epoch,train_loss,val_loss,val_loss_raw,gen_gap,val_mIoU,val_mIoU_raw,ema_gain,val_mF1,val_OA,val_kappa,grad_norm_mean,grad_norm_max,lr_dec,peak_vram_gb,bad,epoch_sec,IoU/Residential,IoU/Road,IoU/River,IoU/Forest,IoU/UnusedLand,IoU/Agricultural
0,3.061806225309185,3.0250408929937027,3.0250346800860237,-0.03676533231548218,0.0628372900969531,0.06283967297303146,-2.382876078357854e-06,0.1129605525476944,0.17126388501619963,-0.007918553066497197,2.4825788549348418,3.681102991104126,1.04e-05,6.676491264,0,67.55933165550232,0.17443938240197746,0.020512785782894817,0.005374496757005243,0.02535610739545703,0.05771674249763341,0.09362422574675065
1,3.009156488904766,2.962687992582134,2.9625356945337034,-0.046468496322631836,0.06687802118561759,0.06690278440204364,-2.4763216426054724e-05,0.12046305385017085,0.17303208977345164,0.0052849180795077645,2.37654116340712,3.009190559387207,2.06e-05,6.676491264,0,29.34487223625183,0.16601722959485993,0.029236549706353948,0.004998065535173723,0.026064294499706417,0.0670198272448795,0.10793216053273204
2,2.902862796596452,2.8651646165286793,2.8650016223683075,-0.037698180067772924,0.0811274193950524,0.08117455308375988,-4.713368870748469e-05,0.14340490087300897,0.20204388656335415,0.04275649699433533,2.219921027912813,3.4347450733184814,3.08e-05,6.676491264,0,29.701111316680908,0.1947618232761174,0.037797373037026044,0.005513346862649591,0.029172352580885647,0.0855801899318415,0.13393943068179412
3,2.8037840946047914,2.7505260074839875,2.7504750794055415,-0.05325808712080393,0.10715692861316374,0.10719338159767927,-3.645298451553092e-05,0.18318717694615805,0.23938348862890313,0.10367924786134575,2.253222755357331,3.459608554840088,4.1e-05,6.676491264,0,30.370975255966187,0.21859511396627473,0.04879929467522166,0.005298069983341729,0.023829565973290237,0.18493121438836171,0.16148831269249242
4,2.690265692916571,2.656581775814879,2.656430917627671,-0.03368391710169183,0.144454346165932,0.14458817178867414,-0.00013382562274213972,0.23288927887474942,0.3114617741952823,0.17392547795130786,2.5608124452478744,4.661797046661377,5.1200000000000004e-05,6.676491264,0,30.047136783599854,0.29373759296560437,0.06866117416609288,0.008031046076975596,0.010047530869916837,0.28342634398362637,0.20282238893337606
5,2.5994323655670764,2.5763746429892147,2.5760390758514404,-0.02305772257786165,0.1753051204868706,0.17556702437726512,-0.0002619038903945159,0.27088664189098893,0.38612530380197807,0.23630187594532062,2.74673359300576,4.625655174255371,6.14e-05,6.676491264,0,29.63970375061035,0.3867956957982078,0.08444482571867794,0.012965674316075022,0.006243708741859599,0.31995799430752014,0.24142282403888324
6,2.4979248794854856,2.5022687117258706,2.502152583178352,0.004343832240385037,0.19526944768017798,0.19484491405553617,0.0004245336246418152,0.294498941008463,0.4340513931945801,0.2791895684337549,2.686937280729705,4.292353630065918,7.16e-05,6.676491264,0,29.90371823310852,0.4392517468402803,0.09334393463635922,0.01630388464820437,0.005036813696107107,0.3167523259870924,0.3009279802730244
7,2.4089207134994806,2.424581962473252,2.4247101101220823,0.015661248973771524,0.24035068561642156,0.24054027622459107,-0.00018959060816950424,0.342580494748681,0.5417516517828851,0.3727087924125274,2.7348066615123376,6.323868751525879,8.18e-05,6.676491264,0,29.66690230369568,0.5867423366376746,0.12178240738664936,0.025426524241420636,0.006102135392176885,0.31417690787018093,0.38787380217042694
8,2.3241345087687173,2.3588054086647783,2.3585837635339475,0.03467089989606098,0.24708133268995566,0.24742396587079343,-0.0003426331808377703,0.34872073806905607,0.5645465638247463,0.3937044481749674,2.7140682140986123,5.629722595214844,9.200000000000001e-05,6.676491264,0,29.55839967727661,0.6230055814287617,0.11737134559191394,0.030801608613422266,0.007304061134240575,0.32512939667078616,0.37887600270060934
9,2.231667738334805,2.3226630266974952,2.321649247524785,0.09099528836269011,0.2685832795431738,0.26859394942167975,-1.0669878505953356e-05,0.3708653483533067,0.6025048021555516,0.4314616527282826,2.724563425662471,4.008622169494629,9.999921879324126e-05,6.676491264,0,29.53945803642273,0.6849711884561333,0.15880004417787943,0.028902426800700345,0.008100031226237443,0.31160950603975746,0.41911648055833506
10,2.1840698228162876,2.2904054557575897,2.292427997963101,0.1063356329413021,0.27570564503497813,0.2759290411060553,-0.0002233960710771865,0.3789294937410257,0.6170862728078426,0.4466114741626572,2.7826594418170405,3.9765660762786865,9.997093403734844e-05,6.676491264,0,29.610551357269287,0.7092086604479821,0.1774926592280177,0.03106757910108082,0.01391625727893837,0.2946438390926026,0.427904875061247
11,2.1349882378297695,2.2625197382534252,2.2628771838019874,0.12753150042365569,0.2875822844771773,0.28812304172394404,-0.000540757246766721,0.3986228403645827,0.6226744850843556,0.45408348423241424,3.055008703587102,7.222621917724609,9.990203717477596e-05,6.676491264,0,29.557188749313354,0.7161836885577848,0.19421912924554677,0.03272870521245546,0.0595002214327949,0.3011708106043435,0.42169115181013844
12,2.0749661034228755,2.225597185247085,2.226622329038732,0.15063108182420937,0.39041454103229706,0.39192734627892056,-0.0015128052466235054,0.5271345912260997,0.7055361574440948,0.5595115224769291,2.9355430649776086,4.359591007232666,9.979258419900858e-05,6.676491264,0,29.50362277030945,0.7515407813875655,0.22058802943015188,0.0940980620774504,0.5455307813460281,0.30832069732647005,0.4224088946261168
13,1.9753625673406265,2.1950071091745413,2.1965395749783982,0.2196445418339148,0.407177762237018,0.40800857634539905,-0.0008308141083810394,0.5447133270750889,0.7217630020931692,0.5794753557409793,2.9027853315951777,4.65885066986084,9.964266406407557e-05,6.676491264,0,29.39736795425415,0.7621566403778656,0.22527596076106754,0.12607918784411884,0.5909158721214051,0.28897625638254465,0.44966265593510624
14,1.9097118868547327,2.159667473213345,2.1589696874805524,0.24995558635861248,0.3907693031150619,0.39035434375845374,0.00041495935660817995,0.5279868766210294,0.7027983499123692,0.5579780687498133,2.9276830331951964,4.035340785980225,9.945239861225644e-05,6.676491264,0,29.375677347183228,0.7393483081597227,0.18588004901088084,0.12066260987561797,0.5693632415215046,0.3052868420096673,0.4240747681129782
15,1.8565600666345334,2.142140781178194,2.1436840038673552,0.28558071454366063,0.3942112770079045,0.39372565099478435,0.00048562601312013287,0.5313929094347969,0.7095463078451032,0.5643881884388597,2.975977488592559,4.745649814605713,9.9221942475058e-05,6.676491264,1,29.258256435394287,0.7514411768345204,0.18929531551880655,0.12968627139055366,0.5752065067966304,0.29639908579776764,0.42323930570914836
16,1.8222910329407336,2.140062500448788,2.1389909912558163,0.3177714675080545,0.39752031938083915,0.3964691630925617,0.001051156288277455,0.5346100568982257,0.7175130446248823,0.5721976654925267,3.0433147584690765,4.610556602478027,9.895148294754306e-05,6.676491264,2,29.36896300315857,0.7630039461312738,0.20335599846500696,0.13057111207317582,0.5741123534072995,0.28331478858248743,0.43076371762579124
17,1.7616021352655746,2.143394540337955,2.1450122664956486,0.38179240507238044,0.4072982869166284,0.4090284372393032,-0.0017301503226748172,0.5453107561426637,0.7328835885023116,0.587736998423544,2.97148536233341,5.417309761047363,9.864123983611297e-05,6.676491264,3,29.242586851119995,0.7878518525831212,0.24130657609397357,0.13821960457691315,0.5649186779840529,0.26694299745577643,0.44455001280593337
18,1.758212082526263,2.1403664794622683,2.1432603854759065,0.3821543969360053,0.4171882053685428,0.41696044903926704,0.0002277563292757412,0.5575828146792918,0.7380283940438611,0.5951098358801216,3.0174441524580415,4.531858921051025,9.829146527986784e-05,6.676491264,4,29.43489146232605,0.7929008689167877,0.2723115831627484,0.14254454212392337,0.5638240624295903,0.2905425783513598,0.44100559722684723
19,1.7248462368460262,2.1381581063364066,2.1370616286408666,0.41331186949038035,0.4196637169318465,0.41971344483758316,-4.9727905736651756e-05,0.5602439737784123,0.7313582918873097,0.5907423570644469,3.1054526216843548,6.836923122406006,9.79024435456893e-05,6.676491264,0,29.3203706741333,0.7791207690518728,0.27362506950380505,0.15161805214873225,0.5931758365600329,0.2759699615772181,0.4444726127494182
20,1.6986144336999631,2.1495337299272124,2.1488718285280117,0.45091929622724924,0.4057886873764316,0.4072668962709414,-0.001478208894509836,0.5453194137915333,0.723176838555932,0.5793098802398754,3.1589455207188926,4.853912353515625,9.747449079721275e-05,6.676491264,0,29.293500185012817,0.7685830241337129,0.2130751794407019,0.1539182238646442,0.569798551661635,0.28445119122136536,0.4449059539365301
21,1.6752622735266591,2.150532937517353,2.154292532041961,0.47527066399069406,0.4056109877131912,0.40312096198547537,0.002490025727715839,0.5452736753913822,0.7277812676878739,0.5814664560365269,2.9143634263206932,5.0001115798950195,9.700795483787652e-05,6.676491264,1,29.41111993789673,0.7786660409910454,0.22353548785603267,0.15499041616298015,0.565383450419217,0.2799240606641394,0.4311664701857325
22,1.675453454840417,2.151392342997532,2.15339256735409,0.47593888815711516,0.4178497076956856,0.4184957503470361,-0.0006460426513505424,0.5587700605828538,0.7348504781932784,0.5918106724419051,3.1096922346189912,6.356232166290283,9.650321482825694e-05,6.676491264,2,29.426421880722046,0.7883967064044792,0.2669395095899175,0.15372768788908814,0.5784916139877025,0.2879160479760758,0.4316266803268506
23,1.64681249740077,2.1550738764744177,2.1550288948358274,0.5082613790736477,0.4164150076545892,0.41827427453023863,-0.0018592668756494124,0.5550200024665631,0.7387264366227858,0.5960294906613114,3.1213115079730165,5.482314109802246,9.59606809779191e-05,6.676491264,3,29.31365442276001,0.7905427958232841,0.2656475721240797,0.15432657145114845,0.5891185779640882,0.2466669243826526,0.4521876041822824
24,1.6448452870051067,2.167382749856687,2.167012228685267,0.5225374628515802,0.4204350750380858,0.4189090374789566,0.001526037559129223,0.5621266352606206,0.7371916206473406,0.5929974578157243,2.9689094085319367,4.8244709968566895,9.538079421203339e-05,6.676491264,4,29.338170051574707,0.7936113957149596,0.2805045497814469,0.1590327392179964,0.5789514223032599,0.29136899633968233,0.41914134687116994
25,1.603345468932507,2.171743402294084,2.1746538059384215,0.568397933361577,0.4211688523262525,0.4218485682685335,-0.0006797159422810006,0.5612669191515153,0.7428320625441339,0.5994304605354,2.734518934698666,5.380371570587158,9.476402581302934e-05,6.676491264,5,29.502800941467285,0.802198658092987,0.2879663867973536,0.15766949139178948,0.5795988308632809,0.2618575111614161,0.4377222356506877
26,1.583626101998722,2.1688254019793343,2.1696774445328058,0.5851992999806124,0.4287094706018902,0.4294169060582049,-0.0007074354563146867,0.5702007024477559,0.747069549932156,0.6035847710083867,2.6226796846763762,4.003986358642578,9.411087703757746e-05,6.676491264,6,29.131481885910034,0.8048115426173305,0.29476869485875046,0.16426933001113425,0.5877703107424124,0.2892938423138201,0.43134310306789314
27,1.5700053350598204,2.175398270289103,2.1777584973503563,0.6053929352292826,0.41202540933306014,0.4122476967079572,-0.00022228737489704553,0.5528454008081747,0.7309545507203928,0.5853518098269878,2.7128690130570354,4.242049217224121,9.34218787092106e-05,6.676491264,0,29.48837971687317,0.7824451473151315,0.24334471897572282,0.15901777579793971,0.5721664418255348,0.28615371005498397,0.4290246620290482
28,1.5807200413124234,2.1792820201200596,2.1791621469983866,0.5985619788076362,0.4175358563014561,0.41595812396877196,0.0015777323326841564,0.5577469816044136,0.7407333207836901,0.5955560088935385,3.0421590407689414,6.024042129516602,9.269759078691598e-05,6.676491264,1,29.218127489089966,0.7954507116597026,0.26995628191078574,0.15497294024551428,0.5749627818644043,0.2721873479840217,0.43768507414430796
29,1.5496792255663405,2.203866252712175,2.2042305142271754,0.6541870271458343,0.42423802320751697,0.4250934026583159,-0.0008553794507989432,0.5647597460805512,0.7465121176102041,0.6023099809548214,2.790036713375765,4.979526042938232,9.193860191004833e-05,6.676491264,2,29.168110847473145,0.8028338984964598,0.29282778980167623,0.16005850900860832,0.5834041866776042,0.26758869358706155,0.43871506167369145
30,1.556511586787654,2.195179668127322,2.194824779734892,0.6386680813396679,0.4307491953510744,0.432372468861619,-0.0016232735105445872,0.5714798518711989,0.7504929487569351,0.6054921119979662,2.802200107013478,4.837798595428467,9.114552891993409e-05,6.676491264,3,29.212928771972656,0.8073491856773514,0.30218100319943153,0.16052703663224233,0.5974647890705768,0.28411550427797233,0.432857653248872
31,1.5451749983955831,2.2134899111355053,2.2122925543317606,0.6683149127399222,0.42977374773561633,0.4294203839346737,0.00035336380094264097,0.5700424399466096,0.7480597983481833,0.6040171335799321,2.8512728728500067,5.792507648468018,9.031901635855554e-05,6.676491264,0,29.487719774246216,0.8049316699762337,0.30965156383472736,0.15930331722986343,0.5979895464565853,0.26645551737053413,0.4403108715457543
32,1.5244475345985562,2.203225327473061,2.2102478111491486,0.6787777928745047,0.4347970356017281,0.4350669506688636,-0.0002699150671354733,0.5749467971284427,0.7512414918719134,0.6072468914518964,2.542153515067755,4.6000285148620605,8.945973594472203e-05,6.676491264,1,29.344915628433228,0.8102211896438808,0.3373753233290055,0.15126869276039118,0.600922336377829,0.2742706685298544,0.4347240029694076
33,1.5065625625498154,2.2128024194754805,2.213154914332371,0.7062398569256652,0.4250808870488272,0.4251673557794329,-8.646873060569327e-05,0.5650894444692739,0.7443612589958426,0.6010779026810859,2.5054406044529935,4.9846954345703125,8.85683860281544e-05,6.676491264,0,29.222671508789062,0.797535116289319,0.2905595662378548,0.15418312720705613,0.5973735045870405,0.2724114095146326,0.43842259845706005
34,1.497284732612909,2.210926710390577,2.212751870061837,0.7136419777776681,0.4253179873956316,0.42635918045831406,-0.0010411930626824661,0.5666660528391027,0.7392005721915593,0.5975863230260492,2.674411371642468,4.864870071411133,8.764569102192592e-05,6.676491264,1,29.497538805007935,0.7890184217720628,0.297772008591966,0.15845116585962402,0.5873128111570176,0.2706744610402361,0.4486790559528829
35,1.4902588900397806,2.210734951729868,2.2074991347743014,0.7204760616900872,0.43783651799982715,0.4379221888199291,-8.567082010196847e-05,0.5786717872158363,0.7558105499547845,0.6126177439981648,2.658538266724231,6.329312801361084,8.669240081372126e-05,6.676491264,2,29.234755516052246,0.814585967991773,0.3308177493262124,0.15656543805003934,0.597967126319301,0.289956770226768,0.43712605608486876
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