
"m_acc5": 0.9805575284090909,
"cv_raw": 0.2508588501972196
},
{
"step": 1760,
"epoch": 3,
"loss": 2.5330885040516757,
"m_acc": 0.7663424744897959,
"m_acc5": 0.9824617346938775,
"cv_raw": 0.2416691751771837
},
{
"step": 1780,
"epoch": 3,
"loss": 2.5190690722730427,
"m_acc": 0.7749565972222222,
"m_acc5": 0.9838686342592593,
"cv_raw": 0.23727146930088927
},
{
"step": 1800,
"epoch": 3,
"loss": 2.5061904434430398,
"m_acc": 0.7822431144067796,
"m_acc5": 0.9852356991525424,
"cv_raw": 0.23115719373584218
},
{
"step": 1820,
"epoch": 3,
"loss": 2.496029382571578,
"m_acc": 0.78936767578125,
"m_acc5": 0.986328125,
"cv_raw": 0.22587695722111228
},
{
"step": 1840,
"epoch": 3,
"loss": 2.487492671911267,
"m_acc": 0.794327445652174,
"m_acc5": 0.9871490036231884,
"cv_raw": 0.22128866411406725
},
{
"step": 1860,
"epoch": 3,
"loss": 2.482123133298513,
"m_acc": 0.7998838682432432,
"m_acc5": 0.9878589527027027,
"cv_raw": 0.21721328468135162
},
{
"step": 1880,
"epoch": 3,
"loss": 2.476438257513167,
"m_acc": 0.8041435917721519,
"m_acc5": 0.9886273734177216,
"cv_raw": 0.21432395825228992
},
{
"step": 1900,
"epoch": 3,
"loss": 2.470557892606372,
"m_acc": 0.8082217261904762,
"m_acc5": 0.9892578125,
"cv_raw": 0.21188867506596473
},
{
"step": 1920,
"epoch": 3,
"loss": 2.4655769052130454,
"m_acc": 0.811622191011236,
"m_acc5": 0.9898613061797753,
"cv_raw": 0.21461339447660047
},
{
"step": 1940,
"epoch": 3,
"loss": 2.460572689771652,
"m_acc": 0.8144946808510638,
"m_acc5": 0.9903174867021277,
"cv_raw": 0.21174466763548236
},
{
"step": 1960,
"epoch": 3,
"loss": 2.4562412121079187,
"m_acc": 0.8168402777777778,
"m_acc5": 0.9906881313131313,
"cv_raw": 0.20793718731571675
},
{
"step": 1980,
"epoch": 3,
"loss": 2.4515627656991663,
"m_acc": 0.8194486177884616,
"m_acc5": 0.9910982572115384,
"cv_raw": 0.20598379108844078
},
{
"step": 2000,
"epoch": 3,
"loss": 2.4466102773990106,
"m_acc": 0.8221401949541285,
"m_acc5": 0.9914349197247706,
"cv_raw": 0.20443144312343392
},
{
"step": 2020,
"epoch": 3,
"loss": 2.443280579750998,
"m_acc": 0.8246299342105263,
"m_acc5": 0.9918105811403509,
"cv_raw": 0.2033897210494364
},
{
"step": 2040,
"epoch": 3,
"loss": 2.4391807032232524,
"m_acc": 0.8270417542016807,
"m_acc5": 0.9921546743697479,
"cv_raw": 0.20154393802812046
},
{
"step": 2060,
"epoch": 3,
"loss": 2.435791099263776,
"m_acc": 0.829133064516129,
"m_acc5": 0.9924080141129032,
"cv_raw": 0.20022365097696254
},
{
"step": 2080,
"epoch": 3,
"loss": 2.4317323741062666,
"m_acc": 0.8314559108527132,
"m_acc5": 0.9927022771317829,
"cv_raw": 0.19898912906725877
},
{
"step": 2100,
"epoch": 3,
"loss": 2.4291312645620375,
"m_acc": 0.8335762593283582,
"m_acc5": 0.9928579757462687,
"cv_raw": 0.19806733235779098
},
{
"step": 2120,
"epoch": 3,
"loss": 2.4261605250749656,
"m_acc": 0.8349539118705036,
"m_acc5": 0.9930867805755396,
"cv_raw": 0.19655241560506378
},
{
"step": 2140,
"epoch": 3,
"loss": 2.4234654928247132,
"m_acc": 0.8368869357638888,
"m_acc5": 0.9932996961805556,
"cv_raw": 0.19564854363558892
},
{
"step": 2160,
"epoch": 3,
"loss": 2.420347940201727,
"m_acc": 0.8387688758389261,
"m_acc5": 0.9934458892617449,
"cv_raw": 0.19476499065632535
},
{
"step": 2180,
"epoch": 3,
"loss": 2.417789968190255,
"m_acc": 0.8404525162337663,
"m_acc5": 0.9936079545454546,
"cv_raw": 0.19409294238729002
},
{
"step": 2200,
"epoch": 3,
"loss": 2.415658193939137,
"m_acc": 0.8416371855345912,
"m_acc5": 0.9937843946540881,
"cv_raw": 0.19356497910390047
},
{
"step": 2220,
"epoch": 3,
"loss": 2.4128963358518556,
"m_acc": 0.8429401676829268,
"m_acc5": 0.9939262576219512,
"cv_raw": 0.19227612303499475
},
{
"step": 2240,
"epoch": 3,
"loss": 2.410520903104861,
"m_acc": 0.8441198224852071,
"m_acc5": 0.9940828402366864,
"cv_raw": 0.19146621976260805
},
{
"step": 2260,
"epoch": 3,
"loss": 2.4082133060899276,
"m_acc": 0.845703125,
"m_acc5": 0.9942304238505747,
"cv_raw": 0.19159414313229328
},
{
"step": 2280,
"epoch": 3,
"loss": 2.405378753579529,
"m_acc": 0.847045216480447,
"m_acc5": 0.9943915851955307,
"cv_raw": 0.19069085459130003
},
{
"step": 2300,
"epoch": 3,
"loss": 2.4038768044632413,
"m_acc": 0.8482931385869565,
"m_acc5": 0.994522758152174,
"cv_raw": 0.1899857580564694
},
{
"step": 2320,
"epoch": 3,
"loss": 2.4015317865149686,
"m_acc": 0.8492270171957672,
"m_acc5": 0.9946469907407407,
"cv_raw": 0.1897643717511258
},
{
"step": 2340,
"epoch": 3,
"loss": 2.3999754079838387,
"m_acc": 0.8500322164948454,
"m_acc5": 0.9947446842783505,
"cv_raw": 0.18935211691958478
},
{
"step": 2360,
"epoch": 4,
"loss": 2.336080483027867,
"m_acc": 0.8839285714285714,
"m_acc5": 1.0,
"cv_raw": 0.1684768756213379
},
{
"step": 2380,
"epoch": 4,
"loss": 2.3965084693011116,
"m_acc": 0.8635110294117647,
"m_acc5": 0.9963235294117647,
"cv_raw": 0.17062499292176087
},
{
"step": 2400,
"epoch": 4,
"loss": 2.3884869902222245,
"m_acc": 0.8590856481481481,
"m_acc5": 0.9971064814814815,
"cv_raw": 0.17607067425562573
},
{
"step": 2420,
"epoch": 4,
"loss": 2.3768521096255326,
"m_acc": 0.8610641891891891,
"m_acc5": 0.9978885135135135,
"cv_raw": 0.17474849381352034
},
{
"step": 2440,
"epoch": 4,
"loss": 2.368288724980456,
"m_acc": 0.8681848404255319,
"m_acc5": 0.9981715425531915,
"cv_raw": 0.17161441114326642
},
{
"step": 2460,
"epoch": 4,
"loss": 2.3653557216911985,
"m_acc": 0.8712993421052632,
"m_acc5": 0.9983552631578947,
"cv_raw": 0.1731778602197107
},
{
"step": 2480,
"epoch": 4,
"loss": 2.3665533581776406,
"m_acc": 0.8726679104477612,
"m_acc5": 0.9981343283582089,
"cv_raw": 0.1711432461262019
},
{
"step": 2500,
"epoch": 4,
"loss": 2.361067860157459,
"m_acc": 0.8757102272727273,
"m_acc5": 0.9980722402597403,
"cv_raw": 0.17009922720400522
},
{
"step": 2520,
"epoch": 4,
"loss": 2.3575773472073434,
"m_acc": 0.8778735632183908,
"m_acc5": 0.9982040229885057,
"cv_raw": 0.16968289694831937
},
{
"step": 2540,
"epoch": 4,
"loss": 2.3561500777903293,
"m_acc": 0.8796713917525774,
"m_acc5": 0.998389175257732,
"cv_raw": 0.17020691648471667
},
{
"step": 2560,
"epoch": 4,
"loss": 2.356332351114148,
"m_acc": 0.8813522196261683,
"m_acc5": 0.9985397196261683,
"cv_raw": 0.16839630131575467
},
{
"step": 2580,
"epoch": 4,
"loss": 2.3555368500897007,
"m_acc": 0.8816773504273504,
"m_acc5": 0.9985309829059829,
"cv_raw": 0.16843458368418787
},
{
"step": 2600,
"epoch": 4,
"loss": 2.3529978953008577,
"m_acc": 0.8815206692913385,
"m_acc5": 0.9985236220472441,
"cv_raw": 0.16829057010630036
},
{
"step": 2620,
"epoch": 4,
"loss": 2.3514837139714375,
"m_acc": 0.8833257299270073,
"m_acc5": 0.9985743613138686,
"cv_raw": 0.169679008894699
},
{
"step": 2640,
"epoch": 4,
"loss": 2.3508950674614937,
"m_acc": 0.8827593537414966,
"m_acc5": 0.9984587585034014,
"cv_raw": 0.17351778116689154
},
{
"step": 2660,
"epoch": 4,
"loss": 2.3494662752576696,
"m_acc": 0.8830115445859873,
"m_acc5": 0.9985071656050956,
"cv_raw": 0.1734350860888435
},
{
"step": 2680,
"epoch": 4,
"loss": 2.350280498316188,
"m_acc": 0.8827189371257484,
"m_acc5": 0.9985497754491018,
"cv_raw": 0.17238607460386193
},
{
"step": 2700,
"epoch": 4,
"loss": 2.3566854094381386,
"m_acc": 0.8792814265536724,
"m_acc5": 0.998190324858757,
"cv_raw": 0.17283420042068753
},
{
"step": 2720,
"epoch": 4,
"loss": 2.3610655987326474,
"m_acc": 0.8767964572192514,
"m_acc5": 0.9980782085561497,
"cv_raw": 0.1727530220327818
},
{
"step": 2740,
"epoch": 4,
"loss": 2.364618058132036,
"m_acc": 0.8746430837563451,
"m_acc5": 0.9979378172588832,
"cv_raw": 0.17204208246867111
},
{
"step": 2760,
"epoch": 4,
"loss": 2.3646835779798203,
"m_acc": 0.8744338768115942,
"m_acc5": 0.9979996980676329,
"cv_raw": 0.17149759173175189
},
{
"step": 2780,
"epoch": 4,
"loss": 2.3630026238305226,
"m_acc": 0.8740999423963134,
"m_acc5": 0.9980918778801844,
"cv_raw": 0.17132897673194467
},
{
"step": 2800,
"epoch": 4,
"loss": 2.3616554563791214,
"m_acc": 0.8743116740088106,
"m_acc5": 0.998175936123348,
"cv_raw": 0.17077790254845884
},
{
"step": 2820,
"epoch": 4,
"loss": 2.3619621529357846,
"m_acc": 0.8742088607594937,
"m_acc5": 0.9982529008438819,
"cv_raw": 0.17003650955080063
},
{
"step": 2840,
"epoch": 4,
"loss": 2.3620528610129106,
"m_acc": 0.8744939271255061,
"m_acc5": 0.998292004048583,
"cv_raw": 0.1697826619226715
},
{
"step": 2860,
"epoch": 4,
"loss": 2.3609683638880687,
"m_acc": 0.874483219844358,
"m_acc5": 0.9982976653696498,
"cv_raw": 0.16960075795861188
},
{
"step": 2880,
"epoch": 4,
"loss": 2.36136489369896,
"m_acc": 0.8746488764044944,
"m_acc5": 0.9983321629213483,
"cv_raw": 0.16914535714202134
},
{
"step": 2900,
"epoch": 4,
"loss": 2.360504752462091,
"m_acc": 0.874576940433213,
"m_acc5": 0.9983359657039711,
"cv_raw": 0.1687918198608884
},
{
"step": 2920,
"epoch": 4,
"loss": 2.360138985338111,
"m_acc": 0.8747822299651568,
"m_acc5": 0.9983395034843205,
"cv_raw": 0.1681567853654172
},
{
"step": 2940,
"epoch": 4,
"loss": 2.3590809476094616,
"m_acc": 0.875368265993266,
"m_acc5": 0.9983691077441077,
"cv_raw": 0.16800117736714154
},
{
"step": 2960,
"epoch": 4,
"loss": 2.3582133986662575,
"m_acc": 0.8763232899022801,
"m_acc5": 0.9983967833876222,
"cv_raw": 0.16801549373112554
},
{
"step": 2980,
"epoch": 4,
"loss": 2.3577292608537883,
"m_acc": 0.8762322555205048,
"m_acc5": 0.998422712933754,
"cv_raw": 0.16764644109967725
},
{
"step": 3000,
"epoch": 4,
"loss": 2.356376229440765,
"m_acc": 0.876457377675841,
"m_acc5": 0.9984470565749235,
"cv_raw": 0.1673356257519125
},
{
"step": 3020,
"epoch": 4,
"loss": 2.356002740760939,
"m_acc": 0.8762982195845698,
"m_acc5": 0.9984235905044511,
"cv_raw": 0.16758401364167277
},
{
"step": 3040,
"epoch": 4,
"loss": 2.355010799784482,
"m_acc": 0.8767786383285303,
"m_acc5": 0.9984239913544669,
"cv_raw": 0.16753347506132735
},
{
"step": 3060,
"epoch": 4,
"loss": 2.3545597314166757,
"m_acc": 0.8773196778711485,
"m_acc5": 0.9984462535014006,
"cv_raw": 0.16746028623059114
},
{
"step": 3080,
"epoch": 4,
"loss": 2.352988177814016,
"m_acc": 0.8779802452316077,
"m_acc5": 0.9984885899182562,
"cv_raw": 0.16752176191240603
},
{
"step": 3100,
"epoch": 4,
"loss": 2.3520505567444414,
"m_acc": 0.8776732427055703,
"m_acc5": 0.9985286803713528,
"cv_raw": 0.1673693450169518
},
{
"step": 3120,
"epoch": 4,
"loss": 2.351844657915199,
"m_acc": 0.8774022932816538,
"m_acc5": 0.998546511627907,
"cv_raw": 0.16746594564264958
},
{
"step": 3140,
"epoch": 5,
"loss": 2.353297750155131,
"m_acc": 0.875,
"m_acc5": 0.9973958333333334,
"cv_raw": 0.15916049925937004
},
{
"step": 3160,
"epoch": 5,
"loss": 2.3453212082386017,
"m_acc": 0.8818359375,
"m_acc5": 0.998046875,
"cv_raw": 0.16245830818813245
},
{
"step": 3180,
"epoch": 5,
"loss": 2.334449107830341,
"m_acc": 0.8843149038461539,
"m_acc5": 0.9984975961538461,
"cv_raw": 0.1627481385952949
},
{
"step": 3200,
"epoch": 5,
"loss": 2.3340993258688183,
"m_acc": 0.8888888888888888,
"m_acc5": 0.9984809027777778,
"cv_raw": 0.16174072255790753
},
{
"step": 3220,
"epoch": 5,
"loss": 2.330064216385717,
"m_acc": 0.889266304347826,
"m_acc5": 0.9979619565217391,
"cv_raw": 0.1619625914174161
},
{
"step": 3240,
"epoch": 5,
"loss": 2.329834997653961,
"m_acc": 0.8876953125,
"m_acc5": 0.9981863839285714,
"cv_raw": 0.16359372549955656
},
{
"step": 3260,
"epoch": 5,
"loss": 2.3330965114362314,
"m_acc": 0.88671875,
"m_acc5": 0.9979876893939394,
"cv_raw": 0.16474826123996833
},
{
"step": 3280,
"epoch": 5,
"loss": 2.3357134806482414,
"m_acc": 0.8848684210526315,
"m_acc5": 0.9979440789473685,
"cv_raw": 0.1710711494107963
},
{
"step": 3300,
"epoch": 5,
"loss": 2.3381034745726477,
"m_acc": 0.8856286337209303,
"m_acc5": 0.9980922965116279,
"cv_raw": 0.17721620421812273
},
{
"step": 3320,
"epoch": 5,
"loss": 2.339098227520784,
"m_acc": 0.885009765625,
"m_acc5": 0.9982096354166666,
"cv_raw": 0.18400699048156396
},
{
"step": 3340,
"epoch": 5,
"loss": 2.341137961396631,
"m_acc": 0.8829599056603774,
"m_acc5": 0.9982311320754716,
"cv_raw": 0.19621847849635463
},
{
"step": 3360,
"epoch": 5,
"loss": 2.3438054652049622,
"m_acc": 0.8816675646551724,
"m_acc5": 0.9983162715517241,
"cv_raw": 0.20129252516781163
},
{
"step": 3380,
"epoch": 5,
"loss": 2.3431360087697466,
"m_acc": 0.8805183531746031,
"m_acc5": 0.9982638888888888,
"cv_raw": 0.20121147345424226
},
{
"step": 3400,
"epoch": 5,
"loss": 2.3437546921126984,
"m_acc": 0.8795381433823529,
"m_acc5": 0.9982766544117647,
"cv_raw": 0.19865516120787222
},
{
"step": 3420,
"epoch": 5,
"loss": 2.342166458090691,
"m_acc": 0.8809931506849316,
"m_acc5": 0.9983411815068494,
"cv_raw": 0.19562293672307476
},
{
"step": 3440,
"epoch": 5,
"loss": 2.3418054473705783,
"m_acc": 0.8813601762820513,
"m_acc5": 0.9983473557692307,
"cv_raw": 0.19303510349124786
},
{
"step": 3460,
"epoch": 5,
"loss": 2.342598158192922,
"m_acc": 0.880882906626506,
"m_acc5": 0.9983527861445783,
"cv_raw": 0.19091160657549844
},
{
"step": 3480,
"epoch": 5,
"loss": 2.3430318486961452,
"m_acc": 0.8805486505681818,
"m_acc5": 0.9983132102272727,
"cv_raw": 0.1893995207597312
},
{
"step": 3500,
"epoch": 5,
"loss": 2.343689235307837,
"m_acc": 0.8803343413978495,
"m_acc5": 0.9983618951612904,
"cv_raw": 0.1895166312401933
},
{
"step": 3520,
"epoch": 5,
"loss": 2.3461346437736434,
"m_acc": 0.87890625,
"m_acc5": 0.9984454719387755,
"cv_raw": 0.19114279941122767
},
{
"step": 3540,
"epoch": 5,
"loss": 2.3490657632790723,
"m_acc": 0.8774271844660194,
"m_acc5": 0.9983692354368932,
"cv_raw": 0.1911885841382883
},
{
"step": 3560,
"epoch": 5,
"loss": 2.351341058258657,
"m_acc": 0.8751808449074074,
"m_acc5": 0.9982638888888888,
"cv_raw": 0.19012331985609746
},
{
"step": 3580,
"epoch": 5,
"loss": 2.3517259828812254,
"m_acc": 0.8753456858407079,
"m_acc5": 0.9983061393805309,
"cv_raw": 0.18841691701115243
},
{
"step": 3600,
"epoch": 5,
"loss": 2.352884680537854,
"m_acc": 0.875099311440678,
"m_acc5": 0.9983117055084746,
"cv_raw": 0.18663172594805275
},
{
"step": 3620,
"epoch": 5,
"loss": 2.353611598654491,
"m_acc": 0.8748729674796748,
"m_acc5": 0.9982533028455285,
"cv_raw": 0.18536643365838956
},
{
"step": 3640,
"epoch": 5,
"loss": 2.353830121923238,
"m_acc": 0.874786376953125,
"m_acc5": 0.998138427734375,
"cv_raw": 0.18423281163648422
},
{
"step": 3660,
"epoch": 5,
"loss": 2.354296278236504,
"m_acc": 0.8744125939849624,
"m_acc5": 0.998061560150376,
"cv_raw": 0.18309787076142764
},
{
"step": 3680,
"epoch": 5,
"loss": 2.354975747457449,
"m_acc": 0.8740658967391305,
"m_acc5": 0.998046875,
"cv_raw": 0.1822919375430685
},
{
"step": 3700,
"epoch": 5,
"loss": 2.3544753081315046,
"m_acc": 0.874371722027972,
"m_acc5": 0.9980878496503497,
"cv_raw": 0.18138202754953567
},
{
"step": 3720,
"epoch": 5,
"loss": 2.3542531068260604,
"m_acc": 0.8747624577702703,
"m_acc5": 0.9981260557432432,
"cv_raw": 0.18065259033854758
},
{
"step": 3740,
"epoch": 5,
"loss": 2.3539917659915353,
"m_acc": 0.8748978758169934,
"m_acc5": 0.9981362336601307,
"cv_raw": 0.18019508650074964
},
{
"step": 3760,
"epoch": 5,
"loss": 2.3543547369256803,
"m_acc": 0.8749752768987342,
"m_acc5": 0.9981457674050633,
"cv_raw": 0.1794164354946343
},
{
"step": 3780,
"epoch": 5,
"loss": 2.3536020692872124,
"m_acc": 0.8748801763803681,
"m_acc5": 0.9981547162576687,
"cv_raw": 0.17839044779111632
},
{
"step": 3800,
"epoch": 5,
"loss": 2.3534119533640996,
"m_acc": 0.8748837425595238,
"m_acc5": 0.9981631324404762,
"cv_raw": 0.17807841548514047
},
{
"step": 3820,
"epoch": 5,
"loss": 2.352690858992538,
"m_acc": 0.8752032153179191,
"m_acc5": 0.9982162210982659,
"cv_raw": 0.1777962449453932
},
{
"step": 3840,
"epoch": 5,
"loss": 2.351942397570342,
"m_acc": 0.8751975070224719,
"m_acc5": 0.9982443820224719,
"cv_raw": 0.17711457895685992
},
{
"step": 3860,
"epoch": 5,
"loss": 2.3510313310909794,
"m_acc": 0.8755336407103825,
"m_acc5": 0.9982923497267759,
"cv_raw": 0.1763170485800349
},
{
"step": 3880,
"epoch": 5,
"loss": 2.3507316657837403,
"m_acc": 0.8759142287234043,
"m_acc5": 0.9983377659574468,
"cv_raw": 0.176264315021581
},
{
"step": 3900,
"epoch": 5,
"loss": 2.350874169194019,
"m_acc": 0.875870304404145,
"m_acc5": 0.998380829015544,
"cv_raw": 0.17648260660018358
},
{
"step": 3920,
"epoch": 6,
"loss": 2.323544239997864,
"m_acc": 0.8828125,
"m_acc5": 1.0,
"cv_raw": 0.17971140623237158
},
{
"step": 3940,
"epoch": 6,
"loss": 2.3220682382583617,
"m_acc": 0.8828125,
"m_acc5": 0.9989583333333333,
"cv_raw": 0.19497816715201763
},
{
"step": 3960,
"epoch": 6,
"loss": 2.3288126468658445,
"m_acc": 0.8803125,
"m_acc5": 0.9978125,
"cv_raw": 0.19773867801160638
},
{
"step": 3980,
"epoch": 6,
"loss": 2.330842443874904,
"m_acc": 0.8819196428571429,
"m_acc5": 0.9979910714285715,
"cv_raw": 0.1915988010205281
},
{
"step": 4000,
"epoch": 6,
"loss": 2.32753214041392,
"m_acc": 0.8822916666666667,
"m_acc5": 0.9982638888888888,
"cv_raw": 0.19115159554902206
},
{
"step": 4020,
"epoch": 6,
"loss": 2.331217646598816,
"m_acc": 0.8830965909090909,
"m_acc5": 0.9984375,
"cv_raw": 0.18693705891076368
},
{
"step": 4040,
"epoch": 6,
"loss": 2.3322790292593147,
"m_acc": 0.88125,
"m_acc5": 0.9986778846153846,
"cv_raw": 0.18370577981831832
},
{
"step": 4060,
"epoch": 6,
"loss": 2.3357223081588745,
"m_acc": 0.8794791666666667,
"m_acc5": 0.9986458333333333,
"cv_raw": 0.18075408217865876
},
{
"step": 4080,
"epoch": 6,
"loss": 2.3352741185356587,
"m_acc": 0.8803308823529412,
"m_acc5": 0.9985294117647059,
"cv_raw": 0.17987333812994602
},
{
"step": 4100,
"epoch": 6,
"loss": 2.337560484283849,
"m_acc": 0.8808388157894737,
"m_acc5": 0.9986019736842106,
"cv_raw": 0.17940138425224206
},
{
"step": 4120,
"epoch": 6,
"loss": 2.337024101756868,
"m_acc": 0.8811755952380952,
"m_acc5": 0.9985863095238096,
"cv_raw": 0.17901072214243605
},
{
"step": 4140,
"epoch": 6,
"loss": 2.33737923891648,
"m_acc": 0.8824728260869565,
"m_acc5": 0.998641304347826,
"cv_raw": 0.17871273947546676
},
{
"step": 4160,
"epoch": 6,
"loss": 2.3403338384628296,
"m_acc": 0.88225,
"m_acc5": 0.9985,
"cv_raw": 0.1789999256232494
},
{
"step": 4180,
"epoch": 6,
"loss": 2.3392911001488015,
"m_acc": 0.882349537037037,
"m_acc5": 0.9985532407407407,
"cv_raw": 0.1771761199720354
},
{
"step": 4200,
"epoch": 6,
"loss": 2.3384141050536056,
"m_acc": 0.8829741379310345,
"m_acc5": 0.9986530172413793,
"cv_raw": 0.17635359725314997
},
{
"step": 4220,
"epoch": 6,
"loss": 2.3388309155741047,
"m_acc": 0.8832661290322581,
"m_acc5": 0.9985383064516129,
"cv_raw": 0.17569932666220506
},
{
"step": 4240,
"epoch": 6,
"loss": 2.3390453945506704,
"m_acc": 0.8834280303030303,
"m_acc5": 0.998532196969697,
"cv_raw": 0.1752403096613935
},
{
"step": 4260,
"epoch": 6,
"loss": 2.337793496676854,
"m_acc": 0.8831696428571428,
"m_acc5": 0.9985714285714286,
"cv_raw": 0.1746593574614332
},
{
"step": 4280,
"epoch": 6,
"loss": 2.336661422574842,
"m_acc": 0.8831925675675676,
"m_acc5": 0.9985641891891892,
"cv_raw": 0.1736934990382515
},
{
"step": 4300,
"epoch": 6,
"loss": 2.335958557251172,
"m_acc": 0.8827724358974359,
"m_acc5": 0.9985576923076923,
"cv_raw": 0.17271977567150393
},
{
"step": 4320,
"epoch": 6,
"loss": 2.334825460503741,
"m_acc": 0.8832698170731708,
"m_acc5": 0.9985899390243902,
"cv_raw": 0.17208272220751358
},
{
"step": 4340,
"epoch": 6,
"loss": 2.3363813367000845,
"m_acc": 0.8830668604651163,
"m_acc5": 0.9984738372093023,
"cv_raw": 0.17213791112392032
},
{
"step": 4360,
"epoch": 6,
"loss": 2.3375751596026952,
"m_acc": 0.8834027777777778,
"m_acc5": 0.9984027777777778,
"cv_raw": 0.1733888767274785
},
{
"step": 4380,
"epoch": 6,
"loss": 2.336975002796092,
"m_acc": 0.8827792553191489,
"m_acc5": 0.9984375,
"cv_raw": 0.17340496258800647
},
{
"step": 4400,
"epoch": 6,
"loss": 2.337702683040074,
"m_acc": 0.8829400510204082,
"m_acc5": 0.9984375,
"cv_raw": 0.17284140795317626
},
{
"step": 4420,
"epoch": 6,
"loss": 2.3376039028167725,
"m_acc": 0.8827818627450981,
"m_acc5": 0.9984681372549019,
"cv_raw": 0.17249697047651008
},
{
"step": 4440,
"epoch": 6,
"loss": 2.3377724098709396,
"m_acc": 0.8825766509433962,
"m_acc5": 0.9984375,
"cv_raw": 0.1721577511394905
},
{
"step": 4460,
"epoch": 6,
"loss": 2.3366924901442094,
"m_acc": 0.883125,
"m_acc5": 0.9984943181818182,
"cv_raw": 0.17206042020084614
},
{
"step": 4480,
"epoch": 6,
"loss": 2.3364177172644096,
"m_acc": 0.8828947368421053,
"m_acc5": 0.9985197368421053,
"cv_raw": 0.1719324503499633
},
{
"step": 4500,
"epoch": 6,
"loss": 2.3350797923944766,
"m_acc": 0.8836069915254238,
"m_acc5": 0.9985434322033898,
"cv_raw": 0.171767869126853
},
{
"step": 4520,
"epoch": 6,
"loss": 2.3344372538269544,
"m_acc": 0.8839651639344263,
"m_acc5": 0.9985655737704918,
"cv_raw": 0.17142856688757038
},
{
"step": 4540,
"epoch": 6,
"loss": 2.3329954923145353,
"m_acc": 0.8842757936507937,
"m_acc5": 0.9986111111111111,
"cv_raw": 0.17165386103874453
},
{
"step": 4560,
"epoch": 6,
"loss": 2.3328390150803786,
"m_acc": 0.8846153846153846,
"m_acc5": 0.9986298076923077,
"cv_raw": 0.17192897949672228
},
{
"step": 4580,
"epoch": 6,
"loss": 2.3320809841156005,
"m_acc": 0.8850513059701492,
"m_acc5": 0.9986473880597015,
"cv_raw": 0.1715857855922012
},
{
"step": 4600,
"epoch": 6,
"loss": 2.3309352822925735,
"m_acc": 0.8852355072463768,
"m_acc5": 0.9986865942028985,
"cv_raw": 0.17102275656237265
},
{
"step": 4620,
"epoch": 6,
"loss": 2.3294914124717176,
"m_acc": 0.8857174295774648,
"m_acc5": 0.9987015845070423,
"cv_raw": 0.17080650853526713
},
{
"step": 4640,
"epoch": 6,
"loss": 2.328064015140272,
"m_acc": 0.8864726027397261,
"m_acc5": 0.9987371575342465,
"cv_raw": 0.1705165960118524
},
{
"step": 4660,
"epoch": 6,
"loss": 2.32654998143514,
"m_acc": 0.8867708333333333,
"m_acc5": 0.99875,
"cv_raw": 0.1700968366569889
},
{
"step": 4680,
"epoch": 6,
"loss": 2.326155214495473,
"m_acc": 0.887012987012987,
"m_acc5": 0.9987621753246754,
"cv_raw": 0.17011555227828085
},
{
"step": 4700,
"epoch": 7,
"loss": 2.2958458960056305,
"m_acc": 0.916015625,
"m_acc5": 1.0,
"cv_raw": 0.2078808404658581
},
{
"step": 4720,
"epoch": 7,
"loss": 2.301189737660544,
"m_acc": 0.9123883928571429,
"m_acc5": 1.0,
"cv_raw": 0.20594311192638806
},
{
"step": 4740,
"epoch": 7,
"loss": 2.290123855074247,
"m_acc": 0.9130859375,
"m_acc5": 0.9996744791666666,
"cv_raw": 0.19312255012966262
},
{
"step": 4760,
"epoch": 7,
"loss": 2.287997610428754,
"m_acc": 0.9117647058823529,
"m_acc5": 0.9997702205882353,
"cv_raw": 0.18082458721720251
},
{
"step": 4780,
"epoch": 7,
"loss": 2.285610012032769,
"m_acc": 0.9128196022727273,
"m_acc5": 0.9998224431818182,
"cv_raw": 0.18000574395694935
},
{
"step": 4800,
"epoch": 7,
"loss": 2.2862211995654635,
"m_acc": 0.9123263888888888,
"m_acc5": 0.9997106481481481,
"cv_raw": 0.17968562325982496
},
{
"step": 4820,
"epoch": 7,
"loss": 2.2852557320147753,
"m_acc": 0.912353515625,
"m_acc5": 0.999755859375,
"cv_raw": 0.17696180562803668
},
{
"step": 4840,
"epoch": 7,
"loss": 2.2835020648466573,
"m_acc": 0.9118454391891891,
"m_acc5": 0.999683277027027,
"cv_raw": 0.17476399344906204
},
{
"step": 4860,
"epoch": 7,
"loss": 2.2789607913721177,
"m_acc": 0.9130394345238095,
"m_acc5": 0.9997209821428571,
"cv_raw": 0.17312489724232827
},
{
"step": 4880,
"epoch": 7,
"loss": 2.279817559617631,
"m_acc": 0.9127327127659575,
"m_acc5": 0.999750664893617,
"cv_raw": 0.17266497970465577
},
{
"step": 4900,
"epoch": 7,
"loss": 2.278395569095245,
"m_acc": 0.9125600961538461,
"m_acc5": 0.9997746394230769,
"cv_raw": 0.17187896088053714
},
{
"step": 4920,
"epoch": 7,
"loss": 2.2766189679764866,
"m_acc": 0.9132401315789473,
"m_acc5": 0.9997944078947368,
"cv_raw": 0.1704797616057216
},
{
"step": 4940,
"epoch": 7,
"loss": 2.2756432141027143,
"m_acc": 0.913117439516129,
"m_acc5": 0.9998109879032258,
"cv_raw": 0.16952395227356615
},
{
"step": 4960,
"epoch": 7,
"loss": 2.2750785502035225,
"m_acc": 0.9132462686567164,
"m_acc5": 0.9997084888059702,
"cv_raw": 0.1686346987626366
},
{
"step": 4980,
"epoch": 7,
"loss": 2.2745393903719053,
"m_acc": 0.9137912326388888,
"m_acc5": 0.9997287326388888,
"cv_raw": 0.16700589148057884
},
{
"step": 5000,
"epoch": 7,
"loss": 2.2729745305977858,
"m_acc": 0.9145190746753247,
"m_acc5": 0.9996956168831169,
"cv_raw": 0.16618434189431272
},
{
"step": 5020,
"epoch": 7,
"loss": 2.2721579278387676,
"m_acc": 0.9143959603658537,
"m_acc5": 0.9997141768292683,
"cv_raw": 0.1672226793052724
},
{
"step": 5040,
"epoch": 7,
"loss": 2.272137945410849,
"m_acc": 0.9151400862068966,
"m_acc5": 0.9996857040229885,
"cv_raw": 0.1672321567066769
},
{
"step": 5060,
"epoch": 7,
"loss": 2.2727423588866773,
"m_acc": 0.9155910326086957,
"m_acc5": 0.9997027853260869,
"cv_raw": 0.16735809305509278
},
{
"step": 5080,
"epoch": 7,
"loss": 2.2723516723544326,
"m_acc": 0.9154317010309279,
"m_acc5": 0.999597293814433,
"cv_raw": 0.16662108584095275
},
{
"step": 5100,
"epoch": 7,
"loss": 2.2711823629397974,
"m_acc": 0.9146752450980392,
"m_acc5": 0.9995787377450981,
"cv_raw": 0.1660857732479058
},
{
"step": 5120,
"epoch": 7,
"loss": 2.2706883354721783,
"m_acc": 0.9151942172897196,
"m_acc5": 0.9995619158878505,
"cv_raw": 0.16616799567806464
},
{
"step": 5140,
"epoch": 7,
"loss": 2.2692470295088634,
"m_acc": 0.9152134486607143,
"m_acc5": 0.9995814732142857,
"cv_raw": 0.16610935029042667
},
{
"step": 5160,
"epoch": 7,
"loss": 2.2686839047660174,
"m_acc": 0.9149639423076923,
"m_acc5": 0.9995659722222222,
"cv_raw": 0.16633327285317048
},
{
"step": 5180,
"epoch": 7,
"loss": 2.2682295168032414,
"m_acc": 0.9149269979508197,
"m_acc5": 0.9995837602459017,
"cv_raw": 0.16625518041518442
},
{
"step": 5200,
"epoch": 7,
"loss": 2.267272577041716,
"m_acc": 0.9151082677165354,
"m_acc5": 0.9996001476377953,
"cv_raw": 0.166312806819321
},
{
"step": 5220,
"epoch": 7,
"loss": 2.266697690342412,
"m_acc": 0.9153053977272727,
"m_acc5": 0.9996152935606061,
"cv_raw": 0.16601083531982694
},
{
"step": 5240,
"epoch": 7,
"loss": 2.2665419957063495,
"m_acc": 0.9156877281021898,
"m_acc5": 0.9996008211678832,
"cv_raw": 0.166420872952008
},
{
"step": 5260,
"epoch": 7,
"loss": 2.2665045697924118,
"m_acc": 0.9160706426056338,
"m_acc5": 0.9995598591549296,
"cv_raw": 0.16677713223595136
},
{
"step": 5280,
"epoch": 7,
"loss": 2.2660731073139475,
"m_acc": 0.9157366071428571,
"m_acc5": 0.9995748299319728,
"cv_raw": 0.16821039612909475
},
{
"step": 5300,
"epoch": 7,
"loss": 2.2654434979746214,
"m_acc": 0.9160413240131579,
"m_acc5": 0.9995888157894737,
"cv_raw": 0.168908423704236
},
{
"step": 5320,
"epoch": 7,
"loss": 2.264907024468586,
"m_acc": 0.9163266321656051,
"m_acc5": 0.9996019108280255,
"cv_raw": 0.16869837450349748
},
{
"step": 5340,
"epoch": 7,
"loss": 2.265075037508835,
"m_acc": 0.916063850308642,
"m_acc5": 0.9996141975308642,
"cv_raw": 0.16821099849189636
},
{
"step": 5360,
"epoch": 7,
"loss": 2.2647275035966654,
"m_acc": 0.9161676646706587,
"m_acc5": 0.9995789670658682,
"cv_raw": 0.1675038951727619
},
{
"step": 5380,
"epoch": 7,
"loss": 2.2643678375454837,
"m_acc": 0.9158566497093024,
"m_acc5": 0.9995684956395349,
"cv_raw": 0.16744455297729854
},
{
"step": 5400,
"epoch": 7,
"loss": 2.2640771582975225,
"m_acc": 0.9156956214689266,
"m_acc5": 0.9995806850282486,
"cv_raw": 0.16735125155778577
},
{
"step": 5420,
"epoch": 7,
"loss": 2.2630434455452386,
"m_acc": 0.9158439217032966,
"m_acc5": 0.9995707417582418,
"cv_raw": 0.1670393199424572
},
{
"step": 5440,
"epoch": 7,
"loss": 2.262559494232749,
"m_acc": 0.9167154077540107,
"m_acc5": 0.9995613302139037,
"cv_raw": 0.16664196379613885
},
{
"step": 5460,
"epoch": 7,
"loss": 2.26157188291351,
"m_acc": 0.9169108072916666,
"m_acc5": 0.99957275390625,
"cv_raw": 0.1663095572272345
},
{
"step": 5480,
"epoch": 8,
"loss": 2.2477544148763022,
"m_acc": 0.9296875,
"m_acc5": 1.0,
"cv_raw": 0.17058302977512083
},
{
"step": 5500,
"epoch": 8,
"loss": 2.2319764632445116,
"m_acc": 0.9296875,
"m_acc5": 1.0,
"cv_raw": 0.16512492016095012
},
{
"step": 5520,
"epoch": 8,
"loss": 2.2227984563164087,
"m_acc": 0.9307065217391305,
"m_acc5": 1.0,
"cv_raw": 0.16399385995289747
},
{
"step": 5540,
"epoch": 8,
"loss": 2.224842465285099,
"m_acc": 0.9303977272727273,
"m_acc5": 1.0,
"cv_raw": 0.1621200284497899
},
{
"step": 5560,
"epoch": 8,
"loss": 2.2246951502422956,
"m_acc": 0.9295058139534884,
"m_acc5": 1.0,
"cv_raw": 0.1639520350931606
},
{
"step": 5580,
"epoch": 8,
"loss": 2.2297678511097745,
"m_acc": 0.9271816037735849,
"m_acc5": 1.0,
"cv_raw": 0.1630985072690993
},
{
"step": 5600,
"epoch": 8,
"loss": 2.2299539872578213,
"m_acc": 0.9239831349206349,
"m_acc5": 0.9998759920634921,
"cv_raw": 0.16068311708568542
},
{
"step": 5620,
"epoch": 8,
"loss": 2.2278411437387335,
"m_acc": 0.9246575342465754,
"m_acc5": 0.9998929794520548,
"cv_raw": 0.1601928621972636
},
{
"step": 5640,
"epoch": 8,
"loss": 2.226144552230835,
"m_acc": 0.9264871987951807,
"m_acc5": 0.9999058734939759,
"cv_raw": 0.1596829960184283
},
{
"step": 5660,
"epoch": 8,
"loss": 2.2253255062205817,
"m_acc": 0.9272513440860215,
"m_acc5": 0.9999159946236559,
"cv_raw": 0.15931937935681825
},
{
"step": 5680,
"epoch": 8,
"loss": 2.225060350686601,
"m_acc": 0.928246359223301,
"m_acc5": 0.9997724514563107,
"cv_raw": 0.15848748622995854
},
{
"step": 5700,
"epoch": 8,
"loss": 2.227697929449841,
"m_acc": 0.9279590707964602,
"m_acc5": 0.9997925884955752,
"cv_raw": 0.15833090002235012
},
{
"step": 5720,
"epoch": 8,
"loss": 2.2271142025304034,
"m_acc": 0.927464430894309,
"m_acc5": 0.9997459349593496,
"cv_raw": 0.15780573322620273
},
{
"step": 5740,
"epoch": 8,
"loss": 2.227262555208421,
"m_acc": 0.9275728383458647,
"m_acc5": 0.9997650375939849,
"cv_raw": 0.15757965389127726
},
{
"step": 5760,
"epoch": 8,
"loss": 2.226675454553191,
"m_acc": 0.9278299825174825,
"m_acc5": 0.9997814685314685,
"cv_raw": 0.15754556561677094
},
{
"step": 5780,
"epoch": 8,
"loss": 2.226550917999417,
"m_acc": 0.928359885620915,
"m_acc5": 0.9997957516339869,
"cv_raw": 0.15718811269355606
},
{
"step": 5800,
"epoch": 8,
"loss": 2.2266789228638255,
"m_acc": 0.9284413343558282,
"m_acc5": 0.999808282208589,
"cv_raw": 0.15705754439128058
},
{
"step": 5820,
"epoch": 8,
"loss": 2.22719083080402,
"m_acc": 0.9289197976878613,
"m_acc5": 0.9998193641618497,
"cv_raw": 0.15730933517831414
},
{
"step": 5840,
"epoch": 8,
"loss": 2.2266433408351545,
"m_acc": 0.9291325136612022,
"m_acc5": 0.9998292349726776,
"cv_raw": 0.15742621582110683
},
{
"step": 5860,
"epoch": 8,
"loss": 2.226271181526579,
"m_acc": 0.9287969559585493,
"m_acc5": 0.9998380829015544,
"cv_raw": 0.15758013902818427
},
{
"step": 5880,
"epoch": 8,
"loss": 2.2259961008438336,
"m_acc": 0.9290332512315271,
"m_acc5": 0.9998460591133005,
"cv_raw": 0.1574888898155669
},
{
"step": 5900,
"epoch": 8,
"loss": 2.225812597453874,
"m_acc": 0.9285504694835681,
"m_acc5": 0.9998532863849765,
"cv_raw": 0.15747556646952288
},
{
"step": 5920,
"epoch": 8,
"loss": 2.225038884466539,
"m_acc": 0.9291619955156951,
"m_acc5": 0.999859865470852,
"cv_raw": 0.15731412735042333
},
{
"step": 5940,
"epoch": 8,
"loss": 2.225164592521897,
"m_acc": 0.9293857296137339,
"m_acc5": 0.9998658798283262,
"cv_raw": 0.1574347525652902
},
{
"step": 5960,
"epoch": 8,
"loss": 2.225734347178612,
"m_acc": 0.9296231995884774,
"m_acc5": 0.9998713991769548,
"cv_raw": 0.15755357415142934
},
{
"step": 5980,
"epoch": 8,
"loss": 2.2250614029616704,
"m_acc": 0.9293787055335968,
"m_acc5": 0.9998764822134387,
"cv_raw": 0.15760094184805848
},
{
"step": 6000,
"epoch": 8,
"loss": 2.2248953648846412,
"m_acc": 0.9298360266159695,
"m_acc5": 0.9998811787072244,
"cv_raw": 0.1579283307660818
},
{
"step": 6020,
"epoch": 8,
"loss": 2.2250731074329697,
"m_acc": 0.9298019688644689,
"m_acc5": 0.9998855311355311,
"cv_raw": 0.15810181770071893
},
{
"step": 6040,
"epoch": 8,
"loss": 2.225644420819232,
"m_acc": 0.9299635600706714,
"m_acc5": 0.9998895759717314,
"cv_raw": 0.15824668016983065
},
{
"step": 6060,
"epoch": 8,
"loss": 2.2245561808042558,
"m_acc": 0.9296075085324232,
"m_acc5": 0.9998933447098977,
"cv_raw": 0.1581742708711089
},
{
"step": 6080,
"epoch": 8,
"loss": 2.223666726559302,
"m_acc": 0.9296101485148515,
"m_acc5": 0.9998710808580858,
"cv_raw": 0.1585258507163836
},
{
"step": 6100,
"epoch": 8,
"loss": 2.223483879726154,
"m_acc": 0.9298622204472844,
"m_acc5": 0.9998751996805112,
"cv_raw": 0.1586577444273746
},
{
"step": 6120,
"epoch": 8,
"loss": 2.2239531961387895,
"m_acc": 0.930437306501548,
"m_acc5": 0.9998790634674922,
"cv_raw": 0.15885185575233773
},
{
"step": 6140,
"epoch": 8,
"loss": 2.223170401097776,
"m_acc": 0.9308370870870871,
"m_acc5": 0.9998826951951952,
"cv_raw": 0.15902516512305068
},
{
"step": 6160,
"epoch": 8,
"loss": 2.222514089620496,
"m_acc": 0.9310996720116618,
"m_acc5": 0.9998861151603499,
"cv_raw": 0.15895172430335225
},
{
"step": 6180,
"epoch": 8,
"loss": 2.221899920752636,
"m_acc": 0.9311039305949008,
"m_acc5": 0.999867209631728,
"cv_raw": 0.15907486980031646
},
{
"step": 6200,
"epoch": 8,
"loss": 2.221433052018326,
"m_acc": 0.9314307851239669,
"m_acc5": 0.999870867768595,
"cv_raw": 0.1591994230039159
},
{
"step": 6220,
"epoch": 8,
"loss": 2.221060690547442,
"m_acc": 0.9316772788203753,
"m_acc5": 0.9998743297587132,
"cv_raw": 0.1592451975584709
},
{
"step": 6240,
"epoch": 8,
"loss": 2.2207658633239586,
"m_acc": 0.9317885117493473,
"m_acc5": 0.9998776109660574,
"cv_raw": 0.15928582254107243
},
{
"step": 6260,
"epoch": 9,
"loss": 2.172889530658722,
"m_acc": 0.91015625,
"m_acc5": 1.0,
"cv_raw": 0.1633881809482015
},
{
"step": 6280,
"epoch": 9,
"loss": 2.1909620463848114,
"m_acc": 0.9388020833333334,
"m_acc5": 1.0,
"cv_raw": 0.16405592369459474
},
{
"step": 6300,
"epoch": 9,
"loss": 2.1848674687472256,
"m_acc": 0.9389204545454546,
"m_acc5": 1.0,
"cv_raw": 0.15915759510546812
},
{
"step": 6320,
"epoch": 9,
"loss": 2.1868729554116726,
"m_acc": 0.933837890625,
"m_acc5": 1.0,
"cv_raw": 0.1583609941145896
},
{
"step": 6340,
"epoch": 9,
"loss": 2.188061433179038,
"m_acc": 0.9354538690476191,
"m_acc5": 0.9998139880952381,
"cv_raw": 0.15834797300187212
},
{
"step": 6360,
"epoch": 9,
"loss": 2.1882669833990245,
"m_acc": 0.9385516826923077,
"m_acc5": 0.9998497596153846,
"cv_raw": 0.1601214295101269
},
{
"step": 6380,
"epoch": 9,
"loss": 2.1950399779504344,
"m_acc": 0.9376260080645161,
"m_acc5": 0.9998739919354839,
"cv_raw": 0.15971541220013577
},
{
"step": 6400,
"epoch": 9,
"loss": 2.1941119035085044,
"m_acc": 0.9392361111111112,
"m_acc5": 0.9998914930555556,
"cv_raw": 0.15984035798836901
},
{
"step": 6420,
"epoch": 9,
"loss": 2.1934279232490352,
"m_acc": 0.9409298780487805,
"m_acc5": 0.9999047256097561,
"cv_raw": 0.15980804165871618
},
{
"step": 6440,
"epoch": 9,
"loss": 2.19322762152423,
"m_acc": 0.9403023097826086,
"m_acc5": 0.9999150815217391,
"cv_raw": 0.1597694228697434
},
{
"step": 6460,
"epoch": 9,
"loss": 2.192018326591043,
"m_acc": 0.9401807598039216,
"m_acc5": 0.9999234068627451,
"cv_raw": 0.16026701262600096
},
{
"step": 6480,
"epoch": 9,
"loss": 2.1901968100241254,
"m_acc": 0.9406389508928571,
"m_acc5": 0.9999302455357143,
"cv_raw": 0.1601408351163624
},
{
"step": 6500,
"epoch": 9,
"loss": 2.1892799285591624,
"m_acc": 0.9408299180327869,
"m_acc5": 0.9999359631147541,
"cv_raw": 0.1601513774518639
},
{
"step": 6520,
"epoch": 9,
"loss": 2.188635729479067,
"m_acc": 0.9415246212121212,
"m_acc5": 0.9999408143939394,
"cv_raw": 0.16007426575027095
},
{
"step": 6540,
"epoch": 9,
"loss": 2.18872593993872,
"m_acc": 0.9410211267605634,
"m_acc5": 0.9999449823943662,
"cv_raw": 0.16023456538295971
},
{
"step": 6560,
"epoch": 9,
"loss": 2.1883894918780578,
"m_acc": 0.941149259868421,
"m_acc5": 0.9999486019736842,
"cv_raw": 0.16048380848075797
},
{
"step": 6580,
"epoch": 9,
"loss": 2.18809848950233,
"m_acc": 0.9411168981481481,
"m_acc5": 0.999951774691358,
"cv_raw": 0.16088628679912406
},
{
"step": 6600,
"epoch": 9,
"loss": 2.188338188237922,
"m_acc": 0.9419967296511628,
"m_acc5": 0.9999545784883721,
"cv_raw": 0.16086306202006082
},
{
"step": 6620,
"epoch": 9,
"loss": 2.187867053917476,
"m_acc": 0.9421789148351648,
"m_acc5": 0.9999141483516484,
"cv_raw": 0.1607815107060771
},
{
"step": 6640,
"epoch": 9,
"loss": 2.188521177197496,
"m_acc": 0.9425862630208334,
"m_acc5": 0.9999186197916666,
"cv_raw": 0.16095288712690423
},
{
"step": 6660,
"epoch": 9,
"loss": 2.1882208084115886,
"m_acc": 0.9423731435643564,
"m_acc5": 0.9998839727722773,
"cv_raw": 0.16082526158895935
},
{
"step": 6680,
"epoch": 9,
"loss": 2.188575310527154,
"m_acc": 0.9422906839622641,
"m_acc5": 0.9998894457547169,
"cv_raw": 0.1609070434606286
},
{
"step": 6700,
"epoch": 9,
"loss": 2.189103569533374,
"m_acc": 0.9417933558558559,
"m_acc5": 0.9998944256756757,
"cv_raw": 0.16100244921416076
},
{
"step": 6720,
"epoch": 9,
"loss": 2.190218435279254,
"m_acc": 0.9419787176724138,
"m_acc5": 0.9998989762931034,
"cv_raw": 0.1612579391772891
},
{
"step": 6740,
"epoch": 9,
"loss": 2.1911333828918207,
"m_acc": 0.9419873450413223,
"m_acc5": 0.999870867768595,
"cv_raw": 0.16133903474289457
},
{
"step": 6760,
"epoch": 9,
"loss": 2.1921522338238972,
"m_acc": 0.9420882936507936,
"m_acc5": 0.9998449900793651,
"cv_raw": 0.161504715752086
},
{
"step": 6780,
"epoch": 9,
"loss": 2.1922987376460594,
"m_acc": 0.9421218988549618,
"m_acc5": 0.9998509064885496,
"cv_raw": 0.1614673870701724
},
{
"step": 6800,
"epoch": 9,
"loss": 2.1923410414772877,
"m_acc": 0.9420955882352942,
"m_acc5": 0.9998276654411765,
"cv_raw": 0.16157493824823416
},
{
"step": 6820,
"epoch": 9,
"loss": 2.192666011499175,
"m_acc": 0.942154255319149,
"m_acc5": 0.9998337765957447,
"cv_raw": 0.16166343543255118
},
{
"step": 6840,
"epoch": 9,
"loss": 2.1920333178076024,
"m_acc": 0.9418075770547946,
"m_acc5": 0.9998394691780822,
"cv_raw": 0.16179334927596087
},
{
"step": 6860,
"epoch": 9,
"loss": 2.1918914961499096,
"m_acc": 0.9418718956953642,
"m_acc5": 0.9998447847682119,
"cv_raw": 0.16190274272898625
},
{
"step": 6880,
"epoch": 9,
"loss": 2.191987308172079,
"m_acc": 0.9415314503205128,
"m_acc5": 0.9998497596153846,
"cv_raw": 0.16178453836650342
},
{
"step": 6900,
"epoch": 9,
"loss": 2.1917450376178906,
"m_acc": 0.9408724767080745,
"m_acc5": 0.9998544254658385,
"cv_raw": 0.1614891211731361
},
{
"step": 6920,
"epoch": 9,
"loss": 2.1920077710984702,
"m_acc": 0.9411709337349398,
"m_acc5": 0.9998588102409639,
"cv_raw": 0.16143882653945302
},
{
"step": 6940,
"epoch": 9,
"loss": 2.19172642976917,
"m_acc": 0.9411549707602339,
"m_acc5": 0.9998629385964912,
"cv_raw": 0.16137889330587257
},
{
"step": 6960,
"epoch": 9,
"loss": 2.1919896328313784,
"m_acc": 0.9410067471590909,
"m_acc5": 0.9998446377840909,
"cv_raw": 0.1612263633649816
},
{
"step": 6980,
"epoch": 9,
"loss": 2.1924429733450244,
"m_acc": 0.9409098756906077,
"m_acc5": 0.9998489295580111,
"cv_raw": 0.16139861865662017
},
{
"step": 7000,
"epoch": 9,
"loss": 2.1926197150061206,
"m_acc": 0.9408602150537635,
"m_acc5": 0.9998529905913979,
"cv_raw": 0.1614073811459996
},
{
"step": 7020,
"epoch": 9,
"loss": 2.1935139894485474,
"m_acc": 0.9406699934554974,
"m_acc5": 0.9998568390052356,
"cv_raw": 0.16143289550329204
},
{
"step": 7040,
"epoch": 10,
"loss": 2.276065945625305,
"m_acc": 0.9296875,
"m_acc5": 1.0,
"cv_raw": 0.1674540206299508
},
{
"step": 7060,
"epoch": 10,
"loss": 2.1873891028490933,
"m_acc": 0.9332386363636364,
"m_acc5": 1.0,
"cv_raw": 0.15633623917294195
},
{
"step": 7080,
"epoch": 10,
"loss": 2.18564996832893,
"m_acc": 0.9371279761904762,
"m_acc5": 1.0,
"cv_raw": 0.15910458501028332
},
{
"step": 7100,
"epoch": 10,
"loss": 2.188410997390747,
"m_acc": 0.9390120967741935,
"m_acc5": 1.0,
"cv_raw": 0.15934570701520648
},
{
"step": 7120,
"epoch": 10,
"loss": 2.1874670517153856,
"m_acc": 0.9348323170731707,
"m_acc5": 0.9998094512195121,
"cv_raw": 0.15887675004027121
},
{
"step": 7140,
"epoch": 10,
"loss": 2.185488509196861,
"m_acc": 0.9358149509803921,
"m_acc5": 0.9998468137254902,
"cv_raw": 0.1588883350573713
},
{
"step": 7160,
"epoch": 10,
"loss": 2.18502043505184,
"m_acc": 0.9357069672131147,
"m_acc5": 0.9998719262295082,
"cv_raw": 0.15957973097086978
},
{
"step": 7180,
"epoch": 10,
"loss": 2.1842417800930183,
"m_acc": 0.9366197183098591,
"m_acc5": 0.9997799295774648,
"cv_raw": 0.1602785293551872
},
{
"step": 7200,
"epoch": 10,
"loss": 2.1841469826521696,
"m_acc": 0.9375964506172839,
"m_acc5": 0.9998070987654321,
"cv_raw": 0.16109259233696746
},
{
"step": 7220,
"epoch": 10,
"loss": 2.1853078498945133,
"m_acc": 0.9387019230769231,
"m_acc5": 0.9998282967032966,
"cv_raw": 0.1612218876107687
},
{
"step": 7240,
"epoch": 10,
"loss": 2.1845609173916354,
"m_acc": 0.9404393564356436,
"m_acc5": 0.9998452970297029,
"cv_raw": 0.16187784368060165
},
{
"step": 7260,
"epoch": 10,
"loss": 2.185706123575434,
"m_acc": 0.9401041666666666,
"m_acc5": 0.9997888513513513,
"cv_raw": 0.16207331223711796
},
{
"step": 7280,
"epoch": 10,
"loss": 2.1839791733371325,
"m_acc": 0.9403409090909091,
"m_acc5": 0.9998063016528925,
"cv_raw": 0.1622978404911543
},
{
"step": 7300,
"epoch": 10,
"loss": 2.183811357003132,
"m_acc": 0.9408993320610687,
"m_acc5": 0.9998210877862596,
"cv_raw": 0.16222060771860616
},
{
"step": 7320,
"epoch": 10,
"loss": 2.1840804502473654,
"m_acc": 0.9414893617021277,
"m_acc5": 0.9998337765957447,
"cv_raw": 0.1622749174149344
},
{
"step": 7340,
"epoch": 10,
"loss": 2.1832594674154624,
"m_acc": 0.9406043046357616,
"m_acc5": 0.9998447847682119,
"cv_raw": 0.16238104958025612
},
{
"step": 7360,
"epoch": 10,
"loss": 2.182990534705405,
"m_acc": 0.9411393633540373,
"m_acc5": 0.9998544254658385,
"cv_raw": 0.16235948783634202
},
{
"step": 7380,
"epoch": 10,
"loss": 2.181949367997242,
"m_acc": 0.9410635964912281,
"m_acc5": 0.9998629385964912,
"cv_raw": 0.162044742695296
},
{
"step": 7400,
"epoch": 10,
"loss": 2.1816230979413618,
"m_acc": 0.9412120165745856,
"m_acc5": 0.9998705110497238,
"cv_raw": 0.16210536804778364
},
{
"step": 7420,
"epoch": 10,
"loss": 2.1814646602301075,
"m_acc": 0.9419175392670157,
"m_acc5": 0.9998772905759162,
"cv_raw": 0.1620156142740532
},
{
"step": 7440,
"epoch": 10,
"loss": 2.1817965240620856,
"m_acc": 0.9418532338308457,
"m_acc5": 0.999883395522388,
"cv_raw": 0.16186393816011485
},
{
"step": 7460,
"epoch": 10,
"loss": 2.181323482526987,
"m_acc": 0.9422763625592417,
"m_acc5": 0.9998889218009479,
"cv_raw": 0.1619266157150831
},
{
"step": 7480,
"epoch": 10,
"loss": 2.181265559671152,
"m_acc": 0.9422723416289592,
"m_acc5": 0.9998939479638009,
"cv_raw": 0.1620450538282983
},
{
"step": 7500,
"epoch": 10,
"loss": 2.1816110564516737,
"m_acc": 0.9422348484848485,
"m_acc5": 0.9998647186147186,
"cv_raw": 0.1621352377641256
},
{
"step": 7520,
"epoch": 10,
"loss": 2.1812186983116435,
"m_acc": 0.9422977178423236,
"m_acc5": 0.9998703319502075,
"cv_raw": 0.16213959833381322
},
{
"step": 7540,
"epoch": 10,
"loss": 2.180614405419247,
"m_acc": 0.9427602091633466,
"m_acc5": 0.9998754980079682,
"cv_raw": 0.16234318188246183
},
{
"step": 7560,
"epoch": 10,
"loss": 2.1814809882321122,
"m_acc": 0.9432471264367817,
"m_acc5": 0.9998204022988506,
"cv_raw": 0.16215384005625152
},
{
"step": 7580,
"epoch": 10,
"loss": 2.180914289397067,
"m_acc": 0.9436692804428044,
"m_acc5": 0.9998270295202952,
"cv_raw": 0.16208705444598337
},
{
"step": 7600,
"epoch": 10,
"loss": 2.1803666433829854,
"m_acc": 0.943672153024911,
"m_acc5": 0.9998331850533808,
"cv_raw": 0.1619915236540295
},
{
"step": 7620,
"epoch": 10,
"loss": 2.1805886116224467,
"m_acc": 0.9433526632302406,
"m_acc5": 0.9998389175257731,
"cv_raw": 0.16194793849212438
},
{
"step": 7640,
"epoch": 10,
"loss": 2.1801807131878164,
"m_acc": 0.9439109219269103,
"m_acc5": 0.9998442691029901,
"cv_raw": 0.1618380309184741
},
{
"step": 7660,
"epoch": 10,
"loss": 2.179155906297003,
"m_acc": 0.9440564710610932,
"m_acc5": 0.9998492765273312,
"cv_raw": 0.16179133835577017
},
{
"step": 7680,
"epoch": 10,
"loss": 2.1801063828750564,
"m_acc": 0.9438522196261683,
"m_acc5": 0.9998539719626168,
"cv_raw": 0.16193163690990472
},
{
"step": 7700,
"epoch": 10,
"loss": 2.1800927960980694,
"m_acc": 0.943896336858006,
"m_acc5": 0.9998583836858006,
"cv_raw": 0.1619891163838033
},
{
"step": 7720,
"epoch": 10,
"loss": 2.179604055944426,
"m_acc": 0.9440524193548387,
"m_acc5": 0.9998396260997068,
"cv_raw": 0.16201194485116344
},
{
"step": 7740,
"epoch": 10,
"loss": 2.179882035635815,
"m_acc": 0.9440438034188035,
"m_acc5": 0.9998219373219374,
"cv_raw": 0.16196540219608818
},
{
"step": 7760,
"epoch": 10,
"loss": 2.1800764472200598,
"m_acc": 0.9440140235457064,
"m_acc5": 0.9998268698060941,
"cv_raw": 0.1619779400329861
},
{
"step": 7780,
"epoch": 10,
"loss": 2.179792251548356,
"m_acc": 0.9440279649595688,
"m_acc5": 0.9998315363881402,
"cv_raw": 0.1621229665082333
},
{
"step": 7800,
"epoch": 10,
"loss": 2.179313826748705,
"m_acc": 0.9441231955380578,
"m_acc5": 0.9998154527559056,
"cv_raw": 0.16209249975931617
},
{
"step": 7820,
"epoch": 10,
"loss": 2.1780137561471262,
"m_acc": 0.9445132672634271,
"m_acc5": 0.9998201726342711,
"cv_raw": 0.1620949171672192
}
],
"final": {
"total_steps": 7820,
"total_time_s": 6166.997552394867,
"best_val_loss": 2.2058838680386543,
"final_m_acc": 0.9445132672634271,
"final_cv": 0.1620949171672192
}
}