| epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda | |
| 1,4.1113846742755555,0.5742588559491533,0.7136490250696379,1.1648531803910354,1.969506822017475,0.7364149246990874,0.0892680350521696,2.3168294572306714,0.9460702538490295 | |
| 2,3.1536793790291062,0.7363327258989288,0.6292479108635097,0.7566959779815381,1.6029956158100063,0.5156281296452064,0.03321164647712751,2.7503849765534794,0.9732326865196228 | |
| 3,2.7892594625485825,0.7966020712031646,0.6391364902506964,0.6044669328220601,1.4721805048580197,0.44516473184389993,0.02414397328040288,2.6503287573762297,0.9819648861885071 | |
| 4,2.569918988148283,0.83518156362505,0.60974930362117,0.5006945267312394,1.3932179567935632,0.4095855788064695,0.0198123800732658,2.6443970555215155,0.9851995706558228 | |
| 5,2.4303633646094176,0.8595048668829726,0.5710306406685237,0.4363242078581949,1.3421395443466972,0.38511264603945133,0.017194537890722256,2.65067518712722,0.9884657859802246 | |
| 6,2.336822642904477,0.873438819503089,0.615041782729805,0.3928677490965155,1.3067026893808247,0.3688970048963571,0.015286069817447314,2.6682659787778626,0.9898898601531982 | |
| 7,2.2539980500966976,0.8866282945908707,0.7373259052924791,0.3551935396810029,1.2789643491881229,0.3562162513666468,0.01411852434008805,2.6221206267572326,0.9916223883628845 | |
| 8,2.1877305731253496,0.8966620738699498,0.7363509749303622,0.3245488209344847,1.2537737897758647,0.34442762465385646,0.012746956537968729,2.6370563691041435,0.9927676916122437 | |
| 9,2.1256372718483805,0.9059180408018134,0.7649025069637883,0.29534241605734335,1.2315840096128023,0.3333068587161778,0.011445700388120764,2.6425941268191497,0.9935473799705505 | |
| 10,2.080462830231674,0.9121627627894573,0.7644846796657382,0.27515364255069164,1.2135018167021412,0.32527425492852047,0.01048394655887041,2.6548472564746772,0.9941336512565613 | |
| 11,2.0403319418952224,0.9186741632961465,0.7476323119777158,0.2573124931461997,1.1980835653272246,0.31878078606951116,0.010001756034947441,2.6515491768446884,0.9943840503692627 | |
| 12,1.9961339891621832,0.9250300013333926,0.7233983286908078,0.2366551165282925,1.1829956067265963,0.3105138615571826,0.008808122973600514,2.6508858252739427,0.9944413304328918 | |
| 13,1.952899551056741,0.9318969731988088,0.6597493036211699,0.21790734122337682,1.1675080116221448,0.3023746539165753,0.008055553487670512,2.6430399074645154,0.9945384860038757 | |
| 14,1.9149492620611155,0.9370638695053114,0.649025069637883,0.2007036882642375,1.1554029053796944,0.29550563909593247,0.007084019491242443,2.626286185186722,0.9948062300682068 | |
| 15,1.8826325965026225,0.9417751900084448,0.7270194986072424,0.18556667161618898,1.1443088733491338,0.28969316605149525,0.006442244213707856,2.6241964722502003,0.9949589371681213 | |
| 16,1.8593417990657508,0.9456531401395618,0.6419220055710306,0.1731772858639061,1.136446185602422,0.28629268459534296,0.006117867926452985,2.6281384780855306,0.9951476454734802 | |
| 17,1.8331770674854582,0.9497199875550024,0.7143454038997215,0.16101164716861796,1.1284665806864975,0.2820530116221625,0.005602240011940768,2.6108559397963598,0.9951490759849548 | |
| 18,1.8208499160086962,0.9519756433619272,0.7409470752089137,0.15591311933585095,1.1233488410847723,0.2793691296477631,0.005265549295085357,2.6169225535788447,0.9951655864715576 | |
| 19,1.8024347528382785,0.9540201786746078,0.7651810584958217,0.1460301392434401,1.118110626060394,0.27626696625965597,0.004790243409695978,2.61547985013959,0.9951854348182678 | |
| 20,1.7999674860988915,0.9551868971954309,0.7558495821727019,0.14521025043921215,1.1164111620246306,0.2756511207869161,0.004784889853926144,2.622164490159456,0.9951797723770142 | |