diff --git "a/ratio_proportion_change3/logs/masked/log_train_FS_finetuned.txt" "b/ratio_proportion_change3/logs/masked/log_train_FS_finetuned.txt" new file mode 100644--- /dev/null +++ "b/ratio_proportion_change3/logs/masked/log_train_FS_finetuned.txt" @@ -0,0 +1,1428 @@ +{'epoch': 0, 'iter': 0, 'avg_loss': 0.7755587204425994, 'avg_acc': 15.625, 'loss': 0.7755587204425994} +{'epoch': 0, 'iter': 10, 'avg_loss': 0.5896600360548209, 'avg_acc': 18.75, 'loss': 0.45068702663827154} +{'epoch': 0, 'iter': 20, 'avg_loss': 0.49994195099307476, 'avg_acc': 23.065476190476193, 'loss': 0.3551171554593436} +{'epoch': 0, 'iter': 30, 'avg_loss': 0.45721532496629597, 'avg_acc': 25.30241935483871, 'loss': 0.4068421613275339} +{'epoch': 0, 'iter': 40, 'avg_loss': 0.4324392522089971, 'avg_acc': 28.20121951219512, 'loss': 0.33659979011905045} +{'epoch': 0, 'iter': 50, 'avg_loss': 0.415514443944075, 'avg_acc': 31.801470588235293, 'loss': 0.3350029173057659} +{'epoch': 0, 'iter': 60, 'avg_loss': 0.4036468434039778, 'avg_acc': 33.45286885245902, 'loss': 0.33493075252460713} +{'epoch': 0, 'iter': 70, 'avg_loss': 0.39280067672663727, 'avg_acc': 35.2112676056338, 'loss': 0.324877737681423} +{'epoch': 0, 'iter': 80, 'avg_loss': 0.3815457038073402, 'avg_acc': 38.04012345679013, 'loss': 0.2994778837294559} +{'epoch': 0, 'iter': 90, 'avg_loss': 0.37292882098220914, 'avg_acc': 39.6978021978022, 'loss': 0.2837557550769166} +{'epoch': 0, 'iter': 100, 'avg_loss': 0.3643321930971086, 'avg_acc': 41.46039603960396, 'loss': 0.2941406526369974} +{'epoch': 0, 'iter': 110, 'avg_loss': 0.356554779503644, 'avg_acc': 42.792792792792795, 'loss': 0.30872512867218965} +{'epoch': 0, 'iter': 120, 'avg_loss': 0.3503922441322377, 'avg_acc': 43.93078512396694, 'loss': 0.26159485097221996} +{'epoch': 0, 'iter': 130, 'avg_loss': 0.34438205374230907, 'avg_acc': 44.966603053435115, 'loss': 0.2516147171745615} +{'epoch': 0, 'iter': 140, 'avg_loss': 0.3402421216024127, 'avg_acc': 45.6781914893617, 'loss': 0.29096012931092574} +{'epoch': 0, 'iter': 150, 'avg_loss': 0.33663600936435834, 'avg_acc': 46.150662251655625, 'loss': 0.29271082149248934} +{'epoch': 0, 'iter': 160, 'avg_loss': 0.3318784262940709, 'avg_acc': 47.224378881987576, 'loss': 0.3015042272413016} +{'epoch': 0, 'iter': 170, 'avg_loss': 0.32808402955130306, 'avg_acc': 47.93494152046784, 'loss': 0.23686758349400144} +{'epoch': 0, 'iter': 180, 'avg_loss': 0.3245100244643731, 'avg_acc': 48.77417127071823, 'loss': 0.26178563811117783} +{'epoch': 0, 'iter': 190, 'avg_loss': 0.3213458973715135, 'avg_acc': 49.21465968586388, 'loss': 0.2530344854822033} +{'epoch': 0, 'iter': 200, 'avg_loss': 0.31821757815386725, 'avg_acc': 49.8134328358209, 'loss': 0.24099993180893112} +{'epoch': 0, 'iter': 210, 'avg_loss': 0.315697883791428, 'avg_acc': 50.355450236966824, 'loss': 0.26097552259618945} +{'epoch': 0, 'iter': 220, 'avg_loss': 0.31287217297943604, 'avg_acc': 51.003959276018094, 'loss': 0.2073460655717229} +{'epoch': 0, 'iter': 230, 'avg_loss': 0.3096575749390774, 'avg_acc': 51.609848484848484, 'loss': 0.24744902908163827} +{'epoch': 0, 'iter': 240, 'avg_loss': 0.3070613488838822, 'avg_acc': 52.12655601659751, 'loss': 0.2220139335601873} +{'epoch': 0, 'iter': 250, 'avg_loss': 0.30507313549375453, 'avg_acc': 52.50249003984063, 'loss': 0.26029389257174834} +{'epoch': 0, 'iter': 260, 'avg_loss': 0.3029827580448294, 'avg_acc': 52.945402298850574, 'loss': 0.2695878818017913} +{'epoch': 'EP0_train', 'avg_loss': 0.30202310534586313, 'total_acc': 53.156609696546916, 'f1_scores': 0.5619842345290545} +{'epoch': 1, 'iter': 0, 'avg_loss': 0.2552324332983906, 'avg_acc': 62.5, 'loss': 0.2552324332983906} +{'epoch': 1, 'iter': 10, 'avg_loss': 0.24327799889801238, 'avg_acc': 68.18181818181817, 'loss': 0.2427941569928537} +{'epoch': 1, 'iter': 20, 'avg_loss': 0.2516379524939306, 'avg_acc': 65.17857142857143, 'loss': 0.25775668135507396} +{'epoch': 1, 'iter': 30, 'avg_loss': 0.24788271623776784, 'avg_acc': 65.42338709677419, 'loss': 0.3382331506059667} +{'epoch': 1, 'iter': 40, 'avg_loss': 0.24698302388197313, 'avg_acc': 65.3201219512195, 'loss': 0.21945939368924883} +{'epoch': 1, 'iter': 50, 'avg_loss': 0.24653420077951707, 'avg_acc': 65.74754901960785, 'loss': 0.23707935853027653} +{'epoch': 1, 'iter': 60, 'avg_loss': 0.24773757465550103, 'avg_acc': 65.57377049180327, 'loss': 0.25206698538074435} +{'epoch': 1, 'iter': 70, 'avg_loss': 0.24740839269894707, 'avg_acc': 65.44894366197182, 'loss': 0.26350797545975574} +{'epoch': 1, 'iter': 80, 'avg_loss': 0.246555675662373, 'avg_acc': 65.8179012345679, 'loss': 0.2516283786636839} +{'epoch': 1, 'iter': 90, 'avg_loss': 0.24677728673613974, 'avg_acc': 65.24725274725274, 'loss': 0.20758498784925905} +{'epoch': 1, 'iter': 100, 'avg_loss': 0.24532139357861146, 'avg_acc': 65.47029702970298, 'loss': 0.25894962858754816} +{'epoch': 1, 'iter': 110, 'avg_loss': 0.24516174979597607, 'avg_acc': 65.56869369369369, 'loss': 0.2637137910174455} +{'epoch': 1, 'iter': 120, 'avg_loss': 0.24582255889789534, 'avg_acc': 65.03099173553719, 'loss': 0.2435244610288854} +{'epoch': 1, 'iter': 130, 'avg_loss': 0.24613395244738825, 'avg_acc': 64.95706106870229, 'loss': 0.23067060342041906} +{'epoch': 1, 'iter': 140, 'avg_loss': 0.2471592801075649, 'avg_acc': 64.58333333333334, 'loss': 0.2784264672289802} +{'epoch': 1, 'iter': 150, 'avg_loss': 0.24823613105647446, 'avg_acc': 64.38327814569537, 'loss': 0.29064106849130306} +{'epoch': 1, 'iter': 160, 'avg_loss': 0.24751654286317024, 'avg_acc': 64.98447204968944, 'loss': 0.28167447148267194} +{'epoch': 1, 'iter': 170, 'avg_loss': 0.24729783992017954, 'avg_acc': 64.94883040935673, 'loss': 0.218069987698982} +{'epoch': 1, 'iter': 180, 'avg_loss': 0.2469796024892629, 'avg_acc': 64.98618784530386, 'loss': 0.216297488928311} +{'epoch': 1, 'iter': 190, 'avg_loss': 0.24689186147659653, 'avg_acc': 64.95418848167539, 'loss': 0.24243655613411516} +{'epoch': 1, 'iter': 200, 'avg_loss': 0.24692092026282236, 'avg_acc': 64.863184079602, 'loss': 0.2578364878562362} +{'epoch': 1, 'iter': 210, 'avg_loss': 0.24693938570377597, 'avg_acc': 64.84004739336493, 'loss': 0.24284591751087906} +{'epoch': 1, 'iter': 220, 'avg_loss': 0.24657009227991297, 'avg_acc': 64.98868778280543, 'loss': 0.1999535394430885} +{'epoch': 1, 'iter': 230, 'avg_loss': 0.2456882605340737, 'avg_acc': 65.23268398268398, 'loss': 0.2441603052053064} +{'epoch': 1, 'iter': 240, 'avg_loss': 0.24512021925509744, 'avg_acc': 65.45643153526972, 'loss': 0.20773301457497187} +{'epoch': 1, 'iter': 250, 'avg_loss': 0.24470865058236563, 'avg_acc': 65.55029880478087, 'loss': 0.22502165841719293} +{'epoch': 1, 'iter': 260, 'avg_loss': 0.24458332657755352, 'avg_acc': 65.63697318007662, 'loss': 0.25571495137955935} +{'epoch': 'EP1_train', 'avg_loss': 0.24508602171963315, 'total_acc': 65.5505173816998, 'f1_scores': 0.6938124904017068} +{'epoch': 2, 'iter': 0, 'avg_loss': 0.24969570258586565, 'avg_acc': 56.25, 'loss': 0.24969570258586565} +{'epoch': 2, 'iter': 10, 'avg_loss': 0.23389773388581403, 'avg_acc': 68.18181818181817, 'loss': 0.2205634827517185} +{'epoch': 2, 'iter': 20, 'avg_loss': 0.2397905213553534, 'avg_acc': 66.66666666666666, 'loss': 0.24460813375065169} +{'epoch': 2, 'iter': 30, 'avg_loss': 0.23456974377073656, 'avg_acc': 68.6491935483871, 'loss': 0.28119197195526013} +{'epoch': 2, 'iter': 40, 'avg_loss': 0.2327785727301686, 'avg_acc': 69.58841463414635, 'loss': 0.19654308961123335} +{'epoch': 2, 'iter': 50, 'avg_loss': 0.2320752764498755, 'avg_acc': 69.54656862745098, 'loss': 0.23666036796670856} +{'epoch': 2, 'iter': 60, 'avg_loss': 0.2344828748567346, 'avg_acc': 69.05737704918032, 'loss': 0.23918717416745494} +{'epoch': 2, 'iter': 70, 'avg_loss': 0.23629607761409838, 'avg_acc': 68.13380281690141, 'loss': 0.23387551292242797} +{'epoch': 2, 'iter': 80, 'avg_loss': 0.23433141505687502, 'avg_acc': 68.5570987654321, 'loss': 0.2538772480303513} +{'epoch': 2, 'iter': 90, 'avg_loss': 0.23450852228755567, 'avg_acc': 68.30357142857143, 'loss': 0.2103342609282533} +{'epoch': 2, 'iter': 100, 'avg_loss': 0.23422061075972217, 'avg_acc': 68.59529702970298, 'loss': 0.26843077321193826} +{'epoch': 2, 'iter': 110, 'avg_loss': 0.23465929784790726, 'avg_acc': 68.29954954954955, 'loss': 0.2730416730472435} +{'epoch': 2, 'iter': 120, 'avg_loss': 0.23542431379596837, 'avg_acc': 68.02685950413223, 'loss': 0.2415666444337278} +{'epoch': 2, 'iter': 130, 'avg_loss': 0.23573778797493203, 'avg_acc': 67.91507633587787, 'loss': 0.21575385869462999} +{'epoch': 2, 'iter': 140, 'avg_loss': 0.2369427588570591, 'avg_acc': 67.70833333333334, 'loss': 0.2555962459238279} +{'epoch': 2, 'iter': 150, 'avg_loss': 0.23824438433018783, 'avg_acc': 67.28062913907284, 'loss': 0.2935736841019596} +{'epoch': 2, 'iter': 160, 'avg_loss': 0.23792961649355474, 'avg_acc': 67.66304347826086, 'loss': 0.2648197247092737} +{'epoch': 2, 'iter': 170, 'avg_loss': 0.2374485056890455, 'avg_acc': 67.81798245614034, 'loss': 0.2135653154247328} +{'epoch': 2, 'iter': 180, 'avg_loss': 0.23739692970732446, 'avg_acc': 67.73135359116023, 'loss': 0.20912100397202135} +{'epoch': 2, 'iter': 190, 'avg_loss': 0.23731588732465916, 'avg_acc': 67.68651832460732, 'loss': 0.22537760734706222} +{'epoch': 2, 'iter': 200, 'avg_loss': 0.23727529744476994, 'avg_acc': 67.63059701492537, 'loss': 0.2327525337355577} +{'epoch': 2, 'iter': 210, 'avg_loss': 0.23740908746711759, 'avg_acc': 67.59478672985783, 'loss': 0.2647235572239879} +{'epoch': 2, 'iter': 220, 'avg_loss': 0.2373488474533713, 'avg_acc': 67.56221719457014, 'loss': 0.19069850488644338} +{'epoch': 2, 'iter': 230, 'avg_loss': 0.23688374998789036, 'avg_acc': 67.74891774891775, 'loss': 0.2487333702512972} +{'epoch': 2, 'iter': 240, 'avg_loss': 0.236705579192792, 'avg_acc': 67.79045643153528, 'loss': 0.19258068869953604} +{'epoch': 2, 'iter': 250, 'avg_loss': 0.2362890491567919, 'avg_acc': 67.92828685258964, 'loss': 0.2266461145908189} +{'epoch': 2, 'iter': 260, 'avg_loss': 0.23625187738811174, 'avg_acc': 67.78017241379311, 'loss': 0.2590772668331088} +{'epoch': 'EP2_train', 'avg_loss': 0.23689464368077168, 'total_acc': 67.62004418090919, 'f1_scores': 0.714297679929914} +{'epoch': 3, 'iter': 0, 'avg_loss': 0.23142766759987612, 'avg_acc': 71.875, 'loss': 0.23142766759987612} +{'epoch': 3, 'iter': 10, 'avg_loss': 0.22293162044034387, 'avg_acc': 71.30681818181817, 'loss': 0.22008631878361484} +{'epoch': 3, 'iter': 20, 'avg_loss': 0.2345640628024621, 'avg_acc': 67.85714285714286, 'loss': 0.24688195473897523} +{'epoch': 3, 'iter': 30, 'avg_loss': 0.2304670172749031, 'avg_acc': 69.65725806451613, 'loss': 0.2950650994272499} +{'epoch': 3, 'iter': 40, 'avg_loss': 0.2290224925079956, 'avg_acc': 69.51219512195121, 'loss': 0.21157252521451092} +{'epoch': 3, 'iter': 50, 'avg_loss': 0.2287801560341362, 'avg_acc': 69.85294117647058, 'loss': 0.21036397265301535} +{'epoch': 3, 'iter': 60, 'avg_loss': 0.2314328722380933, 'avg_acc': 69.36475409836066, 'loss': 0.25945292917770396} +{'epoch': 3, 'iter': 70, 'avg_loss': 0.2317675558728688, 'avg_acc': 68.88204225352112, 'loss': 0.22589046788068246} +{'epoch': 3, 'iter': 80, 'avg_loss': 0.2305328217302364, 'avg_acc': 69.05864197530865, 'loss': 0.22777205073569867} +{'epoch': 3, 'iter': 90, 'avg_loss': 0.2313083103229491, 'avg_acc': 68.47527472527473, 'loss': 0.22959237936863375} +{'epoch': 3, 'iter': 100, 'avg_loss': 0.23120864477690128, 'avg_acc': 68.37871287128714, 'loss': 0.25146748875392533} +{'epoch': 3, 'iter': 110, 'avg_loss': 0.23174935835565957, 'avg_acc': 68.41216216216216, 'loss': 0.23897822136184133} +{'epoch': 3, 'iter': 120, 'avg_loss': 0.23286044114185467, 'avg_acc': 67.87190082644628, 'loss': 0.2742155588434148} +{'epoch': 3, 'iter': 130, 'avg_loss': 0.23347669453254813, 'avg_acc': 67.67652671755725, 'loss': 0.21607358098117402} +{'epoch': 3, 'iter': 140, 'avg_loss': 0.23456559655236686, 'avg_acc': 67.37588652482269, 'loss': 0.2369435786011828} +{'epoch': 3, 'iter': 150, 'avg_loss': 0.2363263324551482, 'avg_acc': 66.90811258278146, 'loss': 0.2965612697974263} +{'epoch': 3, 'iter': 160, 'avg_loss': 0.23614008801121453, 'avg_acc': 67.08074534161491, 'loss': 0.26070082693279667} +{'epoch': 3, 'iter': 170, 'avg_loss': 0.23581523686428502, 'avg_acc': 67.2514619883041, 'loss': 0.20419034486206197} +{'epoch': 3, 'iter': 180, 'avg_loss': 0.2358046011485889, 'avg_acc': 67.31698895027624, 'loss': 0.19663698482535047} +{'epoch': 3, 'iter': 190, 'avg_loss': 0.23587399478474694, 'avg_acc': 67.24476439790575, 'loss': 0.23748654750839443} +{'epoch': 3, 'iter': 200, 'avg_loss': 0.23616302431041486, 'avg_acc': 66.9931592039801, 'loss': 0.23464787052736416} +{'epoch': 3, 'iter': 210, 'avg_loss': 0.23637755368347507, 'avg_acc': 67.00236966824644, 'loss': 0.24010804773414357} +{'epoch': 3, 'iter': 220, 'avg_loss': 0.23628359419572875, 'avg_acc': 67.09558823529412, 'loss': 0.2148755057909771} +{'epoch': 3, 'iter': 230, 'avg_loss': 0.23568852824900052, 'avg_acc': 67.31601731601732, 'loss': 0.24396071891000506} +{'epoch': 3, 'iter': 240, 'avg_loss': 0.23532365629491253, 'avg_acc': 67.32365145228216, 'loss': 0.19392091750134047} +{'epoch': 3, 'iter': 250, 'avg_loss': 0.23512672151313593, 'avg_acc': 67.43027888446214, 'loss': 0.24511470338023042} +{'epoch': 3, 'iter': 260, 'avg_loss': 0.2347755631246333, 'avg_acc': 67.45689655172413, 'loss': 0.22041337607151945} +{'epoch': 'EP3_train', 'avg_loss': 0.23576114770533818, 'total_acc': 67.27124752935705, 'f1_scores': 0.7114195850227063} +{'epoch': 4, 'iter': 0, 'avg_loss': 0.2198207378260122, 'avg_acc': 78.125, 'loss': 0.2198207378260122} +{'epoch': 4, 'iter': 10, 'avg_loss': 0.22603984747663405, 'avg_acc': 70.73863636363636, 'loss': 0.24059062363267003} +{'epoch': 4, 'iter': 20, 'avg_loss': 0.23284142082363615, 'avg_acc': 69.34523809523809, 'loss': 0.23461909642615603} +{'epoch': 4, 'iter': 30, 'avg_loss': 0.22928976921762975, 'avg_acc': 71.27016129032258, 'loss': 0.28346550805053994} +{'epoch': 4, 'iter': 40, 'avg_loss': 0.23128571010449905, 'avg_acc': 70.19817073170732, 'loss': 0.19466480557847327} +{'epoch': 4, 'iter': 50, 'avg_loss': 0.22970787638101398, 'avg_acc': 70.7107843137255, 'loss': 0.21965418065129985} +{'epoch': 4, 'iter': 60, 'avg_loss': 0.23183380255918687, 'avg_acc': 69.87704918032787, 'loss': 0.2594920143528725} +{'epoch': 4, 'iter': 70, 'avg_loss': 0.23276913866568513, 'avg_acc': 69.19014084507043, 'loss': 0.23959567133195897} +{'epoch': 4, 'iter': 80, 'avg_loss': 0.23262928469163466, 'avg_acc': 69.40586419753086, 'loss': 0.27173032525479357} +{'epoch': 4, 'iter': 90, 'avg_loss': 0.23371057542505752, 'avg_acc': 68.99038461538461, 'loss': 0.20837783829509654} +{'epoch': 4, 'iter': 100, 'avg_loss': 0.233078493042552, 'avg_acc': 68.96658415841584, 'loss': 0.2645232284578794} +{'epoch': 4, 'iter': 110, 'avg_loss': 0.2335444024117538, 'avg_acc': 68.69369369369369, 'loss': 0.2607543904889878} +{'epoch': 4, 'iter': 120, 'avg_loss': 0.23438397229308827, 'avg_acc': 68.36260330578511, 'loss': 0.25169226325721994} +{'epoch': 4, 'iter': 130, 'avg_loss': 0.23450939114458674, 'avg_acc': 68.15362595419847, 'loss': 0.21480617495607085} +{'epoch': 4, 'iter': 140, 'avg_loss': 0.23623457806633666, 'avg_acc': 67.57535460992908, 'loss': 0.2617320607984896} +{'epoch': 4, 'iter': 150, 'avg_loss': 0.23775368153227194, 'avg_acc': 67.1978476821192, 'loss': 0.27970057719513924} +{'epoch': 4, 'iter': 160, 'avg_loss': 0.2375351348624931, 'avg_acc': 67.56599378881988, 'loss': 0.2740488970354948} +{'epoch': 4, 'iter': 170, 'avg_loss': 0.23710127857493743, 'avg_acc': 67.45248538011695, 'loss': 0.21349175905145654} +{'epoch': 4, 'iter': 180, 'avg_loss': 0.23703974528321128, 'avg_acc': 67.61049723756905, 'loss': 0.22858934787135304} +{'epoch': 4, 'iter': 190, 'avg_loss': 0.236904818329091, 'avg_acc': 67.70287958115183, 'loss': 0.21755283971755748} +{'epoch': 4, 'iter': 200, 'avg_loss': 0.23686755366965806, 'avg_acc': 67.66169154228857, 'loss': 0.22521979691217503} +{'epoch': 4, 'iter': 210, 'avg_loss': 0.23700513767873777, 'avg_acc': 67.60959715639811, 'loss': 0.21470381902716845} +{'epoch': 4, 'iter': 220, 'avg_loss': 0.23708128482464857, 'avg_acc': 67.47737556561087, 'loss': 0.18662729683118023} +{'epoch': 4, 'iter': 230, 'avg_loss': 0.23640493801089305, 'avg_acc': 67.55952380952381, 'loss': 0.23807099198451656} +{'epoch': 4, 'iter': 240, 'avg_loss': 0.236109084513207, 'avg_acc': 67.725622406639, 'loss': 0.1738463603830301} +{'epoch': 4, 'iter': 250, 'avg_loss': 0.23607984088014533, 'avg_acc': 67.70418326693228, 'loss': 0.2481575770915307} +{'epoch': 4, 'iter': 260, 'avg_loss': 0.2360688697918516, 'avg_acc': 67.70833333333334, 'loss': 0.25962909219534985} +{'epoch': 'EP4_train', 'avg_loss': 0.23663891367926218, 'total_acc': 67.59679107080572, 'f1_scores': 0.7150034164020559} +{'epoch': 5, 'iter': 0, 'avg_loss': 0.24191442990637108, 'avg_acc': 62.5, 'loss': 0.24191442990637108} +{'epoch': 5, 'iter': 10, 'avg_loss': 0.23077005541438655, 'avg_acc': 69.31818181818183, 'loss': 0.22971770401740546} +{'epoch': 5, 'iter': 20, 'avg_loss': 0.24138578533341254, 'avg_acc': 65.625, 'loss': 0.2581588171228109} +{'epoch': 5, 'iter': 30, 'avg_loss': 0.23306534822429642, 'avg_acc': 68.95161290322581, 'loss': 0.2738990099347315} +{'epoch': 5, 'iter': 40, 'avg_loss': 0.23088663648112953, 'avg_acc': 69.20731707317073, 'loss': 0.19577485478813675} +{'epoch': 5, 'iter': 50, 'avg_loss': 0.22984341276486364, 'avg_acc': 70.03676470588235, 'loss': 0.2213286999058255} +{'epoch': 5, 'iter': 60, 'avg_loss': 0.23173081260252856, 'avg_acc': 69.51844262295081, 'loss': 0.24284977208662895} +{'epoch': 5, 'iter': 70, 'avg_loss': 0.23226130078022236, 'avg_acc': 69.10211267605634, 'loss': 0.23024538957218152} +{'epoch': 5, 'iter': 80, 'avg_loss': 0.23120234986502256, 'avg_acc': 69.63734567901234, 'loss': 0.25993348480291645} +{'epoch': 5, 'iter': 90, 'avg_loss': 0.2313017467310557, 'avg_acc': 69.12774725274726, 'loss': 0.2012390045180317} +{'epoch': 5, 'iter': 100, 'avg_loss': 0.23058468914958624, 'avg_acc': 69.36881188118812, 'loss': 0.25064854470682413} +{'epoch': 5, 'iter': 110, 'avg_loss': 0.23101180519637976, 'avg_acc': 69.115990990991, 'loss': 0.2589570138071784} +{'epoch': 5, 'iter': 120, 'avg_loss': 0.23142603275749354, 'avg_acc': 68.87913223140497, 'loss': 0.2576201610801425} +{'epoch': 5, 'iter': 130, 'avg_loss': 0.23146612598386793, 'avg_acc': 68.60687022900763, 'loss': 0.21430165449627175} +{'epoch': 5, 'iter': 140, 'avg_loss': 0.2328623457649413, 'avg_acc': 67.97429078014184, 'loss': 0.257019172983876} +{'epoch': 5, 'iter': 150, 'avg_loss': 0.2342535780446008, 'avg_acc': 67.71523178807946, 'loss': 0.2741959786591386} +{'epoch': 5, 'iter': 160, 'avg_loss': 0.23388864091179823, 'avg_acc': 67.83773291925466, 'loss': 0.26732947553845016} +{'epoch': 5, 'iter': 170, 'avg_loss': 0.23363124418687822, 'avg_acc': 67.89108187134502, 'loss': 0.21126991249548155} +{'epoch': 5, 'iter': 180, 'avg_loss': 0.233610492786086, 'avg_acc': 67.86947513812154, 'loss': 0.18941297657589268} +{'epoch': 5, 'iter': 190, 'avg_loss': 0.23340301220013085, 'avg_acc': 67.91557591623037, 'loss': 0.2630246862892623} +{'epoch': 5, 'iter': 200, 'avg_loss': 0.23359247068341402, 'avg_acc': 67.69278606965175, 'loss': 0.2324842169313602} +{'epoch': 5, 'iter': 210, 'avg_loss': 0.23380399489366716, 'avg_acc': 67.59478672985783, 'loss': 0.24598052004232937} +{'epoch': 5, 'iter': 220, 'avg_loss': 0.2338585506086959, 'avg_acc': 67.56221719457014, 'loss': 0.18856637343742477} +{'epoch': 5, 'iter': 230, 'avg_loss': 0.23334439570846488, 'avg_acc': 67.65422077922078, 'loss': 0.24745442019047914} +{'epoch': 5, 'iter': 240, 'avg_loss': 0.2327678428629649, 'avg_acc': 67.90715767634855, 'loss': 0.18580145093385778} +{'epoch': 5, 'iter': 250, 'avg_loss': 0.23252374192387248, 'avg_acc': 67.95318725099602, 'loss': 0.24114091548296657} +{'epoch': 5, 'iter': 260, 'avg_loss': 0.23252646032989535, 'avg_acc': 67.98371647509579, 'loss': 0.27364971135050703} +{'epoch': 'EP5_train', 'avg_loss': 0.23302859974439444, 'total_acc': 67.87582839204744, 'f1_scores': 0.7223296546275455} +{'epoch': 6, 'iter': 0, 'avg_loss': 0.21935169325479364, 'avg_acc': 62.5, 'loss': 0.21935169325479364} +{'epoch': 6, 'iter': 10, 'avg_loss': 0.21684105442029747, 'avg_acc': 73.29545454545455, 'loss': 0.20316994883416684} +{'epoch': 6, 'iter': 20, 'avg_loss': 0.23030120048493777, 'avg_acc': 68.15476190476191, 'loss': 0.23365625609104815} +{'epoch': 6, 'iter': 30, 'avg_loss': 0.22514639490516153, 'avg_acc': 70.56451612903226, 'loss': 0.3092523154235534} +{'epoch': 6, 'iter': 40, 'avg_loss': 0.22350304288656128, 'avg_acc': 71.64634146341463, 'loss': 0.18326952788830955} +{'epoch': 6, 'iter': 50, 'avg_loss': 0.22366811672914053, 'avg_acc': 71.75245098039215, 'loss': 0.21314966487667722} +{'epoch': 6, 'iter': 60, 'avg_loss': 0.22565624575885576, 'avg_acc': 71.31147540983606, 'loss': 0.24505432476832667} +{'epoch': 6, 'iter': 70, 'avg_loss': 0.22586091638036354, 'avg_acc': 71.17077464788733, 'loss': 0.23260655760012533} +{'epoch': 6, 'iter': 80, 'avg_loss': 0.22473220000598912, 'avg_acc': 71.64351851851852, 'loss': 0.24295897168108077} +{'epoch': 6, 'iter': 90, 'avg_loss': 0.2244614378864008, 'avg_acc': 71.29120879120879, 'loss': 0.19199104416202317} +{'epoch': 6, 'iter': 100, 'avg_loss': 0.22391088971796963, 'avg_acc': 71.00866336633663, 'loss': 0.24666941504931725} +{'epoch': 6, 'iter': 110, 'avg_loss': 0.2237501980022665, 'avg_acc': 70.97409909909909, 'loss': 0.26054980787744086} +{'epoch': 6, 'iter': 120, 'avg_loss': 0.22400313214988157, 'avg_acc': 70.66115702479338, 'loss': 0.22284443167206647} +{'epoch': 6, 'iter': 130, 'avg_loss': 0.22371763317766238, 'avg_acc': 70.49141221374046, 'loss': 0.20216522299319956} +{'epoch': 6, 'iter': 140, 'avg_loss': 0.22500324044442865, 'avg_acc': 69.99113475177306, 'loss': 0.2727826898517378} +{'epoch': 6, 'iter': 150, 'avg_loss': 0.22662429759964225, 'avg_acc': 69.59850993377484, 'loss': 0.2882194639044298} +{'epoch': 6, 'iter': 160, 'avg_loss': 0.2259533684932238, 'avg_acc': 69.91459627329193, 'loss': 0.2537079335645233} +{'epoch': 6, 'iter': 170, 'avg_loss': 0.2256409909500748, 'avg_acc': 69.828216374269, 'loss': 0.22478917616332897} +{'epoch': 6, 'iter': 180, 'avg_loss': 0.22500565569621991, 'avg_acc': 69.9585635359116, 'loss': 0.1774353866224} +{'epoch': 6, 'iter': 190, 'avg_loss': 0.22503821375722202, 'avg_acc': 69.89528795811518, 'loss': 0.22114652835887227} +{'epoch': 6, 'iter': 200, 'avg_loss': 0.22491355892824214, 'avg_acc': 69.79166666666666, 'loss': 0.23012812325586243} +{'epoch': 6, 'iter': 210, 'avg_loss': 0.22507531440451678, 'avg_acc': 69.6978672985782, 'loss': 0.23838739557699487} +{'epoch': 6, 'iter': 220, 'avg_loss': 0.22485019999946873, 'avg_acc': 69.78223981900452, 'loss': 0.183721307731251} +{'epoch': 6, 'iter': 230, 'avg_loss': 0.22375275238635925, 'avg_acc': 69.96753246753246, 'loss': 0.18701905154597803} +{'epoch': 6, 'iter': 240, 'avg_loss': 0.22303609418459777, 'avg_acc': 70.12448132780082, 'loss': 0.18795901879730081} +{'epoch': 6, 'iter': 250, 'avg_loss': 0.22217667980569525, 'avg_acc': 70.3187250996016, 'loss': 0.21759165594904264} +{'epoch': 6, 'iter': 260, 'avg_loss': 0.22157938749492306, 'avg_acc': 70.47413793103449, 'loss': 0.18473110029351247} +{'epoch': 'EP6_train', 'avg_loss': 0.2222169695487347, 'total_acc': 70.25927217765376, 'f1_scores': 0.7557584825224702} +{'epoch': 7, 'iter': 0, 'avg_loss': 0.24046446122130352, 'avg_acc': 53.125, 'loss': 0.24046446122130352} +{'epoch': 7, 'iter': 10, 'avg_loss': 0.20991024944619874, 'avg_acc': 72.72727272727273, 'loss': 0.19148871835022874} +{'epoch': 7, 'iter': 20, 'avg_loss': 0.21763911441826597, 'avg_acc': 69.49404761904762, 'loss': 0.19702631528356765} +{'epoch': 7, 'iter': 30, 'avg_loss': 0.21293495725260603, 'avg_acc': 71.7741935483871, 'loss': 0.2646153086131895} +{'epoch': 7, 'iter': 40, 'avg_loss': 0.2128013332123296, 'avg_acc': 71.4939024390244, 'loss': 0.18645816641836582} +{'epoch': 7, 'iter': 50, 'avg_loss': 0.21116438167607376, 'avg_acc': 72.48774509803921, 'loss': 0.2046550656806281} +{'epoch': 7, 'iter': 60, 'avg_loss': 0.2129983816005746, 'avg_acc': 71.97745901639344, 'loss': 0.19501637698625374} +{'epoch': 7, 'iter': 70, 'avg_loss': 0.2129105800713453, 'avg_acc': 71.91901408450704, 'loss': 0.207027671502861} +{'epoch': 7, 'iter': 80, 'avg_loss': 0.2110701853805576, 'avg_acc': 72.64660493827161, 'loss': 0.24947449234425328} +{'epoch': 7, 'iter': 90, 'avg_loss': 0.210659965955744, 'avg_acc': 72.76785714285714, 'loss': 0.16671312035866492} +{'epoch': 7, 'iter': 100, 'avg_loss': 0.2097308582133913, 'avg_acc': 73.01980198019803, 'loss': 0.26267535695101935} +{'epoch': 7, 'iter': 110, 'avg_loss': 0.20969980809445835, 'avg_acc': 73.17004504504504, 'loss': 0.23594829701836975} +{'epoch': 7, 'iter': 120, 'avg_loss': 0.2097564147577262, 'avg_acc': 73.24380165289256, 'loss': 0.23738043137666914} +{'epoch': 7, 'iter': 130, 'avg_loss': 0.2098784680454038, 'avg_acc': 73.11545801526718, 'loss': 0.16202178470404807} +{'epoch': 7, 'iter': 140, 'avg_loss': 0.21096975172305787, 'avg_acc': 72.71719858156028, 'loss': 0.2211035298707559} +{'epoch': 7, 'iter': 150, 'avg_loss': 0.21251929570072023, 'avg_acc': 72.37168874172185, 'loss': 0.283618465099242} +{'epoch': 7, 'iter': 160, 'avg_loss': 0.21203766803977542, 'avg_acc': 72.55434782608695, 'loss': 0.22571247556532267} +{'epoch': 7, 'iter': 170, 'avg_loss': 0.2117320981906686, 'avg_acc': 72.47807017543859, 'loss': 0.19525159586059207} +{'epoch': 7, 'iter': 180, 'avg_loss': 0.21136171316677207, 'avg_acc': 72.5828729281768, 'loss': 0.20248732454952897} +{'epoch': 7, 'iter': 190, 'avg_loss': 0.21104644319409052, 'avg_acc': 72.57853403141361, 'loss': 0.22738648912645332} +{'epoch': 7, 'iter': 200, 'avg_loss': 0.21153983869889897, 'avg_acc': 72.48134328358209, 'loss': 0.20661436047639573} +{'epoch': 7, 'iter': 210, 'avg_loss': 0.21134389654461608, 'avg_acc': 72.49703791469194, 'loss': 0.2391646608982845} +{'epoch': 7, 'iter': 220, 'avg_loss': 0.21120732502240466, 'avg_acc': 72.61029411764706, 'loss': 0.16272537960328137} +{'epoch': 7, 'iter': 230, 'avg_loss': 0.21057169621520733, 'avg_acc': 72.61904761904762, 'loss': 0.21584482610939557} +{'epoch': 7, 'iter': 240, 'avg_loss': 0.20998317188761087, 'avg_acc': 72.66597510373444, 'loss': 0.16491852990707148} +{'epoch': 7, 'iter': 250, 'avg_loss': 0.20963004444145572, 'avg_acc': 72.70916334661355, 'loss': 0.21287248446841592} +{'epoch': 7, 'iter': 260, 'avg_loss': 0.20939813005019006, 'avg_acc': 72.79693486590038, 'loss': 0.18601752622500303} +{'epoch': 'EP7_train', 'avg_loss': 0.21006186498343973, 'total_acc': 72.60783629810487, 'f1_scores': 0.7920869865606521} +{'epoch': 8, 'iter': 0, 'avg_loss': 0.20168924364956603, 'avg_acc': 62.5, 'loss': 0.20168924364956603} +{'epoch': 8, 'iter': 10, 'avg_loss': 0.20622376842358436, 'avg_acc': 71.5909090909091, 'loss': 0.18158942402188163} +{'epoch': 8, 'iter': 20, 'avg_loss': 0.2139828970844539, 'avg_acc': 69.49404761904762, 'loss': 0.19441063612636558} +{'epoch': 8, 'iter': 30, 'avg_loss': 0.20900722294289842, 'avg_acc': 70.86693548387096, 'loss': 0.26519421928186454} +{'epoch': 8, 'iter': 40, 'avg_loss': 0.2067998786251503, 'avg_acc': 71.64634146341463, 'loss': 0.18087045742957536} +{'epoch': 8, 'iter': 50, 'avg_loss': 0.20537587244584476, 'avg_acc': 71.99754901960785, 'loss': 0.20619303445855863} +{'epoch': 8, 'iter': 60, 'avg_loss': 0.20801260300733204, 'avg_acc': 71.51639344262296, 'loss': 0.21889874580650315} +{'epoch': 8, 'iter': 70, 'avg_loss': 0.20822176841713952, 'avg_acc': 71.65492957746478, 'loss': 0.22048436279230693} +{'epoch': 8, 'iter': 80, 'avg_loss': 0.20756965648950174, 'avg_acc': 71.99074074074075, 'loss': 0.2550609603256382} +{'epoch': 8, 'iter': 90, 'avg_loss': 0.2078737326259708, 'avg_acc': 71.73763736263736, 'loss': 0.17517721377690265} +{'epoch': 8, 'iter': 100, 'avg_loss': 0.20724437837038978, 'avg_acc': 71.875, 'loss': 0.25521861778094845} +{'epoch': 8, 'iter': 110, 'avg_loss': 0.20703200805936717, 'avg_acc': 72.15653153153153, 'loss': 0.22526244381613936} +{'epoch': 8, 'iter': 120, 'avg_loss': 0.207322217785575, 'avg_acc': 72.26239669421489, 'loss': 0.21502648792238688} +{'epoch': 8, 'iter': 130, 'avg_loss': 0.20667772678950913, 'avg_acc': 72.39980916030534, 'loss': 0.1563396311205878} +{'epoch': 8, 'iter': 140, 'avg_loss': 0.20835618222854704, 'avg_acc': 71.96365248226951, 'loss': 0.24029601559362032} +{'epoch': 8, 'iter': 150, 'avg_loss': 0.20904457694174725, 'avg_acc': 71.97847682119205, 'loss': 0.2723526540091338} +{'epoch': 8, 'iter': 160, 'avg_loss': 0.2083917358989622, 'avg_acc': 72.14673913043478, 'loss': 0.22979304713795806} +{'epoch': 8, 'iter': 170, 'avg_loss': 0.20786092018159266, 'avg_acc': 72.24049707602339, 'loss': 0.18985052885591966} +{'epoch': 8, 'iter': 180, 'avg_loss': 0.20722715812484901, 'avg_acc': 72.34116022099447, 'loss': 0.16687755068509016} +{'epoch': 8, 'iter': 190, 'avg_loss': 0.20670233823523593, 'avg_acc': 72.46400523560209, 'loss': 0.2049454569504367} +{'epoch': 8, 'iter': 200, 'avg_loss': 0.2068885204662811, 'avg_acc': 72.34141791044776, 'loss': 0.20591611918614813} +{'epoch': 8, 'iter': 210, 'avg_loss': 0.20668145703458404, 'avg_acc': 72.30450236966824, 'loss': 0.22244970688687105} +{'epoch': 8, 'iter': 220, 'avg_loss': 0.20644434101973888, 'avg_acc': 72.46889140271493, 'loss': 0.16519146494382447} +{'epoch': 8, 'iter': 230, 'avg_loss': 0.20566220814474312, 'avg_acc': 72.70021645021644, 'loss': 0.19745536739915587} +{'epoch': 8, 'iter': 240, 'avg_loss': 0.20500090183650485, 'avg_acc': 72.86047717842324, 'loss': 0.1555774278168097} +{'epoch': 8, 'iter': 250, 'avg_loss': 0.2044235241507389, 'avg_acc': 72.97061752988047, 'loss': 0.20723162313710677} +{'epoch': 8, 'iter': 260, 'avg_loss': 0.20401450861004028, 'avg_acc': 73.08429118773945, 'loss': 0.17238806239185625} +{'epoch': 'EP8_train', 'avg_loss': 0.2045528506092411, 'total_acc': 72.95663294965702, 'f1_scores': 0.7984290690644346} +{'epoch': 9, 'iter': 0, 'avg_loss': 0.18940574623000217, 'avg_acc': 71.875, 'loss': 0.18940574623000217} +{'epoch': 9, 'iter': 10, 'avg_loss': 0.19546267827573735, 'avg_acc': 74.7159090909091, 'loss': 0.1741480220044776} +{'epoch': 9, 'iter': 20, 'avg_loss': 0.20356357684175508, 'avg_acc': 72.17261904761905, 'loss': 0.18859490084074182} +{'epoch': 9, 'iter': 30, 'avg_loss': 0.2005028200458604, 'avg_acc': 73.28629032258065, 'loss': 0.28361341265756884} +{'epoch': 9, 'iter': 40, 'avg_loss': 0.20024554900679556, 'avg_acc': 73.6280487804878, 'loss': 0.1632863707946756} +{'epoch': 9, 'iter': 50, 'avg_loss': 0.19996147199254954, 'avg_acc': 74.01960784313727, 'loss': 0.22482298804440654} +{'epoch': 9, 'iter': 60, 'avg_loss': 0.202913842595973, 'avg_acc': 73.46311475409836, 'loss': 0.21139503660692022} +{'epoch': 9, 'iter': 70, 'avg_loss': 0.204526848671658, 'avg_acc': 72.88732394366197, 'loss': 0.2191968817140345} +{'epoch': 9, 'iter': 80, 'avg_loss': 0.20349685594245084, 'avg_acc': 73.26388888888889, 'loss': 0.2139390386362854} +{'epoch': 9, 'iter': 90, 'avg_loss': 0.20316995520438835, 'avg_acc': 72.9739010989011, 'loss': 0.15733009963393027} +{'epoch': 9, 'iter': 100, 'avg_loss': 0.20244833843085877, 'avg_acc': 73.11262376237624, 'loss': 0.2326066271072185} +{'epoch': 9, 'iter': 110, 'avg_loss': 0.202358947523869, 'avg_acc': 73.1418918918919, 'loss': 0.23363259584694365} +{'epoch': 9, 'iter': 120, 'avg_loss': 0.20334541489901745, 'avg_acc': 72.88223140495867, 'loss': 0.2044791895952248} +{'epoch': 9, 'iter': 130, 'avg_loss': 0.2032591339968908, 'avg_acc': 72.80534351145039, 'loss': 0.1474762490490765} +{'epoch': 9, 'iter': 140, 'avg_loss': 0.20457756214333522, 'avg_acc': 72.38475177304964, 'loss': 0.2324576885934927} +{'epoch': 9, 'iter': 150, 'avg_loss': 0.20595897655426806, 'avg_acc': 72.20612582781457, 'loss': 0.2552527024292804} +{'epoch': 9, 'iter': 160, 'avg_loss': 0.20538403070969335, 'avg_acc': 72.51552795031056, 'loss': 0.22575632961885664} +{'epoch': 9, 'iter': 170, 'avg_loss': 0.20445910854103036, 'avg_acc': 72.62426900584795, 'loss': 0.18313080548871188} +{'epoch': 9, 'iter': 180, 'avg_loss': 0.20402190101590084, 'avg_acc': 72.77279005524862, 'loss': 0.19081696900362438} +{'epoch': 9, 'iter': 190, 'avg_loss': 0.20412617159074062, 'avg_acc': 72.72578534031413, 'loss': 0.21802300105753147} +{'epoch': 9, 'iter': 200, 'avg_loss': 0.2041414152453018, 'avg_acc': 72.68345771144278, 'loss': 0.2004430273183126} +{'epoch': 9, 'iter': 210, 'avg_loss': 0.20422180337080126, 'avg_acc': 72.61552132701422, 'loss': 0.2325785735862768} +{'epoch': 9, 'iter': 220, 'avg_loss': 0.2043600210383666, 'avg_acc': 72.72341628959276, 'loss': 0.1589053084029052} +{'epoch': 9, 'iter': 230, 'avg_loss': 0.20385014668198978, 'avg_acc': 72.86255411255411, 'loss': 0.2051928185641848} +{'epoch': 9, 'iter': 240, 'avg_loss': 0.20326678907583723, 'avg_acc': 72.88641078838174, 'loss': 0.15041293126259753} +{'epoch': 9, 'iter': 250, 'avg_loss': 0.2029908510911148, 'avg_acc': 72.89591633466136, 'loss': 0.19279974165194805} +{'epoch': 9, 'iter': 260, 'avg_loss': 0.20294983249472107, 'avg_acc': 72.90469348659003, 'loss': 0.19364414513190958} +{'epoch': 'EP9_train', 'avg_loss': 0.20388742380380315, 'total_acc': 72.70084873851877, 'f1_scores': 0.7917643772031696} +{'epoch': 10, 'iter': 0, 'avg_loss': 0.1964519334510396, 'avg_acc': 68.75, 'loss': 0.1964519334510396} +{'epoch': 10, 'iter': 10, 'avg_loss': 0.2031241722374644, 'avg_acc': 72.44318181818183, 'loss': 0.20212612467280774} +{'epoch': 10, 'iter': 20, 'avg_loss': 0.20879956885987014, 'avg_acc': 71.57738095238095, 'loss': 0.22287454490022388} +{'epoch': 10, 'iter': 30, 'avg_loss': 0.2023972110783735, 'avg_acc': 73.89112903225806, 'loss': 0.2718275226551136} +{'epoch': 10, 'iter': 40, 'avg_loss': 0.20158356139518235, 'avg_acc': 73.47560975609755, 'loss': 0.17507110376229612} +{'epoch': 10, 'iter': 50, 'avg_loss': 0.20097431690620618, 'avg_acc': 73.71323529411765, 'loss': 0.21387643683991187} +{'epoch': 10, 'iter': 60, 'avg_loss': 0.20317450926856712, 'avg_acc': 73.15573770491804, 'loss': 0.22416087983413846} +{'epoch': 10, 'iter': 70, 'avg_loss': 0.20438104536751747, 'avg_acc': 72.7112676056338, 'loss': 0.19743021364290922} +{'epoch': 10, 'iter': 80, 'avg_loss': 0.20228820703969447, 'avg_acc': 73.07098765432099, 'loss': 0.20238888257940194} +{'epoch': 10, 'iter': 90, 'avg_loss': 0.20124114006247487, 'avg_acc': 73.07692307692307, 'loss': 0.1658803456723155} +{'epoch': 10, 'iter': 100, 'avg_loss': 0.19986454901639267, 'avg_acc': 73.32920792079209, 'loss': 0.23980805735281457} +{'epoch': 10, 'iter': 110, 'avg_loss': 0.2000173320595837, 'avg_acc': 73.22635135135135, 'loss': 0.24123137968841285} +{'epoch': 10, 'iter': 120, 'avg_loss': 0.20103413269202403, 'avg_acc': 73.1146694214876, 'loss': 0.23414587215909574} +{'epoch': 10, 'iter': 130, 'avg_loss': 0.20089214828519217, 'avg_acc': 73.09160305343512, 'loss': 0.1594733343251034} +{'epoch': 10, 'iter': 140, 'avg_loss': 0.20242205691979825, 'avg_acc': 72.58421985815603, 'loss': 0.23229166729580744} +{'epoch': 10, 'iter': 150, 'avg_loss': 0.20333694597386784, 'avg_acc': 72.62003311258279, 'loss': 0.2219879210890091} +{'epoch': 10, 'iter': 160, 'avg_loss': 0.2027778334228136, 'avg_acc': 72.88431677018633, 'loss': 0.24615237381333088} +{'epoch': 10, 'iter': 170, 'avg_loss': 0.20243764282207888, 'avg_acc': 72.75219298245614, 'loss': 0.19542132597977968} +{'epoch': 10, 'iter': 180, 'avg_loss': 0.20182635605770505, 'avg_acc': 72.89364640883977, 'loss': 0.15638465441782654} +{'epoch': 10, 'iter': 190, 'avg_loss': 0.2020803168115513, 'avg_acc': 72.84031413612566, 'loss': 0.2141695997223673} +{'epoch': 10, 'iter': 200, 'avg_loss': 0.2024234917914242, 'avg_acc': 72.76119402985076, 'loss': 0.20107958660034747} +{'epoch': 10, 'iter': 210, 'avg_loss': 0.20238827914137336, 'avg_acc': 72.74881516587678, 'loss': 0.2426187944509885} +{'epoch': 10, 'iter': 220, 'avg_loss': 0.20202562395087087, 'avg_acc': 72.93552036199095, 'loss': 0.16540519804490117} +{'epoch': 10, 'iter': 230, 'avg_loss': 0.20153841838242326, 'avg_acc': 73.02489177489177, 'loss': 0.2021903103393165} +{'epoch': 10, 'iter': 240, 'avg_loss': 0.20122467762985236, 'avg_acc': 72.99014522821577, 'loss': 0.1381462940970134} +{'epoch': 10, 'iter': 250, 'avg_loss': 0.20075007598518918, 'avg_acc': 73.20717131474103, 'loss': 0.1993826828098345} +{'epoch': 10, 'iter': 260, 'avg_loss': 0.20055312301843015, 'avg_acc': 73.26388888888889, 'loss': 0.1748902324177704} +{'epoch': 'EP10_train', 'avg_loss': 0.20126317258470808, 'total_acc': 73.02639227996744, 'f1_scores': 0.7964492904527678} +{'epoch': 11, 'iter': 0, 'avg_loss': 0.2245124878233225, 'avg_acc': 62.5, 'loss': 0.2245124878233225} +{'epoch': 11, 'iter': 10, 'avg_loss': 0.2016255094211334, 'avg_acc': 73.29545454545455, 'loss': 0.1905218509455615} +{'epoch': 11, 'iter': 20, 'avg_loss': 0.20947057104954697, 'avg_acc': 71.13095238095238, 'loss': 0.1913534299455445} +{'epoch': 11, 'iter': 30, 'avg_loss': 0.20098203838633555, 'avg_acc': 72.78225806451613, 'loss': 0.2741178798392119} +{'epoch': 11, 'iter': 40, 'avg_loss': 0.20021234992456116, 'avg_acc': 72.2560975609756, 'loss': 0.1671947376094808} +{'epoch': 11, 'iter': 50, 'avg_loss': 0.2007385337704559, 'avg_acc': 72.42647058823529, 'loss': 0.2144661581657772} +{'epoch': 11, 'iter': 60, 'avg_loss': 0.20154879872419398, 'avg_acc': 72.43852459016394, 'loss': 0.194562783264158} +{'epoch': 11, 'iter': 70, 'avg_loss': 0.20127349038757725, 'avg_acc': 72.53521126760563, 'loss': 0.20568891373477527} +{'epoch': 11, 'iter': 80, 'avg_loss': 0.19897646837351557, 'avg_acc': 73.18672839506173, 'loss': 0.21587954742053483} +{'epoch': 11, 'iter': 90, 'avg_loss': 0.19715596094522428, 'avg_acc': 73.38598901098901, 'loss': 0.14565499477294097} +{'epoch': 11, 'iter': 100, 'avg_loss': 0.19638249680908054, 'avg_acc': 73.42202970297029, 'loss': 0.2467470599768993} +{'epoch': 11, 'iter': 110, 'avg_loss': 0.19591087127443493, 'avg_acc': 73.70495495495496, 'loss': 0.24784825175483352} +{'epoch': 11, 'iter': 120, 'avg_loss': 0.1961478255741403, 'avg_acc': 73.63119834710744, 'loss': 0.20079156104371315} +{'epoch': 11, 'iter': 130, 'avg_loss': 0.1955682078256287, 'avg_acc': 73.61641221374046, 'loss': 0.17794692875127335} +{'epoch': 11, 'iter': 140, 'avg_loss': 0.197300583271927, 'avg_acc': 73.0718085106383, 'loss': 0.2122038766397866} +{'epoch': 11, 'iter': 150, 'avg_loss': 0.19829682153282976, 'avg_acc': 73.13741721854305, 'loss': 0.2582564053266034} +{'epoch': 11, 'iter': 160, 'avg_loss': 0.19747499902583582, 'avg_acc': 73.36956521739131, 'loss': 0.23307014861658054} +{'epoch': 11, 'iter': 170, 'avg_loss': 0.19698184200915295, 'avg_acc': 73.35526315789474, 'loss': 0.15491115420862553} +{'epoch': 11, 'iter': 180, 'avg_loss': 0.19614236572480018, 'avg_acc': 73.60151933701657, 'loss': 0.16359872131232475} +{'epoch': 11, 'iter': 190, 'avg_loss': 0.19618661884471028, 'avg_acc': 73.60929319371728, 'loss': 0.20313135179126157} +{'epoch': 11, 'iter': 200, 'avg_loss': 0.19665177987846635, 'avg_acc': 73.53855721393035, 'loss': 0.1962826642835854} +{'epoch': 11, 'iter': 210, 'avg_loss': 0.19686080611995374, 'avg_acc': 73.45971563981043, 'loss': 0.22556707800621162} +{'epoch': 11, 'iter': 220, 'avg_loss': 0.196607260947991, 'avg_acc': 73.60011312217195, 'loss': 0.17311611227181548} +{'epoch': 11, 'iter': 230, 'avg_loss': 0.19584501377294752, 'avg_acc': 73.76893939393939, 'loss': 0.20174303557596876} +{'epoch': 11, 'iter': 240, 'avg_loss': 0.19555908213357892, 'avg_acc': 73.84595435684648, 'loss': 0.14909799168458854} +{'epoch': 11, 'iter': 250, 'avg_loss': 0.19511868156505535, 'avg_acc': 73.99153386454184, 'loss': 0.22134624750864262} +{'epoch': 11, 'iter': 260, 'avg_loss': 0.1945317009532615, 'avg_acc': 74.1139846743295, 'loss': 0.16246360166327226} +{'epoch': 'EP11_train', 'avg_loss': 0.19510050124406145, 'total_acc': 73.93326357400302, 'f1_scores': 0.8060475728425773} +{'epoch': 12, 'iter': 0, 'avg_loss': 0.19518996020639787, 'avg_acc': 68.75, 'loss': 0.19518996020639787} +{'epoch': 12, 'iter': 10, 'avg_loss': 0.19672647192879317, 'avg_acc': 72.72727272727273, 'loss': 0.18736723688117657} +{'epoch': 12, 'iter': 20, 'avg_loss': 0.20251925286216296, 'avg_acc': 71.72619047619048, 'loss': 0.18337294101521653} +{'epoch': 12, 'iter': 30, 'avg_loss': 0.19430342552723812, 'avg_acc': 73.28629032258065, 'loss': 0.28077926599353475} +{'epoch': 12, 'iter': 40, 'avg_loss': 0.19363016302771996, 'avg_acc': 72.63719512195121, 'loss': 0.14807688095886207} +{'epoch': 12, 'iter': 50, 'avg_loss': 0.19255192726689688, 'avg_acc': 73.22303921568627, 'loss': 0.20597095891774586} +{'epoch': 12, 'iter': 60, 'avg_loss': 0.19490667668350198, 'avg_acc': 72.95081967213115, 'loss': 0.209811452963448} +{'epoch': 12, 'iter': 70, 'avg_loss': 0.19601598083504782, 'avg_acc': 72.79929577464789, 'loss': 0.21318707346530275} +{'epoch': 12, 'iter': 80, 'avg_loss': 0.19437407112322308, 'avg_acc': 73.37962962962963, 'loss': 0.2157864111909691} +{'epoch': 12, 'iter': 90, 'avg_loss': 0.19486489519451228, 'avg_acc': 73.07692307692307, 'loss': 0.16536755636247666} +{'epoch': 12, 'iter': 100, 'avg_loss': 0.1937755141212655, 'avg_acc': 73.39108910891089, 'loss': 0.2528969712357585} +{'epoch': 12, 'iter': 110, 'avg_loss': 0.19341376746997102, 'avg_acc': 73.59234234234235, 'loss': 0.2508142464642365} +{'epoch': 12, 'iter': 120, 'avg_loss': 0.19390084103280444, 'avg_acc': 73.4504132231405, 'loss': 0.19283789420567082} +{'epoch': 12, 'iter': 130, 'avg_loss': 0.19360448701388483, 'avg_acc': 73.44942748091603, 'loss': 0.16039096746949408} +{'epoch': 12, 'iter': 140, 'avg_loss': 0.19501370560223252, 'avg_acc': 73.13829787234043, 'loss': 0.22439761610520748} +{'epoch': 12, 'iter': 150, 'avg_loss': 0.19618406877992262, 'avg_acc': 73.22019867549669, 'loss': 0.2600680681449989} +{'epoch': 12, 'iter': 160, 'avg_loss': 0.19558914815973694, 'avg_acc': 73.3889751552795, 'loss': 0.22005262161144806} +{'epoch': 12, 'iter': 170, 'avg_loss': 0.19540442242694667, 'avg_acc': 73.5014619883041, 'loss': 0.18043505457316247} +{'epoch': 12, 'iter': 180, 'avg_loss': 0.19467665837285833, 'avg_acc': 73.7914364640884, 'loss': 0.16410738208677067} +{'epoch': 12, 'iter': 190, 'avg_loss': 0.19456444856999278, 'avg_acc': 73.85471204188482, 'loss': 0.1753221731137791} +{'epoch': 12, 'iter': 200, 'avg_loss': 0.19445865569102935, 'avg_acc': 73.8339552238806, 'loss': 0.17521871430607963} +{'epoch': 12, 'iter': 210, 'avg_loss': 0.19445461610700562, 'avg_acc': 73.78554502369668, 'loss': 0.24049717756200956} +{'epoch': 12, 'iter': 220, 'avg_loss': 0.19428892973434558, 'avg_acc': 73.81221719457014, 'loss': 0.1584072772007963} +{'epoch': 12, 'iter': 230, 'avg_loss': 0.1935685832933415, 'avg_acc': 73.9448051948052, 'loss': 0.17643568670544138} +{'epoch': 12, 'iter': 240, 'avg_loss': 0.19271617981446076, 'avg_acc': 74.10529045643153, 'loss': 0.15876784030140811} +{'epoch': 12, 'iter': 250, 'avg_loss': 0.19247082618714814, 'avg_acc': 74.15338645418326, 'loss': 0.18905477326330505} +{'epoch': 12, 'iter': 260, 'avg_loss': 0.19182661871938186, 'avg_acc': 74.26963601532567, 'loss': 0.16343521108261225} +{'epoch': 'EP12_train', 'avg_loss': 0.1927165637070894, 'total_acc': 74.02627601441692, 'f1_scores': 0.808278746252814} +{'epoch': 13, 'iter': 0, 'avg_loss': 0.20510465256765337, 'avg_acc': 62.5, 'loss': 0.20510465256765337} +{'epoch': 13, 'iter': 10, 'avg_loss': 0.18843421757230397, 'avg_acc': 76.13636363636364, 'loss': 0.1688336281033165} +{'epoch': 13, 'iter': 20, 'avg_loss': 0.1965583345420258, 'avg_acc': 73.36309523809523, 'loss': 0.18958320072075754} +{'epoch': 13, 'iter': 30, 'avg_loss': 0.190875256118923, 'avg_acc': 74.29435483870968, 'loss': 0.28529021205159005} +{'epoch': 13, 'iter': 40, 'avg_loss': 0.19201517245051986, 'avg_acc': 73.70426829268293, 'loss': 0.14647320911471898} +{'epoch': 13, 'iter': 50, 'avg_loss': 0.1915601276661042, 'avg_acc': 74.57107843137256, 'loss': 0.19821762843226154} +{'epoch': 13, 'iter': 60, 'avg_loss': 0.19254369047724776, 'avg_acc': 73.87295081967213, 'loss': 0.19559557439339414} +{'epoch': 13, 'iter': 70, 'avg_loss': 0.19278299551696862, 'avg_acc': 73.94366197183099, 'loss': 0.18716951416662042} +{'epoch': 13, 'iter': 80, 'avg_loss': 0.1917416245308758, 'avg_acc': 74.38271604938271, 'loss': 0.23106007204639564} +{'epoch': 13, 'iter': 90, 'avg_loss': 0.1911301539395198, 'avg_acc': 74.31318681318682, 'loss': 0.13784281406361792} +{'epoch': 13, 'iter': 100, 'avg_loss': 0.1905818053462092, 'avg_acc': 74.38118811881188, 'loss': 0.22774009473076667} +{'epoch': 13, 'iter': 110, 'avg_loss': 0.19050168998007283, 'avg_acc': 74.5777027027027, 'loss': 0.22532851826898487} +{'epoch': 13, 'iter': 120, 'avg_loss': 0.19107076733408335, 'avg_acc': 74.45764462809917, 'loss': 0.1914980012567834} +{'epoch': 13, 'iter': 130, 'avg_loss': 0.1913279258998361, 'avg_acc': 74.18893129770993, 'loss': 0.17543828093115874} +{'epoch': 13, 'iter': 140, 'avg_loss': 0.1924948374428831, 'avg_acc': 73.86968085106383, 'loss': 0.17271439808412684} +{'epoch': 13, 'iter': 150, 'avg_loss': 0.1934699142414887, 'avg_acc': 73.90314569536423, 'loss': 0.26145421769457955} +{'epoch': 13, 'iter': 160, 'avg_loss': 0.1927334976038975, 'avg_acc': 74.16537267080744, 'loss': 0.22961197708012016} +{'epoch': 13, 'iter': 170, 'avg_loss': 0.192115070376812, 'avg_acc': 74.2141812865497, 'loss': 0.15883584493608233} +{'epoch': 13, 'iter': 180, 'avg_loss': 0.19163274287836296, 'avg_acc': 74.36118784530386, 'loss': 0.14674582879494327} +{'epoch': 13, 'iter': 190, 'avg_loss': 0.19160603181771857, 'avg_acc': 74.44371727748691, 'loss': 0.2034253287866495} +{'epoch': 13, 'iter': 200, 'avg_loss': 0.19176367741566297, 'avg_acc': 74.4092039800995, 'loss': 0.18859980410829685} +{'epoch': 13, 'iter': 210, 'avg_loss': 0.1918259266171668, 'avg_acc': 74.31872037914692, 'loss': 0.2062713177415958} +{'epoch': 13, 'iter': 220, 'avg_loss': 0.19148626299360252, 'avg_acc': 74.49095022624435, 'loss': 0.14984046429451908} +{'epoch': 13, 'iter': 230, 'avg_loss': 0.19065950904296083, 'avg_acc': 74.68885281385282, 'loss': 0.18365718957472915} +{'epoch': 13, 'iter': 240, 'avg_loss': 0.19008632506036935, 'avg_acc': 74.83143153526972, 'loss': 0.1311730575586247} +{'epoch': 13, 'iter': 250, 'avg_loss': 0.18919458371972545, 'avg_acc': 75.0, 'loss': 0.17838671160067612} +{'epoch': 13, 'iter': 260, 'avg_loss': 0.18867310611364885, 'avg_acc': 75.11973180076629, 'loss': 0.17652950153277758} +{'epoch': 'EP13_train', 'avg_loss': 0.18951022079302807, 'total_acc': 74.92152075340077, 'f1_scores': 0.8186945330315253} +{'epoch': 14, 'iter': 0, 'avg_loss': 0.19619402201242914, 'avg_acc': 62.5, 'loss': 0.19619402201242914} +{'epoch': 14, 'iter': 10, 'avg_loss': 0.18402636730949445, 'avg_acc': 75.0, 'loss': 0.15666140549543325} +{'epoch': 14, 'iter': 20, 'avg_loss': 0.1970019035570764, 'avg_acc': 72.32142857142857, 'loss': 0.206282609809112} +{'epoch': 14, 'iter': 30, 'avg_loss': 0.19029480301040588, 'avg_acc': 73.89112903225806, 'loss': 0.3031722446472053} +{'epoch': 14, 'iter': 40, 'avg_loss': 0.18944705201678624, 'avg_acc': 74.3140243902439, 'loss': 0.18377402567655768} +{'epoch': 14, 'iter': 50, 'avg_loss': 0.18822132828097174, 'avg_acc': 75.18382352941177, 'loss': 0.18102372139160292} +{'epoch': 14, 'iter': 60, 'avg_loss': 0.19062440373095124, 'avg_acc': 74.59016393442623, 'loss': 0.18508677950122732} +{'epoch': 14, 'iter': 70, 'avg_loss': 0.19016991655555834, 'avg_acc': 74.60387323943662, 'loss': 0.2001470230819921} +{'epoch': 14, 'iter': 80, 'avg_loss': 0.18864904744899344, 'avg_acc': 75.0, 'loss': 0.19601546003529585} +{'epoch': 14, 'iter': 90, 'avg_loss': 0.18831080965518532, 'avg_acc': 75.06868131868131, 'loss': 0.13595511581913045} +{'epoch': 14, 'iter': 100, 'avg_loss': 0.18734097291059934, 'avg_acc': 75.18564356435643, 'loss': 0.2363406814127428} +{'epoch': 14, 'iter': 110, 'avg_loss': 0.18726078647430827, 'avg_acc': 75.33783783783784, 'loss': 0.26910871058849545} +{'epoch': 14, 'iter': 120, 'avg_loss': 0.18758829587696174, 'avg_acc': 75.38739669421489, 'loss': 0.21301114162828785} +{'epoch': 14, 'iter': 130, 'avg_loss': 0.18687443169458176, 'avg_acc': 75.38167938931298, 'loss': 0.14034812014711687} +{'epoch': 14, 'iter': 140, 'avg_loss': 0.18811764332804812, 'avg_acc': 74.86702127659575, 'loss': 0.21795345191633583} +{'epoch': 14, 'iter': 150, 'avg_loss': 0.18925434354922338, 'avg_acc': 74.91721854304636, 'loss': 0.2327444216176226} +{'epoch': 14, 'iter': 160, 'avg_loss': 0.1887109784205204, 'avg_acc': 75.13586956521739, 'loss': 0.21375160666343895} +{'epoch': 14, 'iter': 170, 'avg_loss': 0.18810856929379505, 'avg_acc': 75.2375730994152, 'loss': 0.1639379141632661} +{'epoch': 14, 'iter': 180, 'avg_loss': 0.18747581232803354, 'avg_acc': 75.4488950276243, 'loss': 0.16088315829460953} +{'epoch': 14, 'iter': 190, 'avg_loss': 0.1873954474073546, 'avg_acc': 75.40903141361257, 'loss': 0.1840296257105644} +{'epoch': 14, 'iter': 200, 'avg_loss': 0.1877891479854502, 'avg_acc': 75.32649253731343, 'loss': 0.17510868919569994} +{'epoch': 14, 'iter': 210, 'avg_loss': 0.18800794928427367, 'avg_acc': 75.1925355450237, 'loss': 0.2257572456175824} +{'epoch': 14, 'iter': 220, 'avg_loss': 0.1877881460243274, 'avg_acc': 75.31108597285068, 'loss': 0.1523153625928667} +{'epoch': 14, 'iter': 230, 'avg_loss': 0.18716200261392751, 'avg_acc': 75.43290043290042, 'loss': 0.16447024577332744} +{'epoch': 14, 'iter': 240, 'avg_loss': 0.1863597389639749, 'avg_acc': 75.57053941908714, 'loss': 0.12329498793296167} +{'epoch': 14, 'iter': 250, 'avg_loss': 0.18576785993534994, 'avg_acc': 75.72211155378487, 'loss': 0.19140775123231535} +{'epoch': 14, 'iter': 260, 'avg_loss': 0.18559904519569909, 'avg_acc': 75.8022030651341, 'loss': 0.1385959814595716} +{'epoch': 'EP14_train', 'avg_loss': 0.18658129490547815, 'total_acc': 75.51447506103942, 'f1_scores': 0.8230941135580652} +{'epoch': 15, 'iter': 0, 'avg_loss': 0.20039885714174535, 'avg_acc': 65.625, 'loss': 0.20039885714174535} +{'epoch': 15, 'iter': 10, 'avg_loss': 0.18911978026603837, 'avg_acc': 75.2840909090909, 'loss': 0.16518211596549495} +{'epoch': 15, 'iter': 20, 'avg_loss': 0.1978464457601486, 'avg_acc': 72.17261904761905, 'loss': 0.2035413375304082} +{'epoch': 15, 'iter': 30, 'avg_loss': 0.1906056780160029, 'avg_acc': 73.38709677419355, 'loss': 0.26893439364040916} +{'epoch': 15, 'iter': 40, 'avg_loss': 0.1873781576573481, 'avg_acc': 74.08536585365853, 'loss': 0.15086546590888514} +{'epoch': 15, 'iter': 50, 'avg_loss': 0.18811618742891165, 'avg_acc': 74.26470588235294, 'loss': 0.2141405558455866} +{'epoch': 15, 'iter': 60, 'avg_loss': 0.1907717980614672, 'avg_acc': 74.18032786885246, 'loss': 0.21732767895503205} +{'epoch': 15, 'iter': 70, 'avg_loss': 0.19027411432332178, 'avg_acc': 74.42781690140845, 'loss': 0.1820553297304416} +{'epoch': 15, 'iter': 80, 'avg_loss': 0.18840561441357723, 'avg_acc': 75.0, 'loss': 0.22122037490712337} +{'epoch': 15, 'iter': 90, 'avg_loss': 0.1887899161584374, 'avg_acc': 74.72527472527473, 'loss': 0.1515800048800305} +{'epoch': 15, 'iter': 100, 'avg_loss': 0.18780153130391156, 'avg_acc': 74.90717821782178, 'loss': 0.23307677165782334} +{'epoch': 15, 'iter': 110, 'avg_loss': 0.18756375412891804, 'avg_acc': 75.19707207207207, 'loss': 0.20257036320942995} +{'epoch': 15, 'iter': 120, 'avg_loss': 0.1883171800164032, 'avg_acc': 75.15495867768594, 'loss': 0.1889255843460741} +{'epoch': 15, 'iter': 130, 'avg_loss': 0.1877208345470408, 'avg_acc': 75.14312977099237, 'loss': 0.1450235134650362} +{'epoch': 15, 'iter': 140, 'avg_loss': 0.1890073759289588, 'avg_acc': 74.822695035461, 'loss': 0.19111936197779347} +{'epoch': 15, 'iter': 150, 'avg_loss': 0.18989006449935264, 'avg_acc': 74.85513245033113, 'loss': 0.23713155610127704} +{'epoch': 15, 'iter': 160, 'avg_loss': 0.18928526303967935, 'avg_acc': 75.0776397515528, 'loss': 0.23174518263022847} +{'epoch': 15, 'iter': 170, 'avg_loss': 0.18864181529465418, 'avg_acc': 75.18274853801171, 'loss': 0.15427489845118966} +{'epoch': 15, 'iter': 180, 'avg_loss': 0.18789156077866837, 'avg_acc': 75.41436464088397, 'loss': 0.14288066777893857} +{'epoch': 15, 'iter': 190, 'avg_loss': 0.1879446365655172, 'avg_acc': 75.40903141361257, 'loss': 0.1865073498183806} +{'epoch': 15, 'iter': 200, 'avg_loss': 0.1882870520806058, 'avg_acc': 75.31094527363184, 'loss': 0.18522622700201702} +{'epoch': 15, 'iter': 210, 'avg_loss': 0.18849583520724225, 'avg_acc': 75.26658767772511, 'loss': 0.23868058717131035} +{'epoch': 15, 'iter': 220, 'avg_loss': 0.1880194325314317, 'avg_acc': 75.4524886877828, 'loss': 0.1468139363627109} +{'epoch': 15, 'iter': 230, 'avg_loss': 0.1877608423829688, 'avg_acc': 75.48701298701299, 'loss': 0.18489273686993293} +{'epoch': 15, 'iter': 240, 'avg_loss': 0.18753290617861176, 'avg_acc': 75.49273858921161, 'loss': 0.15188809297362937} +{'epoch': 15, 'iter': 250, 'avg_loss': 0.18728481225784302, 'avg_acc': 75.62250996015936, 'loss': 0.20084240508895057} +{'epoch': 15, 'iter': 260, 'avg_loss': 0.18724243060366116, 'avg_acc': 75.6824712643678, 'loss': 0.16509370737603238} +{'epoch': 'EP15_train', 'avg_loss': 0.18807300858384282, 'total_acc': 75.4795953958842, 'f1_scores': 0.8234784394415625} +{'epoch': 16, 'iter': 0, 'avg_loss': 0.2179909261418272, 'avg_acc': 65.625, 'loss': 0.2179909261418272} +{'epoch': 16, 'iter': 10, 'avg_loss': 0.19352122276870976, 'avg_acc': 73.86363636363636, 'loss': 0.1557868270957426} +{'epoch': 16, 'iter': 20, 'avg_loss': 0.20055379641447035, 'avg_acc': 72.61904761904762, 'loss': 0.178007116427539} +{'epoch': 16, 'iter': 30, 'avg_loss': 0.1911835782743812, 'avg_acc': 74.39516129032258, 'loss': 0.27943811228562204} +{'epoch': 16, 'iter': 40, 'avg_loss': 0.18975100819119217, 'avg_acc': 74.54268292682927, 'loss': 0.16921617309541098} +{'epoch': 16, 'iter': 50, 'avg_loss': 0.18911771589766194, 'avg_acc': 75.12254901960785, 'loss': 0.21323190210207646} +{'epoch': 16, 'iter': 60, 'avg_loss': 0.1904976508304966, 'avg_acc': 74.89754098360656, 'loss': 0.2053470091513085} +{'epoch': 16, 'iter': 70, 'avg_loss': 0.19140464251251707, 'avg_acc': 74.55985915492957, 'loss': 0.1947053292726975} +{'epoch': 16, 'iter': 80, 'avg_loss': 0.18979346550938844, 'avg_acc': 75.34722222222221, 'loss': 0.21110492684192547} +{'epoch': 16, 'iter': 90, 'avg_loss': 0.1896002775739211, 'avg_acc': 75.24038461538461, 'loss': 0.15898808828658925} +{'epoch': 16, 'iter': 100, 'avg_loss': 0.18930982015156944, 'avg_acc': 75.21658415841584, 'loss': 0.24188935284282537} +{'epoch': 16, 'iter': 110, 'avg_loss': 0.18843169354159686, 'avg_acc': 75.56306306306307, 'loss': 0.19832730899234718} +{'epoch': 16, 'iter': 120, 'avg_loss': 0.18868565261238482, 'avg_acc': 75.49070247933885, 'loss': 0.18474191069828116} +{'epoch': 16, 'iter': 130, 'avg_loss': 0.1885626400740136, 'avg_acc': 75.3578244274809, 'loss': 0.1666173426709544} +{'epoch': 16, 'iter': 140, 'avg_loss': 0.1895194483072279, 'avg_acc': 75.11081560283688, 'loss': 0.18231044400151777} +{'epoch': 16, 'iter': 150, 'avg_loss': 0.19094417235189137, 'avg_acc': 74.89652317880795, 'loss': 0.2547262460846176} +{'epoch': 16, 'iter': 160, 'avg_loss': 0.19016760099286076, 'avg_acc': 75.097049689441, 'loss': 0.22900776816094898} +{'epoch': 16, 'iter': 170, 'avg_loss': 0.1893018369913633, 'avg_acc': 75.14619883040936, 'loss': 0.15976692619430619} +{'epoch': 16, 'iter': 180, 'avg_loss': 0.18850298186890113, 'avg_acc': 75.34530386740332, 'loss': 0.16512297404512108} +{'epoch': 16, 'iter': 190, 'avg_loss': 0.18827421232630415, 'avg_acc': 75.45811518324608, 'loss': 0.1797168436297655} +{'epoch': 16, 'iter': 200, 'avg_loss': 0.18830424218753308, 'avg_acc': 75.40422885572139, 'loss': 0.16298831226359514} +{'epoch': 16, 'iter': 210, 'avg_loss': 0.1885008551382672, 'avg_acc': 75.26658767772511, 'loss': 0.2135681763810453} +{'epoch': 16, 'iter': 220, 'avg_loss': 0.18837852660479093, 'avg_acc': 75.41006787330316, 'loss': 0.14320177149190524} +{'epoch': 16, 'iter': 230, 'avg_loss': 0.1878575950613631, 'avg_acc': 75.50054112554112, 'loss': 0.19044046046404312} +{'epoch': 16, 'iter': 240, 'avg_loss': 0.18782808679193083, 'avg_acc': 75.46680497925311, 'loss': 0.13505666198154284} +{'epoch': 16, 'iter': 250, 'avg_loss': 0.18719218299918153, 'avg_acc': 75.62250996015936, 'loss': 0.2094194856840679} +{'epoch': 16, 'iter': 260, 'avg_loss': 0.18677715795523187, 'avg_acc': 75.70641762452107, 'loss': 0.18213896436769308} +{'epoch': 'EP16_train', 'avg_loss': 0.1875240749463358, 'total_acc': 75.49122195093594, 'f1_scores': 0.8249465927629483} +{'epoch': 17, 'iter': 0, 'avg_loss': 0.21574658378836326, 'avg_acc': 65.625, 'loss': 0.21574658378836326} +{'epoch': 17, 'iter': 10, 'avg_loss': 0.19618779860304805, 'avg_acc': 73.86363636363636, 'loss': 0.17522483274771006} +{'epoch': 17, 'iter': 20, 'avg_loss': 0.20227693105036612, 'avg_acc': 72.91666666666666, 'loss': 0.21689691038753672} +{'epoch': 17, 'iter': 30, 'avg_loss': 0.1940181617326425, 'avg_acc': 74.59677419354838, 'loss': 0.25981195863579387} +{'epoch': 17, 'iter': 40, 'avg_loss': 0.19119674055561617, 'avg_acc': 74.3140243902439, 'loss': 0.13446612936745947} +{'epoch': 17, 'iter': 50, 'avg_loss': 0.18984456580113715, 'avg_acc': 74.63235294117648, 'loss': 0.19043521338080183} +{'epoch': 17, 'iter': 60, 'avg_loss': 0.191480948161794, 'avg_acc': 74.23155737704919, 'loss': 0.17467012507377636} +{'epoch': 17, 'iter': 70, 'avg_loss': 0.19122877317519196, 'avg_acc': 74.33978873239437, 'loss': 0.19032954199411833} +{'epoch': 17, 'iter': 80, 'avg_loss': 0.18971699276542123, 'avg_acc': 75.11574074074075, 'loss': 0.2141376010345896} +{'epoch': 17, 'iter': 90, 'avg_loss': 0.18891895574677778, 'avg_acc': 75.10302197802197, 'loss': 0.1290657538219122} +{'epoch': 17, 'iter': 100, 'avg_loss': 0.18852167632654396, 'avg_acc': 75.12376237623762, 'loss': 0.20554365770173683} +{'epoch': 17, 'iter': 110, 'avg_loss': 0.18689863608367946, 'avg_acc': 75.53490990990991, 'loss': 0.2196401730674771} +{'epoch': 17, 'iter': 120, 'avg_loss': 0.18812150898573546, 'avg_acc': 75.12913223140497, 'loss': 0.23116316068162793} +{'epoch': 17, 'iter': 130, 'avg_loss': 0.1875862369344214, 'avg_acc': 75.16698473282443, 'loss': 0.1397459563979482} +{'epoch': 17, 'iter': 140, 'avg_loss': 0.18891814522603928, 'avg_acc': 74.80053191489363, 'loss': 0.21155444771004892} +{'epoch': 17, 'iter': 150, 'avg_loss': 0.1900278635561664, 'avg_acc': 74.77235099337747, 'loss': 0.22148919222357016} +{'epoch': 17, 'iter': 160, 'avg_loss': 0.1892982344437803, 'avg_acc': 75.0582298136646, 'loss': 0.23422693676438805} +{'epoch': 17, 'iter': 170, 'avg_loss': 0.1883226674185646, 'avg_acc': 75.20102339181285, 'loss': 0.1607232190212586} +{'epoch': 17, 'iter': 180, 'avg_loss': 0.18747910144241367, 'avg_acc': 75.48342541436463, 'loss': 0.14952275333012427} +{'epoch': 17, 'iter': 190, 'avg_loss': 0.18723740707486333, 'avg_acc': 75.53992146596859, 'loss': 0.17271304686518565} +{'epoch': 17, 'iter': 200, 'avg_loss': 0.18710434459244624, 'avg_acc': 75.51305970149254, 'loss': 0.17871816220958942} +{'epoch': 17, 'iter': 210, 'avg_loss': 0.1870350936434351, 'avg_acc': 75.50355450236967, 'loss': 0.20837568075867374} +{'epoch': 17, 'iter': 220, 'avg_loss': 0.1869965572161764, 'avg_acc': 75.56561085972851, 'loss': 0.1540858869065959} +{'epoch': 17, 'iter': 230, 'avg_loss': 0.18627405701475575, 'avg_acc': 75.64935064935064, 'loss': 0.2005057939230304} +{'epoch': 17, 'iter': 240, 'avg_loss': 0.18604256644309566, 'avg_acc': 75.64834024896265, 'loss': 0.1370612701549356} +{'epoch': 17, 'iter': 250, 'avg_loss': 0.18547606623866625, 'avg_acc': 75.77191235059762, 'loss': 0.19485422532188218} +{'epoch': 17, 'iter': 260, 'avg_loss': 0.1849231306517316, 'avg_acc': 75.87404214559386, 'loss': 0.13545105819826475} +{'epoch': 'EP17_train', 'avg_loss': 0.18567848016678257, 'total_acc': 75.68887338681549, 'f1_scores': 0.8271166364085142} +{'epoch': 18, 'iter': 0, 'avg_loss': 0.18607103113039258, 'avg_acc': 68.75, 'loss': 0.18607103113039258} +{'epoch': 18, 'iter': 10, 'avg_loss': 0.1829001916769393, 'avg_acc': 75.85227272727273, 'loss': 0.17844021867926632} +{'epoch': 18, 'iter': 20, 'avg_loss': 0.18897199042991877, 'avg_acc': 74.55357142857143, 'loss': 0.18091398654744797} +{'epoch': 18, 'iter': 30, 'avg_loss': 0.1854077787437623, 'avg_acc': 75.40322580645162, 'loss': 0.28062019343989214} +{'epoch': 18, 'iter': 40, 'avg_loss': 0.18589949142045434, 'avg_acc': 74.77134146341463, 'loss': 0.17201627660464933} +{'epoch': 18, 'iter': 50, 'avg_loss': 0.18633083067153106, 'avg_acc': 75.12254901960785, 'loss': 0.22219180207537673} +{'epoch': 18, 'iter': 60, 'avg_loss': 0.188338768541982, 'avg_acc': 74.33401639344262, 'loss': 0.18909211129784279} +{'epoch': 18, 'iter': 70, 'avg_loss': 0.18828312202800115, 'avg_acc': 74.29577464788733, 'loss': 0.17929701747300034} +{'epoch': 18, 'iter': 80, 'avg_loss': 0.18693485900722648, 'avg_acc': 75.03858024691358, 'loss': 0.20348211152016962} +{'epoch': 18, 'iter': 90, 'avg_loss': 0.18719203463118633, 'avg_acc': 74.86263736263736, 'loss': 0.14818840132419706} +{'epoch': 18, 'iter': 100, 'avg_loss': 0.18582326506993452, 'avg_acc': 75.15470297029702, 'loss': 0.23101161439156517} +{'epoch': 18, 'iter': 110, 'avg_loss': 0.1858493631935495, 'avg_acc': 75.30968468468468, 'loss': 0.21488686023109693} +{'epoch': 18, 'iter': 120, 'avg_loss': 0.18617884375405458, 'avg_acc': 75.23243801652893, 'loss': 0.1782664745670779} +{'epoch': 18, 'iter': 130, 'avg_loss': 0.1857012424925488, 'avg_acc': 75.14312977099237, 'loss': 0.14528744004257377} +{'epoch': 18, 'iter': 140, 'avg_loss': 0.18657685955521824, 'avg_acc': 74.86702127659575, 'loss': 0.16556877135525774} +{'epoch': 18, 'iter': 150, 'avg_loss': 0.1874264805126075, 'avg_acc': 74.9793046357616, 'loss': 0.23525540633261802} +{'epoch': 18, 'iter': 160, 'avg_loss': 0.18653960451288082, 'avg_acc': 75.25232919254658, 'loss': 0.24423496978111914} +{'epoch': 18, 'iter': 170, 'avg_loss': 0.18617261900302204, 'avg_acc': 75.29239766081871, 'loss': 0.14471240069361865} +{'epoch': 18, 'iter': 180, 'avg_loss': 0.18503760018005513, 'avg_acc': 75.63881215469614, 'loss': 0.1652586622970235} +{'epoch': 18, 'iter': 190, 'avg_loss': 0.1848381386521392, 'avg_acc': 75.6544502617801, 'loss': 0.17805897603098433} +{'epoch': 18, 'iter': 200, 'avg_loss': 0.18486138598733573, 'avg_acc': 75.60634328358209, 'loss': 0.18391307684786234} +{'epoch': 18, 'iter': 210, 'avg_loss': 0.18501116942409593, 'avg_acc': 75.54798578199052, 'loss': 0.2355512440786437} +{'epoch': 18, 'iter': 220, 'avg_loss': 0.18477484784682846, 'avg_acc': 75.7777149321267, 'loss': 0.1552850190354645} +{'epoch': 18, 'iter': 230, 'avg_loss': 0.1841606184730819, 'avg_acc': 75.90638528138528, 'loss': 0.1960269768715417} +{'epoch': 18, 'iter': 240, 'avg_loss': 0.18407133925072017, 'avg_acc': 75.89470954356847, 'loss': 0.13302245791927295} +{'epoch': 18, 'iter': 250, 'avg_loss': 0.18350943522410582, 'avg_acc': 76.05826693227091, 'loss': 0.17416112002512762} +{'epoch': 18, 'iter': 260, 'avg_loss': 0.1833863009817008, 'avg_acc': 76.04166666666666, 'loss': 0.16263739942068664} +{'epoch': 'EP18_train', 'avg_loss': 0.18430668954443055, 'total_acc': 75.79351238228114, 'f1_scores': 0.8289846004973439} +{'epoch': 19, 'iter': 0, 'avg_loss': 0.19575443127296158, 'avg_acc': 68.75, 'loss': 0.19575443127296158} +{'epoch': 19, 'iter': 10, 'avg_loss': 0.19025370029021363, 'avg_acc': 75.0, 'loss': 0.170706326819661} +{'epoch': 19, 'iter': 20, 'avg_loss': 0.1961029828767708, 'avg_acc': 73.66071428571429, 'loss': 0.19145860880361656} +{'epoch': 19, 'iter': 30, 'avg_loss': 0.18921971290061373, 'avg_acc': 75.1008064516129, 'loss': 0.2719534641486559} +{'epoch': 19, 'iter': 40, 'avg_loss': 0.18716067556775992, 'avg_acc': 74.6951219512195, 'loss': 0.15097844388202067} +{'epoch': 19, 'iter': 50, 'avg_loss': 0.18697673598102185, 'avg_acc': 74.57107843137256, 'loss': 0.20951912411167126} +{'epoch': 19, 'iter': 60, 'avg_loss': 0.18881422225164549, 'avg_acc': 74.07786885245902, 'loss': 0.18727635812300644} +{'epoch': 19, 'iter': 70, 'avg_loss': 0.18816157511971535, 'avg_acc': 74.1637323943662, 'loss': 0.1927784063518005} +{'epoch': 19, 'iter': 80, 'avg_loss': 0.18583973367457518, 'avg_acc': 74.92283950617285, 'loss': 0.21761865620875043} +{'epoch': 19, 'iter': 90, 'avg_loss': 0.185532664771712, 'avg_acc': 74.96565934065934, 'loss': 0.1758905593862785} +{'epoch': 19, 'iter': 100, 'avg_loss': 0.18490338975711793, 'avg_acc': 75.15470297029702, 'loss': 0.20609469387611057} +{'epoch': 19, 'iter': 110, 'avg_loss': 0.18484390118711835, 'avg_acc': 75.4786036036036, 'loss': 0.21391324440061305} +{'epoch': 19, 'iter': 120, 'avg_loss': 0.18559683800441493, 'avg_acc': 75.33574380165288, 'loss': 0.23084436834806507} +{'epoch': 19, 'iter': 130, 'avg_loss': 0.1852765678298033, 'avg_acc': 75.3578244274809, 'loss': 0.15464467736446708} +{'epoch': 19, 'iter': 140, 'avg_loss': 0.18689067514243057, 'avg_acc': 75.0, 'loss': 0.19695631756521995} +{'epoch': 19, 'iter': 150, 'avg_loss': 0.18826891041190819, 'avg_acc': 74.87582781456953, 'loss': 0.26406189208576536} +{'epoch': 19, 'iter': 160, 'avg_loss': 0.18734126434784795, 'avg_acc': 75.11645962732919, 'loss': 0.20880863823669163} +{'epoch': 19, 'iter': 170, 'avg_loss': 0.1868907040008624, 'avg_acc': 75.2375730994152, 'loss': 0.164286362078578} +{'epoch': 19, 'iter': 180, 'avg_loss': 0.18658006545184197, 'avg_acc': 75.34530386740332, 'loss': 0.14012760525152956} +{'epoch': 19, 'iter': 190, 'avg_loss': 0.18653511771625036, 'avg_acc': 75.32722513089006, 'loss': 0.19422034603181157} +{'epoch': 19, 'iter': 200, 'avg_loss': 0.18682417354479108, 'avg_acc': 75.24875621890547, 'loss': 0.17667005816102638} +{'epoch': 19, 'iter': 210, 'avg_loss': 0.1871284576539015, 'avg_acc': 75.22215639810426, 'loss': 0.2205652872917158} +{'epoch': 19, 'iter': 220, 'avg_loss': 0.18705666391509465, 'avg_acc': 75.35350678733032, 'loss': 0.1480452122556584} +{'epoch': 19, 'iter': 230, 'avg_loss': 0.1861812139267685, 'avg_acc': 75.55465367965368, 'loss': 0.20042355831856185} +{'epoch': 19, 'iter': 240, 'avg_loss': 0.18565266361569185, 'avg_acc': 75.58350622406638, 'loss': 0.14273667516104638} +{'epoch': 19, 'iter': 250, 'avg_loss': 0.18507855891917988, 'avg_acc': 75.73456175298804, 'loss': 0.1999107038077505} +{'epoch': 19, 'iter': 260, 'avg_loss': 0.18446375582247826, 'avg_acc': 75.8860153256705, 'loss': 0.1678591594956385} +{'epoch': 'EP19_train', 'avg_loss': 0.18509508270064043, 'total_acc': 75.71212649691897, 'f1_scores': 0.8300723840697652} +{'epoch': 20, 'iter': 0, 'avg_loss': 0.18501998335321446, 'avg_acc': 68.75, 'loss': 0.18501998335321446} +{'epoch': 20, 'iter': 10, 'avg_loss': 0.18432062332461385, 'avg_acc': 76.42045454545455, 'loss': 0.14500816450077178} +{'epoch': 20, 'iter': 20, 'avg_loss': 0.1905320692869588, 'avg_acc': 74.25595238095238, 'loss': 0.16140806395670534} +{'epoch': 20, 'iter': 30, 'avg_loss': 0.18625442707856507, 'avg_acc': 75.60483870967742, 'loss': 0.29510378562656364} +{'epoch': 20, 'iter': 40, 'avg_loss': 0.18540766109026927, 'avg_acc': 75.3810975609756, 'loss': 0.14153978655776683} +{'epoch': 20, 'iter': 50, 'avg_loss': 0.1838727265163692, 'avg_acc': 75.67401960784314, 'loss': 0.19258729523633936} +{'epoch': 20, 'iter': 60, 'avg_loss': 0.18611374029770564, 'avg_acc': 75.15368852459017, 'loss': 0.1878775516837976} +{'epoch': 20, 'iter': 70, 'avg_loss': 0.18683170025886014, 'avg_acc': 75.04401408450704, 'loss': 0.19535769145961368} +{'epoch': 20, 'iter': 80, 'avg_loss': 0.18506567031097418, 'avg_acc': 75.69444444444444, 'loss': 0.22293261922924348} +{'epoch': 20, 'iter': 90, 'avg_loss': 0.18414042279603185, 'avg_acc': 75.58379120879121, 'loss': 0.13272373428934867} +{'epoch': 20, 'iter': 100, 'avg_loss': 0.1830028605573928, 'avg_acc': 75.86633663366337, 'loss': 0.2309350408680696} +{'epoch': 20, 'iter': 110, 'avg_loss': 0.18323167123635187, 'avg_acc': 75.76013513513513, 'loss': 0.23051596218187698} +{'epoch': 20, 'iter': 120, 'avg_loss': 0.18378210247993626, 'avg_acc': 75.67148760330579, 'loss': 0.20272156966968016} +{'epoch': 20, 'iter': 130, 'avg_loss': 0.18342106647866024, 'avg_acc': 75.69179389312977, 'loss': 0.13404640243009727} +{'epoch': 20, 'iter': 140, 'avg_loss': 0.18510453061453175, 'avg_acc': 75.19946808510637, 'loss': 0.19313078395452976} +{'epoch': 20, 'iter': 150, 'avg_loss': 0.186158358759474, 'avg_acc': 75.20695364238411, 'loss': 0.23663380857158245} +{'epoch': 20, 'iter': 160, 'avg_loss': 0.18557283865584925, 'avg_acc': 75.40760869565217, 'loss': 0.22003324418229753} +{'epoch': 20, 'iter': 170, 'avg_loss': 0.18535632835609575, 'avg_acc': 75.36549707602339, 'loss': 0.16143957280866467} +{'epoch': 20, 'iter': 180, 'avg_loss': 0.18444591124855217, 'avg_acc': 75.6560773480663, 'loss': 0.14177294581915081} +{'epoch': 20, 'iter': 190, 'avg_loss': 0.1840864682310044, 'avg_acc': 75.75261780104712, 'loss': 0.19596548766733105} +{'epoch': 20, 'iter': 200, 'avg_loss': 0.18415337277495109, 'avg_acc': 75.63743781094527, 'loss': 0.19634273476034583} +{'epoch': 20, 'iter': 210, 'avg_loss': 0.18459268880524995, 'avg_acc': 75.53317535545023, 'loss': 0.21150831698752523} +{'epoch': 20, 'iter': 220, 'avg_loss': 0.18449761266906567, 'avg_acc': 75.69287330316742, 'loss': 0.15366098824556015} +{'epoch': 20, 'iter': 230, 'avg_loss': 0.18410672080331542, 'avg_acc': 75.82521645021644, 'loss': 0.19153749828051048} +{'epoch': 20, 'iter': 240, 'avg_loss': 0.1834979565364412, 'avg_acc': 75.95954356846472, 'loss': 0.138849814368606} +{'epoch': 20, 'iter': 250, 'avg_loss': 0.18316430954656604, 'avg_acc': 76.05826693227091, 'loss': 0.20072893608598946} +{'epoch': 20, 'iter': 260, 'avg_loss': 0.18294730468703688, 'avg_acc': 76.12547892720306, 'loss': 0.1615621016723452} +{'epoch': 'EP20_train', 'avg_loss': 0.18363842345742395, 'total_acc': 75.93303104290199, 'f1_scores': 0.8300303318781738} +{'epoch': 21, 'iter': 0, 'avg_loss': 0.19732377914998875, 'avg_acc': 65.625, 'loss': 0.19732377914998875} +{'epoch': 21, 'iter': 10, 'avg_loss': 0.18345397967124064, 'avg_acc': 74.7159090909091, 'loss': 0.1650468217578285} +{'epoch': 21, 'iter': 20, 'avg_loss': 0.18908103730991324, 'avg_acc': 73.80952380952381, 'loss': 0.1789239967176895} +{'epoch': 21, 'iter': 30, 'avg_loss': 0.18168735969317287, 'avg_acc': 75.20161290322581, 'loss': 0.24501346715936936} +{'epoch': 21, 'iter': 40, 'avg_loss': 0.18213773614345963, 'avg_acc': 74.77134146341463, 'loss': 0.1487486476780607} +{'epoch': 21, 'iter': 50, 'avg_loss': 0.18257095112887686, 'avg_acc': 75.18382352941177, 'loss': 0.18918864446744163} +{'epoch': 21, 'iter': 60, 'avg_loss': 0.18526559509474352, 'avg_acc': 74.89754098360656, 'loss': 0.17459049043540312} +{'epoch': 21, 'iter': 70, 'avg_loss': 0.1846857468513896, 'avg_acc': 74.91197183098592, 'loss': 0.1874373186307098} +{'epoch': 21, 'iter': 80, 'avg_loss': 0.18341616850947007, 'avg_acc': 75.61728395061729, 'loss': 0.21915467031666477} +{'epoch': 21, 'iter': 90, 'avg_loss': 0.1834604127685876, 'avg_acc': 75.51510989010988, 'loss': 0.14304798128459517} +{'epoch': 21, 'iter': 100, 'avg_loss': 0.18256289727740366, 'avg_acc': 75.68069306930693, 'loss': 0.21488086581315713} +{'epoch': 21, 'iter': 110, 'avg_loss': 0.18267345671121568, 'avg_acc': 75.90090090090091, 'loss': 0.2378947913468648} +{'epoch': 21, 'iter': 120, 'avg_loss': 0.18256333454953003, 'avg_acc': 76.00723140495867, 'loss': 0.197990153453227} +{'epoch': 21, 'iter': 130, 'avg_loss': 0.1823676243869086, 'avg_acc': 75.81106870229007, 'loss': 0.1548591805950973} +{'epoch': 21, 'iter': 140, 'avg_loss': 0.18380395591417592, 'avg_acc': 75.39893617021278, 'loss': 0.18699050654954974} +{'epoch': 21, 'iter': 150, 'avg_loss': 0.18472820199087314, 'avg_acc': 75.41390728476821, 'loss': 0.2341485202710487} +{'epoch': 21, 'iter': 160, 'avg_loss': 0.18426344077014425, 'avg_acc': 75.65993788819875, 'loss': 0.22451298711606427} +{'epoch': 21, 'iter': 170, 'avg_loss': 0.18393393638266156, 'avg_acc': 75.67616959064327, 'loss': 0.15638087426776284} +{'epoch': 21, 'iter': 180, 'avg_loss': 0.18345382309381345, 'avg_acc': 75.82872928176796, 'loss': 0.16254612613101466} +{'epoch': 21, 'iter': 190, 'avg_loss': 0.18323670190009522, 'avg_acc': 75.94895287958116, 'loss': 0.18592864907445414} +{'epoch': 21, 'iter': 200, 'avg_loss': 0.18385229351147694, 'avg_acc': 75.7773631840796, 'loss': 0.20060582580156602} +{'epoch': 21, 'iter': 210, 'avg_loss': 0.18360672238066192, 'avg_acc': 75.78495260663507, 'loss': 0.19304354050213743} +{'epoch': 21, 'iter': 220, 'avg_loss': 0.18346319107049935, 'avg_acc': 75.82013574660633, 'loss': 0.1475433639593098} +{'epoch': 21, 'iter': 230, 'avg_loss': 0.182887415592657, 'avg_acc': 75.90638528138528, 'loss': 0.17854370243833476} +{'epoch': 21, 'iter': 240, 'avg_loss': 0.18243941238843553, 'avg_acc': 75.95954356846472, 'loss': 0.12327976714161894} +{'epoch': 21, 'iter': 250, 'avg_loss': 0.18187044008717376, 'avg_acc': 76.07071713147411, 'loss': 0.1919934777095327} +{'epoch': 21, 'iter': 260, 'avg_loss': 0.18173377652460504, 'avg_acc': 76.12547892720306, 'loss': 0.17778092727148273} +{'epoch': 'EP21_train', 'avg_loss': 0.18250393755922584, 'total_acc': 75.92140448785025, 'f1_scores': 0.8270680921065295} +{'epoch': 22, 'iter': 0, 'avg_loss': 0.18645081741149738, 'avg_acc': 75.0, 'loss': 0.18645081741149738} +{'epoch': 22, 'iter': 10, 'avg_loss': 0.18557038993080938, 'avg_acc': 76.98863636363636, 'loss': 0.19121289309684233} +{'epoch': 22, 'iter': 20, 'avg_loss': 0.19358413355774887, 'avg_acc': 74.40476190476191, 'loss': 0.18105300430534652} +{'epoch': 22, 'iter': 30, 'avg_loss': 0.18673819771863448, 'avg_acc': 75.60483870967742, 'loss': 0.2649489429252953} +{'epoch': 22, 'iter': 40, 'avg_loss': 0.18553924507749692, 'avg_acc': 75.53353658536585, 'loss': 0.1507347099326515} +{'epoch': 22, 'iter': 50, 'avg_loss': 0.18489620222248046, 'avg_acc': 76.1642156862745, 'loss': 0.20256334000324064} +{'epoch': 22, 'iter': 60, 'avg_loss': 0.1871076147347692, 'avg_acc': 75.35860655737704, 'loss': 0.18574913312575347} +{'epoch': 22, 'iter': 70, 'avg_loss': 0.18604533233567228, 'avg_acc': 75.52816901408451, 'loss': 0.17689631332224462} +{'epoch': 22, 'iter': 80, 'avg_loss': 0.1840532571086039, 'avg_acc': 76.3503086419753, 'loss': 0.22883803469097735} +{'epoch': 22, 'iter': 90, 'avg_loss': 0.18360995761421292, 'avg_acc': 76.30494505494505, 'loss': 0.14073906728560662} +{'epoch': 22, 'iter': 100, 'avg_loss': 0.18216365449632216, 'avg_acc': 76.57797029702971, 'loss': 0.21003316363399854} +{'epoch': 22, 'iter': 110, 'avg_loss': 0.18129004833543297, 'avg_acc': 76.82995495495496, 'loss': 0.20186800638395497} +{'epoch': 22, 'iter': 120, 'avg_loss': 0.18144882863301284, 'avg_acc': 76.70454545454545, 'loss': 0.20049317542848094} +{'epoch': 22, 'iter': 130, 'avg_loss': 0.18134738260704047, 'avg_acc': 76.45515267175573, 'loss': 0.17587731464445355} +{'epoch': 22, 'iter': 140, 'avg_loss': 0.18259438586527976, 'avg_acc': 75.97517730496453, 'loss': 0.21299061742061554} +{'epoch': 22, 'iter': 150, 'avg_loss': 0.1840047119788895, 'avg_acc': 75.86920529801324, 'loss': 0.23835685420641894} +{'epoch': 22, 'iter': 160, 'avg_loss': 0.1836024631714432, 'avg_acc': 76.08695652173914, 'loss': 0.2279455047360955} +{'epoch': 22, 'iter': 170, 'avg_loss': 0.18323565835589276, 'avg_acc': 76.16959064327486, 'loss': 0.14592396364483914} +{'epoch': 22, 'iter': 180, 'avg_loss': 0.18241287906411754, 'avg_acc': 76.39848066298343, 'loss': 0.14319610903646662} +{'epoch': 22, 'iter': 190, 'avg_loss': 0.1828411998946933, 'avg_acc': 76.32526178010471, 'loss': 0.2512149884879433} +{'epoch': 22, 'iter': 200, 'avg_loss': 0.18354347259310233, 'avg_acc': 76.15049751243781, 'loss': 0.1923166081198815} +{'epoch': 22, 'iter': 210, 'avg_loss': 0.18393945551745505, 'avg_acc': 76.02191943127961, 'loss': 0.20865409057176976} +{'epoch': 22, 'iter': 220, 'avg_loss': 0.18417916458057967, 'avg_acc': 76.06052036199095, 'loss': 0.1590680915308005} +{'epoch': 22, 'iter': 230, 'avg_loss': 0.18365036014041516, 'avg_acc': 76.1228354978355, 'loss': 0.1785238751446414} +{'epoch': 22, 'iter': 240, 'avg_loss': 0.18349757575735023, 'avg_acc': 76.16701244813278, 'loss': 0.14928706985977133} +{'epoch': 22, 'iter': 250, 'avg_loss': 0.18343134713155024, 'avg_acc': 76.23256972111554, 'loss': 0.19214610657134296} +{'epoch': 22, 'iter': 260, 'avg_loss': 0.18307255839356315, 'avg_acc': 76.29310344827587, 'loss': 0.16062805520650766} +{'epoch': 'EP22_train', 'avg_loss': 0.18382951865738756, 'total_acc': 76.0609231484711, 'f1_scores': 0.8316543370019949} +{'epoch': 23, 'iter': 0, 'avg_loss': 0.17812795649572674, 'avg_acc': 68.75, 'loss': 0.17812795649572674} +{'epoch': 23, 'iter': 10, 'avg_loss': 0.18467605975786877, 'avg_acc': 76.42045454545455, 'loss': 0.1697569300424538} +{'epoch': 23, 'iter': 20, 'avg_loss': 0.19028843407820858, 'avg_acc': 75.0, 'loss': 0.16118121360491802} +{'epoch': 23, 'iter': 30, 'avg_loss': 0.1828857125631303, 'avg_acc': 76.41129032258065, 'loss': 0.2669962684881309} +{'epoch': 23, 'iter': 40, 'avg_loss': 0.18316205263482566, 'avg_acc': 75.45731707317073, 'loss': 0.13919909563799543} +{'epoch': 23, 'iter': 50, 'avg_loss': 0.1819926108419606, 'avg_acc': 75.79656862745098, 'loss': 0.19832928835950595} +{'epoch': 23, 'iter': 60, 'avg_loss': 0.18423420056580167, 'avg_acc': 75.30737704918032, 'loss': 0.18482489209257022} +{'epoch': 23, 'iter': 70, 'avg_loss': 0.18379003057903134, 'avg_acc': 75.52816901408451, 'loss': 0.1958763531395589} +{'epoch': 23, 'iter': 80, 'avg_loss': 0.18151832429804152, 'avg_acc': 76.04166666666666, 'loss': 0.21500408462244178} +{'epoch': 23, 'iter': 90, 'avg_loss': 0.1815321349459535, 'avg_acc': 75.89285714285714, 'loss': 0.13928821085345128} +{'epoch': 23, 'iter': 100, 'avg_loss': 0.18039353511917453, 'avg_acc': 75.95915841584159, 'loss': 0.2192590939479096} +{'epoch': 23, 'iter': 110, 'avg_loss': 0.18009927922333216, 'avg_acc': 76.18243243243244, 'loss': 0.21932806056487866} +{'epoch': 23, 'iter': 120, 'avg_loss': 0.18095322652832824, 'avg_acc': 76.00723140495867, 'loss': 0.19372589065155157} +{'epoch': 23, 'iter': 130, 'avg_loss': 0.1808463162359698, 'avg_acc': 75.88263358778626, 'loss': 0.152360396412947} +{'epoch': 23, 'iter': 140, 'avg_loss': 0.1824012086222819, 'avg_acc': 75.31028368794325, 'loss': 0.17586176946820484} +{'epoch': 23, 'iter': 150, 'avg_loss': 0.18306685197060582, 'avg_acc': 75.49668874172185, 'loss': 0.2271425014495654} +{'epoch': 23, 'iter': 160, 'avg_loss': 0.18254709710114933, 'avg_acc': 75.67934782608695, 'loss': 0.21987383183926973} +{'epoch': 23, 'iter': 170, 'avg_loss': 0.1818399527796459, 'avg_acc': 75.80409356725146, 'loss': 0.16860596294737765} +{'epoch': 23, 'iter': 180, 'avg_loss': 0.18117502899702911, 'avg_acc': 76.10497237569061, 'loss': 0.1654783415390284} +{'epoch': 23, 'iter': 190, 'avg_loss': 0.18122322615878397, 'avg_acc': 76.03075916230367, 'loss': 0.2118446258304445} +{'epoch': 23, 'iter': 200, 'avg_loss': 0.18152904854894258, 'avg_acc': 75.99502487562188, 'loss': 0.17918287126102986} +{'epoch': 23, 'iter': 210, 'avg_loss': 0.18156774495388905, 'avg_acc': 75.91824644549763, 'loss': 0.2099893323865213} +{'epoch': 23, 'iter': 220, 'avg_loss': 0.18159197455387135, 'avg_acc': 76.06052036199095, 'loss': 0.13985918543088868} +{'epoch': 23, 'iter': 230, 'avg_loss': 0.18110733549011768, 'avg_acc': 76.17694805194806, 'loss': 0.18619904344861482} +{'epoch': 23, 'iter': 240, 'avg_loss': 0.18038798908994302, 'avg_acc': 76.33558091286307, 'loss': 0.13117132940133783} +{'epoch': 23, 'iter': 250, 'avg_loss': 0.1800368242285633, 'avg_acc': 76.43177290836654, 'loss': 0.18708037309108505} +{'epoch': 23, 'iter': 260, 'avg_loss': 0.17968542357625172, 'avg_acc': 76.5205938697318, 'loss': 0.1319761522375872} +{'epoch': 'EP23_train', 'avg_loss': 0.18062627393008807, 'total_acc': 76.33996046971282, 'f1_scores': 0.834643853248026} +{'epoch': 24, 'iter': 0, 'avg_loss': 0.16531251571814207, 'avg_acc': 75.0, 'loss': 0.16531251571814207} +{'epoch': 24, 'iter': 10, 'avg_loss': 0.17675326602608446, 'avg_acc': 77.55681818181817, 'loss': 0.17124954195423112} +{'epoch': 24, 'iter': 20, 'avg_loss': 0.18732649007653404, 'avg_acc': 75.44642857142857, 'loss': 0.20118788725927925} +{'epoch': 24, 'iter': 30, 'avg_loss': 0.18198862960457718, 'avg_acc': 76.51209677419355, 'loss': 0.27106217204751204} +{'epoch': 24, 'iter': 40, 'avg_loss': 0.18146153532730833, 'avg_acc': 76.14329268292683, 'loss': 0.15220626693115133} +{'epoch': 24, 'iter': 50, 'avg_loss': 0.18135841474785955, 'avg_acc': 76.10294117647058, 'loss': 0.1990439057402276} +{'epoch': 24, 'iter': 60, 'avg_loss': 0.1838048653152125, 'avg_acc': 75.97336065573771, 'loss': 0.16431303958503715} +{'epoch': 24, 'iter': 70, 'avg_loss': 0.18419535595173872, 'avg_acc': 75.8362676056338, 'loss': 0.18802875926076823} +{'epoch': 24, 'iter': 80, 'avg_loss': 0.18227051333664893, 'avg_acc': 76.42746913580247, 'loss': 0.21194662421469598} +{'epoch': 24, 'iter': 90, 'avg_loss': 0.18272083111128506, 'avg_acc': 76.23626373626374, 'loss': 0.16404094639827044} +{'epoch': 24, 'iter': 100, 'avg_loss': 0.1814960845869447, 'avg_acc': 76.23762376237624, 'loss': 0.24038851982054155} +{'epoch': 24, 'iter': 110, 'avg_loss': 0.18133777316881763, 'avg_acc': 76.35135135135135, 'loss': 0.2073367867029184} +{'epoch': 24, 'iter': 120, 'avg_loss': 0.18118092506858427, 'avg_acc': 76.2913223140496, 'loss': 0.1877656597412961} +{'epoch': 24, 'iter': 130, 'avg_loss': 0.1810145869996155, 'avg_acc': 76.12118320610686, 'loss': 0.13332238496094206} +{'epoch': 24, 'iter': 140, 'avg_loss': 0.18314064103995428, 'avg_acc': 75.64273049645391, 'loss': 0.2205048610386159} +{'epoch': 24, 'iter': 150, 'avg_loss': 0.18481803718856646, 'avg_acc': 75.49668874172185, 'loss': 0.2381267749498634} +{'epoch': 24, 'iter': 160, 'avg_loss': 0.18451230182525138, 'avg_acc': 75.75698757763976, 'loss': 0.24120179703472236} +{'epoch': 24, 'iter': 170, 'avg_loss': 0.18382729688616745, 'avg_acc': 75.76754385964912, 'loss': 0.14533537428801982} +{'epoch': 24, 'iter': 180, 'avg_loss': 0.18300547690987706, 'avg_acc': 75.94958563535911, 'loss': 0.17107091373511196} +{'epoch': 24, 'iter': 190, 'avg_loss': 0.18315210214219602, 'avg_acc': 75.85078534031413, 'loss': 0.216439838690986} +{'epoch': 24, 'iter': 200, 'avg_loss': 0.18313603521872243, 'avg_acc': 75.7929104477612, 'loss': 0.17173079797996949} +{'epoch': 24, 'iter': 210, 'avg_loss': 0.18336462443125787, 'avg_acc': 75.6664691943128, 'loss': 0.20864654549297815} +{'epoch': 24, 'iter': 220, 'avg_loss': 0.1832294128613898, 'avg_acc': 75.80599547511312, 'loss': 0.1571166432023777} +{'epoch': 24, 'iter': 230, 'avg_loss': 0.18235343197145173, 'avg_acc': 76.0146103896104, 'loss': 0.16442228835343947} +{'epoch': 24, 'iter': 240, 'avg_loss': 0.18201230008125746, 'avg_acc': 76.0503112033195, 'loss': 0.11742382076341835} +{'epoch': 24, 'iter': 250, 'avg_loss': 0.1817311318150046, 'avg_acc': 76.14541832669323, 'loss': 0.1822410189060751} +{'epoch': 24, 'iter': 260, 'avg_loss': 0.1817381078938349, 'avg_acc': 76.06561302681992, 'loss': 0.19466387610132785} +{'epoch': 'EP24_train', 'avg_loss': 0.18242920220838083, 'total_acc': 75.88652482269504, 'f1_scores': 0.8298638274285526} +{'epoch': 25, 'iter': 0, 'avg_loss': 0.18635934265826493, 'avg_acc': 71.875, 'loss': 0.18635934265826493} +{'epoch': 25, 'iter': 10, 'avg_loss': 0.17887773520685685, 'avg_acc': 77.55681818181817, 'loss': 0.16800001997394734} +{'epoch': 25, 'iter': 20, 'avg_loss': 0.18707872323135125, 'avg_acc': 75.14880952380952, 'loss': 0.18742463369065882} +{'epoch': 25, 'iter': 30, 'avg_loss': 0.1812797459907414, 'avg_acc': 76.31048387096774, 'loss': 0.26131801133094457} +{'epoch': 25, 'iter': 40, 'avg_loss': 0.17859109486258232, 'avg_acc': 76.0670731707317, 'loss': 0.140647973149884} +{'epoch': 25, 'iter': 50, 'avg_loss': 0.1782402910921149, 'avg_acc': 76.28676470588235, 'loss': 0.20780303868352512} +{'epoch': 25, 'iter': 60, 'avg_loss': 0.1827458569675298, 'avg_acc': 75.56352459016394, 'loss': 0.20450663461039778} +{'epoch': 25, 'iter': 70, 'avg_loss': 0.183254092576496, 'avg_acc': 75.61619718309859, 'loss': 0.1882736471032688} +{'epoch': 25, 'iter': 80, 'avg_loss': 0.18131148989649984, 'avg_acc': 76.11882716049382, 'loss': 0.2097945966453137} +{'epoch': 25, 'iter': 90, 'avg_loss': 0.1807687593247332, 'avg_acc': 76.20192307692307, 'loss': 0.12853635266070615} +{'epoch': 25, 'iter': 100, 'avg_loss': 0.1802540596658702, 'avg_acc': 76.26856435643565, 'loss': 0.2376496940725099} +{'epoch': 25, 'iter': 110, 'avg_loss': 0.18034397912041175, 'avg_acc': 76.52027027027027, 'loss': 0.23124198479168914} +{'epoch': 25, 'iter': 120, 'avg_loss': 0.18118102594168176, 'avg_acc': 76.39462809917356, 'loss': 0.22257426938415392} +{'epoch': 25, 'iter': 130, 'avg_loss': 0.1810715806066582, 'avg_acc': 76.21660305343512, 'loss': 0.14899481414261065} +{'epoch': 25, 'iter': 140, 'avg_loss': 0.1825183904103982, 'avg_acc': 75.75354609929079, 'loss': 0.1712158347258342} +{'epoch': 25, 'iter': 150, 'avg_loss': 0.18405583711107623, 'avg_acc': 75.62086092715232, 'loss': 0.24192070151703757} +{'epoch': 25, 'iter': 160, 'avg_loss': 0.18361514033136442, 'avg_acc': 75.87344720496894, 'loss': 0.23031606707707195} +{'epoch': 25, 'iter': 170, 'avg_loss': 0.1828149025384938, 'avg_acc': 76.00511695906432, 'loss': 0.15520803071388908} +{'epoch': 25, 'iter': 180, 'avg_loss': 0.18165176079059087, 'avg_acc': 76.39848066298343, 'loss': 0.14324066891918258} +{'epoch': 25, 'iter': 190, 'avg_loss': 0.18179690470541168, 'avg_acc': 76.35798429319371, 'loss': 0.20930689182838436} +{'epoch': 25, 'iter': 200, 'avg_loss': 0.1819522712826376, 'avg_acc': 76.24378109452736, 'loss': 0.18709066711527708} +{'epoch': 25, 'iter': 210, 'avg_loss': 0.1822857042783565, 'avg_acc': 76.17002369668246, 'loss': 0.19802337789325414} +{'epoch': 25, 'iter': 220, 'avg_loss': 0.1820850277242057, 'avg_acc': 76.31504524886877, 'loss': 0.15317569293328503} +{'epoch': 25, 'iter': 230, 'avg_loss': 0.181552174327061, 'avg_acc': 76.44751082251082, 'loss': 0.19309545136577402} +{'epoch': 25, 'iter': 240, 'avg_loss': 0.18079901206749904, 'avg_acc': 76.58195020746888, 'loss': 0.1269857034573581} +{'epoch': 25, 'iter': 250, 'avg_loss': 0.18030122989644104, 'avg_acc': 76.70567729083665, 'loss': 0.17729524638295288} +{'epoch': 25, 'iter': 260, 'avg_loss': 0.18025967622030484, 'avg_acc': 76.70019157088123, 'loss': 0.1683803012931467} +{'epoch': 'EP25_train', 'avg_loss': 0.18120234401846416, 'total_acc': 76.40971980002325, 'f1_scores': 0.8346927849633683} +{'epoch': 26, 'iter': 0, 'avg_loss': 0.20077272852642075, 'avg_acc': 65.625, 'loss': 0.20077272852642075} +{'epoch': 26, 'iter': 10, 'avg_loss': 0.18485832116329706, 'avg_acc': 75.56818181818183, 'loss': 0.18837632089152528} +{'epoch': 26, 'iter': 20, 'avg_loss': 0.19125126136815163, 'avg_acc': 73.95833333333334, 'loss': 0.18218182458735802} +{'epoch': 26, 'iter': 30, 'avg_loss': 0.18141172921157006, 'avg_acc': 76.10887096774194, 'loss': 0.27051442437921275} +{'epoch': 26, 'iter': 40, 'avg_loss': 0.1821805007811508, 'avg_acc': 75.83841463414635, 'loss': 0.14094064598745856} +{'epoch': 26, 'iter': 50, 'avg_loss': 0.18190547501291407, 'avg_acc': 76.1642156862745, 'loss': 0.19352350264911422} +{'epoch': 26, 'iter': 60, 'avg_loss': 0.18256803734914595, 'avg_acc': 75.81967213114754, 'loss': 0.16163443652009793} +{'epoch': 26, 'iter': 70, 'avg_loss': 0.18216397978409749, 'avg_acc': 76.01232394366197, 'loss': 0.18141022562904902} +{'epoch': 26, 'iter': 80, 'avg_loss': 0.18075555365519042, 'avg_acc': 76.42746913580247, 'loss': 0.2139903830191047} +{'epoch': 26, 'iter': 90, 'avg_loss': 0.18049584045334383, 'avg_acc': 76.4423076923077, 'loss': 0.13213212623542459} +{'epoch': 26, 'iter': 100, 'avg_loss': 0.1801605619171001, 'avg_acc': 76.36138613861387, 'loss': 0.23976889786231528} +{'epoch': 26, 'iter': 110, 'avg_loss': 0.17977573698975263, 'avg_acc': 76.60472972972973, 'loss': 0.1938199260181526} +{'epoch': 26, 'iter': 120, 'avg_loss': 0.1802475130874814, 'avg_acc': 76.60123966942149, 'loss': 0.18759654380842708} +{'epoch': 26, 'iter': 130, 'avg_loss': 0.1801456015912468, 'avg_acc': 76.47900763358778, 'loss': 0.17007410366273387} +{'epoch': 26, 'iter': 140, 'avg_loss': 0.1818000613157244, 'avg_acc': 75.95301418439716, 'loss': 0.19057264152919676} +{'epoch': 26, 'iter': 150, 'avg_loss': 0.18275372606695295, 'avg_acc': 75.80711920529801, 'loss': 0.2178998040917577} +{'epoch': 26, 'iter': 160, 'avg_loss': 0.1824782200032465, 'avg_acc': 75.97049689440993, 'loss': 0.23495624056829353} +{'epoch': 26, 'iter': 170, 'avg_loss': 0.18190561405538083, 'avg_acc': 75.98684210526315, 'loss': 0.16914749605508306} +{'epoch': 26, 'iter': 180, 'avg_loss': 0.18101839450263718, 'avg_acc': 76.2085635359116, 'loss': 0.1587974546178911} +{'epoch': 26, 'iter': 190, 'avg_loss': 0.18079344541656742, 'avg_acc': 76.2598167539267, 'loss': 0.19012398373763667} +{'epoch': 26, 'iter': 200, 'avg_loss': 0.18135012959380256, 'avg_acc': 76.08830845771143, 'loss': 0.16803456914824313} +{'epoch': 26, 'iter': 210, 'avg_loss': 0.18117111534632754, 'avg_acc': 76.06635071090048, 'loss': 0.2069487926636709} +{'epoch': 26, 'iter': 220, 'avg_loss': 0.180894681780497, 'avg_acc': 76.21606334841628, 'loss': 0.14449980164972534} +{'epoch': 26, 'iter': 230, 'avg_loss': 0.18036803014889716, 'avg_acc': 76.39339826839827, 'loss': 0.22386575771879585} +{'epoch': 26, 'iter': 240, 'avg_loss': 0.17949758748356956, 'avg_acc': 76.49118257261411, 'loss': 0.1469627505262362} +{'epoch': 26, 'iter': 250, 'avg_loss': 0.17903381415332992, 'avg_acc': 76.53137450199203, 'loss': 0.1596645763186446} +{'epoch': 26, 'iter': 260, 'avg_loss': 0.17887435314533848, 'avg_acc': 76.53256704980843, 'loss': 0.15568712325037787} +{'epoch': 'EP26_train', 'avg_loss': 0.17969882800358733, 'total_acc': 76.29345424950587, 'f1_scores': 0.831522752073398} +{'epoch': 27, 'iter': 0, 'avg_loss': 0.19222480086540372, 'avg_acc': 65.625, 'loss': 0.19222480086540372} +{'epoch': 27, 'iter': 10, 'avg_loss': 0.17913090271670137, 'avg_acc': 76.98863636363636, 'loss': 0.19748758828824617} +{'epoch': 27, 'iter': 20, 'avg_loss': 0.19093466998719774, 'avg_acc': 74.40476190476191, 'loss': 0.20388912533935255} +{'epoch': 27, 'iter': 30, 'avg_loss': 0.1828388807561155, 'avg_acc': 75.80645161290323, 'loss': 0.282457902934362} +{'epoch': 27, 'iter': 40, 'avg_loss': 0.1828065082676772, 'avg_acc': 75.22865853658537, 'loss': 0.13204823081150505} +{'epoch': 27, 'iter': 50, 'avg_loss': 0.18210696625267664, 'avg_acc': 75.61274509803921, 'loss': 0.19545094257397339} +{'epoch': 27, 'iter': 60, 'avg_loss': 0.1846984622820768, 'avg_acc': 74.89754098360656, 'loss': 0.20268958593972286} +{'epoch': 27, 'iter': 70, 'avg_loss': 0.184497971115961, 'avg_acc': 75.13204225352112, 'loss': 0.19292878898943297} +{'epoch': 27, 'iter': 80, 'avg_loss': 0.18211212622302547, 'avg_acc': 75.88734567901234, 'loss': 0.21775780923388816} +{'epoch': 27, 'iter': 90, 'avg_loss': 0.1823051745723763, 'avg_acc': 75.65247252747253, 'loss': 0.2051884949684078} +{'epoch': 27, 'iter': 100, 'avg_loss': 0.18198872365277735, 'avg_acc': 75.92821782178217, 'loss': 0.22776526803258026} +{'epoch': 27, 'iter': 110, 'avg_loss': 0.1806765997853992, 'avg_acc': 76.15427927927928, 'loss': 0.19241808780781838} +{'epoch': 27, 'iter': 120, 'avg_loss': 0.18120694739927817, 'avg_acc': 75.92975206611571, 'loss': 0.2024528958938662} +{'epoch': 27, 'iter': 130, 'avg_loss': 0.18068007668288003, 'avg_acc': 75.81106870229007, 'loss': 0.16908222384654537} +{'epoch': 27, 'iter': 140, 'avg_loss': 0.1818873915192438, 'avg_acc': 75.53191489361703, 'loss': 0.17163741964830997} +{'epoch': 27, 'iter': 150, 'avg_loss': 0.18310041589597295, 'avg_acc': 75.49668874172185, 'loss': 0.24039857611145163} +{'epoch': 27, 'iter': 160, 'avg_loss': 0.18231887077234535, 'avg_acc': 75.77639751552795, 'loss': 0.22860844585510165} +{'epoch': 27, 'iter': 170, 'avg_loss': 0.18185004495200993, 'avg_acc': 75.7858187134503, 'loss': 0.16696046392693056} +{'epoch': 27, 'iter': 180, 'avg_loss': 0.1811438182156896, 'avg_acc': 76.05317679558011, 'loss': 0.16761433673811255} +{'epoch': 27, 'iter': 190, 'avg_loss': 0.18117067466110798, 'avg_acc': 76.07984293193716, 'loss': 0.2137468638465703} +{'epoch': 27, 'iter': 200, 'avg_loss': 0.18167069109989067, 'avg_acc': 75.9483830845771, 'loss': 0.17342057093891786} +{'epoch': 27, 'iter': 210, 'avg_loss': 0.18179116123813652, 'avg_acc': 75.85900473933648, 'loss': 0.203278298497505} +{'epoch': 27, 'iter': 220, 'avg_loss': 0.18145262824370284, 'avg_acc': 76.07466063348416, 'loss': 0.13756588418024152} +{'epoch': 27, 'iter': 230, 'avg_loss': 0.18079266457443027, 'avg_acc': 76.20400432900432, 'loss': 0.18178537212150303} +{'epoch': 27, 'iter': 240, 'avg_loss': 0.1802706545797806, 'avg_acc': 76.2448132780083, 'loss': 0.15235397650024396} +{'epoch': 27, 'iter': 250, 'avg_loss': 0.17980910957597554, 'avg_acc': 76.3695219123506, 'loss': 0.18914524628279566} +{'epoch': 27, 'iter': 260, 'avg_loss': 0.17925845722949624, 'avg_acc': 76.47270114942529, 'loss': 0.1561184036109017} +{'epoch': 'EP27_train', 'avg_loss': 0.18023215866312986, 'total_acc': 76.22369491919544, 'f1_scores': 0.8327407874098176} +{'epoch': 28, 'iter': 0, 'avg_loss': 0.19950474892645936, 'avg_acc': 71.875, 'loss': 0.19950474892645936} +{'epoch': 28, 'iter': 10, 'avg_loss': 0.18406070366225835, 'avg_acc': 75.2840909090909, 'loss': 0.16263376541556746} +{'epoch': 28, 'iter': 20, 'avg_loss': 0.18968610905265007, 'avg_acc': 74.85119047619048, 'loss': 0.18333939994948065} +{'epoch': 28, 'iter': 30, 'avg_loss': 0.1821379105707324, 'avg_acc': 76.20967741935483, 'loss': 0.2885927355459411} +{'epoch': 28, 'iter': 40, 'avg_loss': 0.17982983165867703, 'avg_acc': 76.29573170731707, 'loss': 0.14511562736796738} +{'epoch': 28, 'iter': 50, 'avg_loss': 0.17838185887382693, 'avg_acc': 76.53186274509804, 'loss': 0.2096984600324662} +{'epoch': 28, 'iter': 60, 'avg_loss': 0.18078278542917559, 'avg_acc': 75.76844262295081, 'loss': 0.1946818381872859} +{'epoch': 28, 'iter': 70, 'avg_loss': 0.1817050483308102, 'avg_acc': 75.66021126760563, 'loss': 0.17911287420933722} +{'epoch': 28, 'iter': 80, 'avg_loss': 0.18106129438354446, 'avg_acc': 76.08024691358025, 'loss': 0.2205033347013356} +{'epoch': 28, 'iter': 90, 'avg_loss': 0.18050896966602345, 'avg_acc': 76.0989010989011, 'loss': 0.12958790136204762} +{'epoch': 28, 'iter': 100, 'avg_loss': 0.18022345970358558, 'avg_acc': 75.92821782178217, 'loss': 0.23137513223765183} +{'epoch': 28, 'iter': 110, 'avg_loss': 0.17988083861478432, 'avg_acc': 76.15427927927928, 'loss': 0.20430914215504306} +{'epoch': 28, 'iter': 120, 'avg_loss': 0.18056867018543712, 'avg_acc': 75.98140495867769, 'loss': 0.17752374271083024} +{'epoch': 28, 'iter': 130, 'avg_loss': 0.18016239660113767, 'avg_acc': 76.00190839694656, 'loss': 0.18565565175338908} +{'epoch': 28, 'iter': 140, 'avg_loss': 0.18184205024457203, 'avg_acc': 75.53191489361703, 'loss': 0.21959704675613725} +{'epoch': 28, 'iter': 150, 'avg_loss': 0.18285814198168404, 'avg_acc': 75.62086092715232, 'loss': 0.22194050659360948} +{'epoch': 28, 'iter': 160, 'avg_loss': 0.18225015510635725, 'avg_acc': 75.91226708074534, 'loss': 0.2098320711451385} +{'epoch': 28, 'iter': 170, 'avg_loss': 0.18210285597084877, 'avg_acc': 75.91374269005848, 'loss': 0.15473702364818565} +{'epoch': 28, 'iter': 180, 'avg_loss': 0.18131871404192829, 'avg_acc': 76.15676795580112, 'loss': 0.1636365236533359} +{'epoch': 28, 'iter': 190, 'avg_loss': 0.18119514033632644, 'avg_acc': 76.2107329842932, 'loss': 0.19396098551583407} +{'epoch': 28, 'iter': 200, 'avg_loss': 0.18158512632546683, 'avg_acc': 76.11940298507463, 'loss': 0.1747465461919465} +{'epoch': 28, 'iter': 210, 'avg_loss': 0.18145246219844802, 'avg_acc': 76.09597156398105, 'loss': 0.19484517250742783} +{'epoch': 28, 'iter': 220, 'avg_loss': 0.1810524732775645, 'avg_acc': 76.2443438914027, 'loss': 0.14739444523724338} +{'epoch': 28, 'iter': 230, 'avg_loss': 0.1803748790772841, 'avg_acc': 76.39339826839827, 'loss': 0.187522833235169} +{'epoch': 28, 'iter': 240, 'avg_loss': 0.1796248288630856, 'avg_acc': 76.51711618257261, 'loss': 0.12317349279904224} +{'epoch': 28, 'iter': 250, 'avg_loss': 0.17924002236896647, 'avg_acc': 76.6558764940239, 'loss': 0.17570587149543623} +{'epoch': 28, 'iter': 260, 'avg_loss': 0.1790988496619908, 'avg_acc': 76.66427203065133, 'loss': 0.15520179815481733} +{'epoch': 'EP28_train', 'avg_loss': 0.179998201298917, 'total_acc': 76.42134635507499, 'f1_scores': 0.8351250655862461} +{'epoch': 29, 'iter': 0, 'avg_loss': 0.18863699418986762, 'avg_acc': 62.5, 'loss': 0.18863699418986762} +{'epoch': 29, 'iter': 10, 'avg_loss': 0.17765728984082, 'avg_acc': 78.125, 'loss': 0.16699149199349148} +{'epoch': 29, 'iter': 20, 'avg_loss': 0.18632623412858887, 'avg_acc': 74.70238095238095, 'loss': 0.20396029319231193} +{'epoch': 29, 'iter': 30, 'avg_loss': 0.1793272852508696, 'avg_acc': 75.90725806451613, 'loss': 0.25706484970761373} +{'epoch': 29, 'iter': 40, 'avg_loss': 0.17995281167778884, 'avg_acc': 75.3810975609756, 'loss': 0.14324458061515852} +{'epoch': 29, 'iter': 50, 'avg_loss': 0.17823325293145845, 'avg_acc': 75.67401960784314, 'loss': 0.17278536693835023} +{'epoch': 29, 'iter': 60, 'avg_loss': 0.1800551154845942, 'avg_acc': 75.51229508196722, 'loss': 0.19774559228516456} +{'epoch': 29, 'iter': 70, 'avg_loss': 0.1791860801729408, 'avg_acc': 75.57218309859155, 'loss': 0.17354582646174777} +{'epoch': 29, 'iter': 80, 'avg_loss': 0.1778852417899063, 'avg_acc': 75.73302469135803, 'loss': 0.1887779192182271} +{'epoch': 29, 'iter': 90, 'avg_loss': 0.1780766503784744, 'avg_acc': 75.68681318681318, 'loss': 0.1168578933736905} +{'epoch': 29, 'iter': 100, 'avg_loss': 0.17762028178929284, 'avg_acc': 75.89727722772277, 'loss': 0.2359456170450187} +{'epoch': 29, 'iter': 110, 'avg_loss': 0.17684063683106213, 'avg_acc': 76.18243243243244, 'loss': 0.22082870649482494} +{'epoch': 29, 'iter': 120, 'avg_loss': 0.17772092396931746, 'avg_acc': 75.98140495867769, 'loss': 0.19039866817346202} +{'epoch': 29, 'iter': 130, 'avg_loss': 0.17786431066046926, 'avg_acc': 75.93034351145039, 'loss': 0.16738551308289118} +{'epoch': 29, 'iter': 140, 'avg_loss': 0.17953114941880757, 'avg_acc': 75.57624113475178, 'loss': 0.17587435262972154} +{'epoch': 29, 'iter': 150, 'avg_loss': 0.18100540762060527, 'avg_acc': 75.64155629139073, 'loss': 0.268952682223564} +{'epoch': 29, 'iter': 160, 'avg_loss': 0.18071434473559153, 'avg_acc': 75.79580745341616, 'loss': 0.2154742513984057} +{'epoch': 29, 'iter': 170, 'avg_loss': 0.18031789648254543, 'avg_acc': 75.89546783625731, 'loss': 0.15681985712113747} +{'epoch': 29, 'iter': 180, 'avg_loss': 0.1797482985834098, 'avg_acc': 76.08770718232044, 'loss': 0.16973329975625184} +{'epoch': 29, 'iter': 190, 'avg_loss': 0.17961135327349614, 'avg_acc': 76.19437172774869, 'loss': 0.19106797524428867} +{'epoch': 29, 'iter': 200, 'avg_loss': 0.1803249452929784, 'avg_acc': 76.04166666666666, 'loss': 0.17356433965306498} +{'epoch': 29, 'iter': 210, 'avg_loss': 0.18046579723793882, 'avg_acc': 75.99229857819904, 'loss': 0.20296869653362087} +{'epoch': 29, 'iter': 220, 'avg_loss': 0.18102093815616135, 'avg_acc': 76.04638009049773, 'loss': 0.17086539802240605} +{'epoch': 29, 'iter': 230, 'avg_loss': 0.1803155006763078, 'avg_acc': 76.20400432900432, 'loss': 0.16869067541826155} +{'epoch': 29, 'iter': 240, 'avg_loss': 0.18038723071148594, 'avg_acc': 76.16701244813278, 'loss': 0.144574598056989} +{'epoch': 29, 'iter': 250, 'avg_loss': 0.17998082594519899, 'avg_acc': 76.28237051792829, 'loss': 0.18592305484352675} +{'epoch': 29, 'iter': 260, 'avg_loss': 0.1796825693308765, 'avg_acc': 76.38888888888889, 'loss': 0.18267134380094568} +{'epoch': 'EP29_train', 'avg_loss': 0.1805699320688957, 'total_acc': 76.15393558888502, 'f1_scores': 0.8329517410333332} +{'epoch': 30, 'iter': 0, 'avg_loss': 0.1617711710764423, 'avg_acc': 75.0, 'loss': 0.1617711710764423} +{'epoch': 30, 'iter': 10, 'avg_loss': 0.17724044087064822, 'avg_acc': 78.4090909090909, 'loss': 0.1783561536307283} +{'epoch': 30, 'iter': 20, 'avg_loss': 0.1860539001619546, 'avg_acc': 75.29761904761905, 'loss': 0.16133336501199633} +{'epoch': 30, 'iter': 30, 'avg_loss': 0.1806382037303502, 'avg_acc': 76.00806451612904, 'loss': 0.25773477897488456} +{'epoch': 30, 'iter': 40, 'avg_loss': 0.18020181505514674, 'avg_acc': 75.15243902439023, 'loss': 0.13854920880174149} +{'epoch': 30, 'iter': 50, 'avg_loss': 0.17899861265515124, 'avg_acc': 75.61274509803921, 'loss': 0.17853140522327796} +{'epoch': 30, 'iter': 60, 'avg_loss': 0.18149477099457678, 'avg_acc': 75.05122950819673, 'loss': 0.17747319411126178} +{'epoch': 30, 'iter': 70, 'avg_loss': 0.18233122349252678, 'avg_acc': 74.77992957746478, 'loss': 0.182188131138048} +{'epoch': 30, 'iter': 80, 'avg_loss': 0.18024762698638278, 'avg_acc': 75.46296296296296, 'loss': 0.2000478514012351} +{'epoch': 30, 'iter': 90, 'avg_loss': 0.18072926935202335, 'avg_acc': 75.51510989010988, 'loss': 0.13054056158760208} +{'epoch': 30, 'iter': 100, 'avg_loss': 0.17989170437633722, 'avg_acc': 75.77351485148515, 'loss': 0.20381142093607146} +{'epoch': 30, 'iter': 110, 'avg_loss': 0.18056665367698987, 'avg_acc': 75.8445945945946, 'loss': 0.21413231497188331} +{'epoch': 30, 'iter': 120, 'avg_loss': 0.18095895845183735, 'avg_acc': 75.87809917355372, 'loss': 0.2248686895012822} +{'epoch': 30, 'iter': 130, 'avg_loss': 0.1809961601857548, 'avg_acc': 75.83492366412213, 'loss': 0.13480865895663996} +{'epoch': 30, 'iter': 140, 'avg_loss': 0.18239941581086627, 'avg_acc': 75.4654255319149, 'loss': 0.1737133208707584} +{'epoch': 30, 'iter': 150, 'avg_loss': 0.18314012097499427, 'avg_acc': 75.45529801324503, 'loss': 0.2264613303479714} +{'epoch': 30, 'iter': 160, 'avg_loss': 0.1823287272130784, 'avg_acc': 75.67934782608695, 'loss': 0.25439552961210055} +{'epoch': 30, 'iter': 170, 'avg_loss': 0.18182268005302785, 'avg_acc': 75.73099415204678, 'loss': 0.1569869574048671} +{'epoch': 30, 'iter': 180, 'avg_loss': 0.18116334076608107, 'avg_acc': 76.01864640883977, 'loss': 0.14882751078355483} +{'epoch': 30, 'iter': 190, 'avg_loss': 0.18083149648487906, 'avg_acc': 76.11256544502618, 'loss': 0.21459995346775326} +{'epoch': 30, 'iter': 200, 'avg_loss': 0.181260228132382, 'avg_acc': 75.93283582089553, 'loss': 0.20448594119472674} +{'epoch': 30, 'iter': 210, 'avg_loss': 0.18123004901791043, 'avg_acc': 75.97748815165876, 'loss': 0.20448153227003676} +{'epoch': 30, 'iter': 220, 'avg_loss': 0.18091364105763955, 'avg_acc': 76.15950226244344, 'loss': 0.14157290830863697} +{'epoch': 30, 'iter': 230, 'avg_loss': 0.18006357946166654, 'avg_acc': 76.27164502164501, 'loss': 0.174280951173001} +{'epoch': 30, 'iter': 240, 'avg_loss': 0.1790766883643386, 'avg_acc': 76.4652489626556, 'loss': 0.13371750701895987} +{'epoch': 30, 'iter': 250, 'avg_loss': 0.17861119023378097, 'avg_acc': 76.59362549800797, 'loss': 0.19519686386598067} +{'epoch': 30, 'iter': 260, 'avg_loss': 0.17848240996830345, 'avg_acc': 76.61637931034483, 'loss': 0.14707534700462052} +{'epoch': 'EP30_train', 'avg_loss': 0.17951419878485897, 'total_acc': 76.38646668991977, 'f1_scores': 0.8355727672861195} +{'epoch': 31, 'iter': 0, 'avg_loss': 0.18746471011347765, 'avg_acc': 68.75, 'loss': 0.18746471011347765} +{'epoch': 31, 'iter': 10, 'avg_loss': 0.1854853609910009, 'avg_acc': 76.98863636363636, 'loss': 0.15688846871610249} +{'epoch': 31, 'iter': 20, 'avg_loss': 0.18685188541294773, 'avg_acc': 75.44642857142857, 'loss': 0.17380951582329576} +{'epoch': 31, 'iter': 30, 'avg_loss': 0.17967688364054277, 'avg_acc': 76.61290322580645, 'loss': 0.25772054279866397} +{'epoch': 31, 'iter': 40, 'avg_loss': 0.17988000753349084, 'avg_acc': 76.14329268292683, 'loss': 0.1403552291927253} +{'epoch': 31, 'iter': 50, 'avg_loss': 0.18053849789593346, 'avg_acc': 75.55147058823529, 'loss': 0.1981641658700194} +{'epoch': 31, 'iter': 60, 'avg_loss': 0.18294824836076848, 'avg_acc': 74.94877049180327, 'loss': 0.18100255200507576} +{'epoch': 31, 'iter': 70, 'avg_loss': 0.18272632955023144, 'avg_acc': 75.17605633802818, 'loss': 0.19435858195486688} +{'epoch': 31, 'iter': 80, 'avg_loss': 0.18071693200799363, 'avg_acc': 75.65586419753086, 'loss': 0.22045985317503305} +{'epoch': 31, 'iter': 90, 'avg_loss': 0.1799569153864361, 'avg_acc': 75.58379120879121, 'loss': 0.12838406713951298} +{'epoch': 31, 'iter': 100, 'avg_loss': 0.17896802350060656, 'avg_acc': 75.89727722772277, 'loss': 0.20894640353744848} +{'epoch': 31, 'iter': 110, 'avg_loss': 0.17910906449586322, 'avg_acc': 75.90090090090091, 'loss': 0.21270118990764786} +{'epoch': 31, 'iter': 120, 'avg_loss': 0.17944082507168296, 'avg_acc': 75.90392561983471, 'loss': 0.18069965545441793} +{'epoch': 31, 'iter': 130, 'avg_loss': 0.17983167887635476, 'avg_acc': 75.69179389312977, 'loss': 0.1647202459328889} +{'epoch': 31, 'iter': 140, 'avg_loss': 0.18098157179288432, 'avg_acc': 75.37677304964538, 'loss': 0.17483277607496867} +{'epoch': 31, 'iter': 150, 'avg_loss': 0.18219733339807206, 'avg_acc': 75.37251655629139, 'loss': 0.23536319398883876} +{'epoch': 31, 'iter': 160, 'avg_loss': 0.181515427870646, 'avg_acc': 75.54347826086956, 'loss': 0.19784341631373054} +{'epoch': 31, 'iter': 170, 'avg_loss': 0.1808304878072855, 'avg_acc': 75.63961988304094, 'loss': 0.1672616852608785} +{'epoch': 31, 'iter': 180, 'avg_loss': 0.1800580210596306, 'avg_acc': 75.89779005524862, 'loss': 0.1499775467815623} +{'epoch': 31, 'iter': 190, 'avg_loss': 0.17984338622751436, 'avg_acc': 75.98167539267016, 'loss': 0.18104202871921057} +{'epoch': 31, 'iter': 200, 'avg_loss': 0.18006331369047454, 'avg_acc': 75.85509950248756, 'loss': 0.19209664648347768} +{'epoch': 31, 'iter': 210, 'avg_loss': 0.18047701457049534, 'avg_acc': 75.7553317535545, 'loss': 0.2173939903741418} +{'epoch': 31, 'iter': 220, 'avg_loss': 0.18012281918656162, 'avg_acc': 75.97567873303167, 'loss': 0.13545133877833745} +{'epoch': 31, 'iter': 230, 'avg_loss': 0.1796751363280696, 'avg_acc': 76.08225108225109, 'loss': 0.21036277151990287} +{'epoch': 31, 'iter': 240, 'avg_loss': 0.17942978731222295, 'avg_acc': 76.14107883817427, 'loss': 0.12970464784887423} +{'epoch': 31, 'iter': 250, 'avg_loss': 0.17898494393878397, 'avg_acc': 76.20766932270917, 'loss': 0.17795021403230646} +{'epoch': 31, 'iter': 260, 'avg_loss': 0.17880210142474925, 'avg_acc': 76.24521072796935, 'loss': 0.14992799479495744} +{'epoch': 'EP31_train', 'avg_loss': 0.179319923883813, 'total_acc': 76.08417625857459, 'f1_scores': 0.8295375402764609} +{'epoch': 32, 'iter': 0, 'avg_loss': 0.1843559935427054, 'avg_acc': 68.75, 'loss': 0.1843559935427054} +{'epoch': 32, 'iter': 10, 'avg_loss': 0.18238486566750137, 'avg_acc': 75.85227272727273, 'loss': 0.16653996279472136} +{'epoch': 32, 'iter': 20, 'avg_loss': 0.19177811193263308, 'avg_acc': 73.80952380952381, 'loss': 0.20759860897713164} +{'epoch': 32, 'iter': 30, 'avg_loss': 0.18746763425164556, 'avg_acc': 74.79838709677419, 'loss': 0.3044678167904696} +{'epoch': 32, 'iter': 40, 'avg_loss': 0.1851319692124125, 'avg_acc': 74.92378048780488, 'loss': 0.14294338373516421} +{'epoch': 32, 'iter': 50, 'avg_loss': 0.1856366694438664, 'avg_acc': 74.81617647058823, 'loss': 0.209624004619956} +{'epoch': 32, 'iter': 60, 'avg_loss': 0.1869521389654987, 'avg_acc': 74.5389344262295, 'loss': 0.1782935659325336} +{'epoch': 32, 'iter': 70, 'avg_loss': 0.18639252005105778, 'avg_acc': 74.42781690140845, 'loss': 0.1735471499112288} +{'epoch': 32, 'iter': 80, 'avg_loss': 0.18310292151410876, 'avg_acc': 75.27006172839506, 'loss': 0.21767541992636805} +{'epoch': 32, 'iter': 90, 'avg_loss': 0.18295841392998696, 'avg_acc': 75.1717032967033, 'loss': 0.1438594388152897} +{'epoch': 32, 'iter': 100, 'avg_loss': 0.18182364235863588, 'avg_acc': 75.43316831683168, 'loss': 0.21113333077201038} +{'epoch': 32, 'iter': 110, 'avg_loss': 0.1808598625077299, 'avg_acc': 75.61936936936937, 'loss': 0.1937764590316533} +{'epoch': 32, 'iter': 120, 'avg_loss': 0.18037672997956328, 'avg_acc': 75.64566115702479, 'loss': 0.18579997775646007} +{'epoch': 32, 'iter': 130, 'avg_loss': 0.18028565385579606, 'avg_acc': 75.59637404580153, 'loss': 0.15113708339492046} +{'epoch': 32, 'iter': 140, 'avg_loss': 0.18186937134203743, 'avg_acc': 75.11081560283688, 'loss': 0.20666527516734082} +{'epoch': 32, 'iter': 150, 'avg_loss': 0.18333596891163223, 'avg_acc': 75.0, 'loss': 0.24709240535279112} +{'epoch': 32, 'iter': 160, 'avg_loss': 0.18243892091775543, 'avg_acc': 75.29114906832298, 'loss': 0.20708777351103638} +{'epoch': 32, 'iter': 170, 'avg_loss': 0.18198734119653748, 'avg_acc': 75.4203216374269, 'loss': 0.19829774217124602} +{'epoch': 32, 'iter': 180, 'avg_loss': 0.1815333421847595, 'avg_acc': 75.67334254143645, 'loss': 0.14644899217721605} +{'epoch': 32, 'iter': 190, 'avg_loss': 0.18139772286003975, 'avg_acc': 75.75261780104712, 'loss': 0.21456738332845351} +{'epoch': 32, 'iter': 200, 'avg_loss': 0.18201585951212693, 'avg_acc': 75.52860696517413, 'loss': 0.19250541052057962} +{'epoch': 32, 'iter': 210, 'avg_loss': 0.18230650863351228, 'avg_acc': 75.44431279620854, 'loss': 0.19983670605738876} +{'epoch': 32, 'iter': 220, 'avg_loss': 0.18204941849993136, 'avg_acc': 75.63631221719457, 'loss': 0.1506775726116213} +{'epoch': 32, 'iter': 230, 'avg_loss': 0.1817044701195429, 'avg_acc': 75.74404761904762, 'loss': 0.17722456785411517} +{'epoch': 32, 'iter': 240, 'avg_loss': 0.1813038188729319, 'avg_acc': 75.8558091286307, 'loss': 0.11523801080114941} +{'epoch': 32, 'iter': 250, 'avg_loss': 0.18092316314152931, 'avg_acc': 75.99601593625498, 'loss': 0.18647013444367996} +{'epoch': 32, 'iter': 260, 'avg_loss': 0.18052207319671482, 'avg_acc': 76.0536398467433, 'loss': 0.18078789829185177} +{'epoch': 'EP32_train', 'avg_loss': 0.1813222688050691, 'total_acc': 75.8167654923846, 'f1_scores': 0.8270980439890785} +{'epoch': 33, 'iter': 0, 'avg_loss': 0.17130863600159987, 'avg_acc': 75.0, 'loss': 0.17130863600159987} +{'epoch': 33, 'iter': 10, 'avg_loss': 0.1792334586268489, 'avg_acc': 75.0, 'loss': 0.1549553133715459} +{'epoch': 33, 'iter': 20, 'avg_loss': 0.1882385846578297, 'avg_acc': 73.21428571428571, 'loss': 0.18731867870747415} +{'epoch': 33, 'iter': 30, 'avg_loss': 0.18156712705324096, 'avg_acc': 74.39516129032258, 'loss': 0.28100335469731186} +{'epoch': 33, 'iter': 40, 'avg_loss': 0.18221888176184675, 'avg_acc': 74.00914634146342, 'loss': 0.1428288070550861} +{'epoch': 33, 'iter': 50, 'avg_loss': 0.1817297134247452, 'avg_acc': 74.81617647058823, 'loss': 0.2076431765122635} +{'epoch': 33, 'iter': 60, 'avg_loss': 0.18396192661641192, 'avg_acc': 74.38524590163934, 'loss': 0.18159948875107418} +{'epoch': 33, 'iter': 70, 'avg_loss': 0.18393386639911677, 'avg_acc': 74.51584507042254, 'loss': 0.18458987645643024} +{'epoch': 33, 'iter': 80, 'avg_loss': 0.18196065082999197, 'avg_acc': 75.34722222222221, 'loss': 0.1944281470521193} +{'epoch': 33, 'iter': 90, 'avg_loss': 0.18236291348278813, 'avg_acc': 75.13736263736264, 'loss': 0.1432929145110382} +{'epoch': 33, 'iter': 100, 'avg_loss': 0.1814967973149197, 'avg_acc': 75.27846534653465, 'loss': 0.23633776961714503} +{'epoch': 33, 'iter': 110, 'avg_loss': 0.181247044315853, 'avg_acc': 75.45045045045045, 'loss': 0.18668736560374555} +{'epoch': 33, 'iter': 120, 'avg_loss': 0.18180206083073097, 'avg_acc': 75.41322314049587, 'loss': 0.17445892536924795} +{'epoch': 33, 'iter': 130, 'avg_loss': 0.18169833655384093, 'avg_acc': 75.42938931297711, 'loss': 0.16196445922617742} +{'epoch': 33, 'iter': 140, 'avg_loss': 0.1826690904117988, 'avg_acc': 75.04432624113475, 'loss': 0.16389568136546423} +{'epoch': 33, 'iter': 150, 'avg_loss': 0.18425353398932343, 'avg_acc': 75.0206953642384, 'loss': 0.20229832573327905} +{'epoch': 33, 'iter': 160, 'avg_loss': 0.18356539687817183, 'avg_acc': 75.32996894409938, 'loss': 0.2278944522616878} +{'epoch': 33, 'iter': 170, 'avg_loss': 0.1828715256450199, 'avg_acc': 75.4203216374269, 'loss': 0.17803647029859349} +{'epoch': 33, 'iter': 180, 'avg_loss': 0.1819787399855974, 'avg_acc': 75.7078729281768, 'loss': 0.18293324338087658} +{'epoch': 33, 'iter': 190, 'avg_loss': 0.18159827185312483, 'avg_acc': 75.76897905759162, 'loss': 0.1726348578821449} +{'epoch': 33, 'iter': 200, 'avg_loss': 0.18175896685817833, 'avg_acc': 75.62189054726367, 'loss': 0.1773756539348008} +{'epoch': 33, 'iter': 210, 'avg_loss': 0.18221916567597807, 'avg_acc': 75.53317535545023, 'loss': 0.199503613106592} +{'epoch': 33, 'iter': 220, 'avg_loss': 0.18165475800689607, 'avg_acc': 75.80599547511312, 'loss': 0.14598037929531568} +{'epoch': 33, 'iter': 230, 'avg_loss': 0.181110973178522, 'avg_acc': 75.97402597402598, 'loss': 0.17752173048264652} +{'epoch': 33, 'iter': 240, 'avg_loss': 0.18042736755722433, 'avg_acc': 76.0503112033195, 'loss': 0.12319859389829242} +{'epoch': 33, 'iter': 250, 'avg_loss': 0.17965581914474704, 'avg_acc': 76.19521912350598, 'loss': 0.1753394596443972} +{'epoch': 33, 'iter': 260, 'avg_loss': 0.17934807861780128, 'avg_acc': 76.26915708812261, 'loss': 0.15522441024941458} +{'epoch': 'EP33_train', 'avg_loss': 0.18023242278319734, 'total_acc': 76.04929659341937, 'f1_scores': 0.8286291212372944} +{'epoch': 34, 'iter': 0, 'avg_loss': 0.18979936009930068, 'avg_acc': 68.75, 'loss': 0.18979936009930068} +{'epoch': 34, 'iter': 10, 'avg_loss': 0.1768368233959607, 'avg_acc': 76.98863636363636, 'loss': 0.13667931289963342} +{'epoch': 34, 'iter': 20, 'avg_loss': 0.18792844346044874, 'avg_acc': 74.25595238095238, 'loss': 0.1564744194755414} +{'epoch': 34, 'iter': 30, 'avg_loss': 0.18266259046831865, 'avg_acc': 75.50403225806451, 'loss': 0.26389803318388716} +{'epoch': 34, 'iter': 40, 'avg_loss': 0.18051380007969345, 'avg_acc': 75.83841463414635, 'loss': 0.13595687737418008} +{'epoch': 34, 'iter': 50, 'avg_loss': 0.17969961335615264, 'avg_acc': 76.04166666666666, 'loss': 0.18910995209222187} +{'epoch': 34, 'iter': 60, 'avg_loss': 0.18111909174199087, 'avg_acc': 75.97336065573771, 'loss': 0.16275288265614204} +{'epoch': 34, 'iter': 70, 'avg_loss': 0.182192108635097, 'avg_acc': 75.92429577464789, 'loss': 0.16517088089379275} +{'epoch': 34, 'iter': 80, 'avg_loss': 0.18059736644726, 'avg_acc': 76.23456790123457, 'loss': 0.20636658802883492} +{'epoch': 34, 'iter': 90, 'avg_loss': 0.18030399388867271, 'avg_acc': 76.13324175824175, 'loss': 0.13678768952299183} +{'epoch': 34, 'iter': 100, 'avg_loss': 0.1793835964817124, 'avg_acc': 76.20668316831683, 'loss': 0.2262357187858015} +{'epoch': 34, 'iter': 110, 'avg_loss': 0.17873553121782362, 'avg_acc': 76.4358108108108, 'loss': 0.20469039372164638} +{'epoch': 34, 'iter': 120, 'avg_loss': 0.17971801526359346, 'avg_acc': 76.21384297520662, 'loss': 0.18795942282291783} +{'epoch': 34, 'iter': 130, 'avg_loss': 0.1795538598204026, 'avg_acc': 75.9780534351145, 'loss': 0.1600957276311407} +{'epoch': 34, 'iter': 140, 'avg_loss': 0.18074411350625474, 'avg_acc': 75.62056737588652, 'loss': 0.19319027220034304} +{'epoch': 34, 'iter': 150, 'avg_loss': 0.182257746416976, 'avg_acc': 75.53807947019867, 'loss': 0.23096141658281003} +{'epoch': 34, 'iter': 160, 'avg_loss': 0.1821499940040967, 'avg_acc': 75.67934782608695, 'loss': 0.22078552304013904} +{'epoch': 34, 'iter': 170, 'avg_loss': 0.18171867692446494, 'avg_acc': 75.71271929824562, 'loss': 0.18946501607049981} +{'epoch': 34, 'iter': 180, 'avg_loss': 0.18122554324762497, 'avg_acc': 75.89779005524862, 'loss': 0.16479677102744664} +{'epoch': 34, 'iter': 190, 'avg_loss': 0.18122626110711784, 'avg_acc': 75.83442408376963, 'loss': 0.17934119128228737} +{'epoch': 34, 'iter': 200, 'avg_loss': 0.18164592542241567, 'avg_acc': 75.68407960199005, 'loss': 0.1941235907951214} +{'epoch': 34, 'iter': 210, 'avg_loss': 0.1818201252872315, 'avg_acc': 75.60722748815166, 'loss': 0.21536692931843707} +{'epoch': 34, 'iter': 220, 'avg_loss': 0.1820734954669852, 'avg_acc': 75.6787330316742, 'loss': 0.14381452971968703} +{'epoch': 34, 'iter': 230, 'avg_loss': 0.18160111056465758, 'avg_acc': 75.74404761904762, 'loss': 0.1953790181190535} +{'epoch': 34, 'iter': 240, 'avg_loss': 0.18100747707173703, 'avg_acc': 75.8298755186722, 'loss': 0.12517684126065678} +{'epoch': 34, 'iter': 250, 'avg_loss': 0.1805664401046453, 'avg_acc': 75.93376494023904, 'loss': 0.18037626572491355} +{'epoch': 34, 'iter': 260, 'avg_loss': 0.1804709092671693, 'avg_acc': 75.96982758620689, 'loss': 0.19586675890200766} +{'epoch': 'EP34_train', 'avg_loss': 0.18145713726096865, 'total_acc': 75.75863271712592, 'f1_scores': 0.8244993046236462} +{'epoch': 35, 'iter': 0, 'avg_loss': 0.16894313300766062, 'avg_acc': 75.0, 'loss': 0.16894313300766062} +{'epoch': 35, 'iter': 10, 'avg_loss': 0.17795049225361775, 'avg_acc': 76.70454545454545, 'loss': 0.17808437028692684} +{'epoch': 35, 'iter': 20, 'avg_loss': 0.18493203439001019, 'avg_acc': 75.44642857142857, 'loss': 0.1854891786368325} +{'epoch': 35, 'iter': 30, 'avg_loss': 0.18106786662744226, 'avg_acc': 75.90725806451613, 'loss': 0.2702382228766546} +{'epoch': 35, 'iter': 40, 'avg_loss': 0.1808195822440095, 'avg_acc': 75.53353658536585, 'loss': 0.15180148686725659} +{'epoch': 35, 'iter': 50, 'avg_loss': 0.18019608571168969, 'avg_acc': 75.24509803921569, 'loss': 0.1781726372716635} +{'epoch': 35, 'iter': 60, 'avg_loss': 0.18246718659308686, 'avg_acc': 74.84631147540983, 'loss': 0.17220957665023967} +{'epoch': 35, 'iter': 70, 'avg_loss': 0.18224749550016353, 'avg_acc': 75.13204225352112, 'loss': 0.19924619450986214} +{'epoch': 35, 'iter': 80, 'avg_loss': 0.1802552859238828, 'avg_acc': 75.77160493827161, 'loss': 0.22323856183910706} +{'epoch': 35, 'iter': 90, 'avg_loss': 0.1798060156976213, 'avg_acc': 75.78983516483517, 'loss': 0.11420659004088865} +{'epoch': 35, 'iter': 100, 'avg_loss': 0.17898260676240313, 'avg_acc': 76.02103960396039, 'loss': 0.2275901669741123} +{'epoch': 35, 'iter': 110, 'avg_loss': 0.17842638213388903, 'avg_acc': 76.12612612612612, 'loss': 0.1841081611023197} +{'epoch': 35, 'iter': 120, 'avg_loss': 0.17897682857744135, 'avg_acc': 75.98140495867769, 'loss': 0.16914275270871013} +{'epoch': 35, 'iter': 130, 'avg_loss': 0.17886796765761417, 'avg_acc': 75.9780534351145, 'loss': 0.1688295614630988} +{'epoch': 35, 'iter': 140, 'avg_loss': 0.18050461365854173, 'avg_acc': 75.5540780141844, 'loss': 0.19996333205521716} +{'epoch': 35, 'iter': 150, 'avg_loss': 0.1817267780718106, 'avg_acc': 75.51738410596026, 'loss': 0.24384819633198568} +{'epoch': 35, 'iter': 160, 'avg_loss': 0.18065128852100806, 'avg_acc': 75.93167701863354, 'loss': 0.21115475914575602} +{'epoch': 35, 'iter': 170, 'avg_loss': 0.17997520384122306, 'avg_acc': 76.00511695906432, 'loss': 0.14190652790756123} +{'epoch': 35, 'iter': 180, 'avg_loss': 0.17936674637338254, 'avg_acc': 76.10497237569061, 'loss': 0.1490758445472797} +{'epoch': 35, 'iter': 190, 'avg_loss': 0.1798195458628661, 'avg_acc': 76.07984293193716, 'loss': 0.18470217853046578} +{'epoch': 35, 'iter': 200, 'avg_loss': 0.18032645237207837, 'avg_acc': 75.91728855721394, 'loss': 0.17547493094473662} +{'epoch': 35, 'iter': 210, 'avg_loss': 0.18074810642192377, 'avg_acc': 75.7701421800948, 'loss': 0.20335823455680618} +{'epoch': 35, 'iter': 220, 'avg_loss': 0.1808923247380414, 'avg_acc': 75.89083710407239, 'loss': 0.1718508568027021} +{'epoch': 35, 'iter': 230, 'avg_loss': 0.18001142594755268, 'avg_acc': 76.0551948051948, 'loss': 0.15261457942961798} +{'epoch': 35, 'iter': 240, 'avg_loss': 0.1794721978420961, 'avg_acc': 76.10217842323651, 'loss': 0.1263110759179499} +{'epoch': 35, 'iter': 250, 'avg_loss': 0.17881929146867206, 'avg_acc': 76.23256972111554, 'loss': 0.20078243426251213} +{'epoch': 35, 'iter': 260, 'avg_loss': 0.17854618944064166, 'avg_acc': 76.29310344827587, 'loss': 0.1297306863996138} +{'epoch': 'EP35_train', 'avg_loss': 0.17945584883565555, 'total_acc': 76.08417625857459, 'f1_scores': 0.83151856204924} +{'epoch': 36, 'iter': 0, 'avg_loss': 0.16761281748644713, 'avg_acc': 75.0, 'loss': 0.16761281748644713} +{'epoch': 36, 'iter': 10, 'avg_loss': 0.17635668322407863, 'avg_acc': 76.70454545454545, 'loss': 0.14263395710628704} +{'epoch': 36, 'iter': 20, 'avg_loss': 0.18499176415511648, 'avg_acc': 73.80952380952381, 'loss': 0.17057264397604804} +{'epoch': 36, 'iter': 30, 'avg_loss': 0.17749122433956957, 'avg_acc': 75.40322580645162, 'loss': 0.248226064600812} +{'epoch': 36, 'iter': 40, 'avg_loss': 0.17572027674045548, 'avg_acc': 75.53353658536585, 'loss': 0.15235644183045693} +{'epoch': 36, 'iter': 50, 'avg_loss': 0.17693997377971574, 'avg_acc': 75.55147058823529, 'loss': 0.19076894536028377} +{'epoch': 36, 'iter': 60, 'avg_loss': 0.17950254731706358, 'avg_acc': 75.05122950819673, 'loss': 0.18064833364271593} +{'epoch': 36, 'iter': 70, 'avg_loss': 0.1798381262904284, 'avg_acc': 75.08802816901408, 'loss': 0.1786546286425837} +{'epoch': 36, 'iter': 80, 'avg_loss': 0.1787819835146908, 'avg_acc': 75.61728395061729, 'loss': 0.20581330419247884} +{'epoch': 36, 'iter': 90, 'avg_loss': 0.17825924617608452, 'avg_acc': 75.54945054945054, 'loss': 0.12961131470400922} +{'epoch': 36, 'iter': 100, 'avg_loss': 0.17751893373783334, 'avg_acc': 75.83539603960396, 'loss': 0.22066585186517174} +{'epoch': 36, 'iter': 110, 'avg_loss': 0.1769837076314684, 'avg_acc': 76.01351351351352, 'loss': 0.19618500697546434} +{'epoch': 36, 'iter': 120, 'avg_loss': 0.17798021926261673, 'avg_acc': 75.87809917355372, 'loss': 0.17985091971782804} +{'epoch': 36, 'iter': 130, 'avg_loss': 0.1781249761789208, 'avg_acc': 75.71564885496184, 'loss': 0.15956346322926557} +{'epoch': 36, 'iter': 140, 'avg_loss': 0.18004532592057726, 'avg_acc': 75.33244680851064, 'loss': 0.19993551381682143} +{'epoch': 36, 'iter': 150, 'avg_loss': 0.1814203669931059, 'avg_acc': 75.37251655629139, 'loss': 0.2365959944163204} +{'epoch': 36, 'iter': 160, 'avg_loss': 0.1806685446522132, 'avg_acc': 75.60170807453416, 'loss': 0.22515562440800554} +{'epoch': 36, 'iter': 170, 'avg_loss': 0.18014911253833435, 'avg_acc': 75.71271929824562, 'loss': 0.1391105524432226} +{'epoch': 36, 'iter': 180, 'avg_loss': 0.17963087454124138, 'avg_acc': 75.89779005524862, 'loss': 0.16760643874379508} +{'epoch': 36, 'iter': 190, 'avg_loss': 0.17943887253070062, 'avg_acc': 75.98167539267016, 'loss': 0.18703171123042797} +{'epoch': 36, 'iter': 200, 'avg_loss': 0.17962493923940345, 'avg_acc': 75.83955223880598, 'loss': 0.16754757258411093} +{'epoch': 36, 'iter': 210, 'avg_loss': 0.17984386295976712, 'avg_acc': 75.7553317535545, 'loss': 0.22820998926222658} +{'epoch': 36, 'iter': 220, 'avg_loss': 0.1795408549761335, 'avg_acc': 75.96153846153845, 'loss': 0.1414324134179249} +{'epoch': 36, 'iter': 230, 'avg_loss': 0.1787466204882751, 'avg_acc': 76.08225108225109, 'loss': 0.18051872507281325} +{'epoch': 36, 'iter': 240, 'avg_loss': 0.17836420164674646, 'avg_acc': 76.15404564315352, 'loss': 0.1346775273005035} +{'epoch': 36, 'iter': 250, 'avg_loss': 0.17766252515667516, 'avg_acc': 76.31972111553786, 'loss': 0.1758983704319595} +{'epoch': 36, 'iter': 260, 'avg_loss': 0.1775548669429896, 'avg_acc': 76.38888888888889, 'loss': 0.14145351901767964} +{'epoch': 'EP36_train', 'avg_loss': 0.17841684768263102, 'total_acc': 76.15393558888502, 'f1_scores': 0.831750962973133} +{'epoch': 37, 'iter': 0, 'avg_loss': 0.19986575057704872, 'avg_acc': 68.75, 'loss': 0.19986575057704872} +{'epoch': 37, 'iter': 10, 'avg_loss': 0.17655711126101759, 'avg_acc': 76.70454545454545, 'loss': 0.13877294949166086} +{'epoch': 37, 'iter': 20, 'avg_loss': 0.18415604218275008, 'avg_acc': 74.25595238095238, 'loss': 0.17642874133847944} +{'epoch': 37, 'iter': 30, 'avg_loss': 0.1816573094006343, 'avg_acc': 74.69758064516128, 'loss': 0.2811128869782252} +{'epoch': 37, 'iter': 40, 'avg_loss': 0.18035816025075949, 'avg_acc': 74.6189024390244, 'loss': 0.13533409091491624} +{'epoch': 37, 'iter': 50, 'avg_loss': 0.1795636566964968, 'avg_acc': 75.12254901960785, 'loss': 0.1904956892132422} +{'epoch': 37, 'iter': 60, 'avg_loss': 0.18176884811872826, 'avg_acc': 74.33401639344262, 'loss': 0.17464188326741947} +{'epoch': 37, 'iter': 70, 'avg_loss': 0.1823437951599762, 'avg_acc': 74.38380281690141, 'loss': 0.17230082840505034} +{'epoch': 37, 'iter': 80, 'avg_loss': 0.1814016649506383, 'avg_acc': 74.96141975308642, 'loss': 0.22261446062427453} +{'epoch': 37, 'iter': 90, 'avg_loss': 0.18105650507965196, 'avg_acc': 74.89697802197803, 'loss': 0.13608375897881686} +{'epoch': 37, 'iter': 100, 'avg_loss': 0.18000254856180145, 'avg_acc': 75.15470297029702, 'loss': 0.22715089535443714} +{'epoch': 37, 'iter': 110, 'avg_loss': 0.17874721027709917, 'avg_acc': 75.67567567567568, 'loss': 0.20849041022781023} +{'epoch': 37, 'iter': 120, 'avg_loss': 0.17847388878746268, 'avg_acc': 75.72314049586777, 'loss': 0.1912415043186237} +{'epoch': 37, 'iter': 130, 'avg_loss': 0.17875087265573764, 'avg_acc': 75.52480916030534, 'loss': 0.15643115473847705} +{'epoch': 37, 'iter': 140, 'avg_loss': 0.18038759013093075, 'avg_acc': 75.19946808510637, 'loss': 0.17406159679243516} +{'epoch': 37, 'iter': 150, 'avg_loss': 0.18173216715851193, 'avg_acc': 75.16556291390728, 'loss': 0.24292788571077445} +{'epoch': 37, 'iter': 160, 'avg_loss': 0.18133881792553236, 'avg_acc': 75.44642857142857, 'loss': 0.22019463698914468} +{'epoch': 37, 'iter': 170, 'avg_loss': 0.18080961436613915, 'avg_acc': 75.60307017543859, 'loss': 0.1598350641312111} +{'epoch': 37, 'iter': 180, 'avg_loss': 0.1800055998370921, 'avg_acc': 75.88052486187846, 'loss': 0.14495754523585128} +{'epoch': 37, 'iter': 190, 'avg_loss': 0.1797026018488576, 'avg_acc': 75.89986910994764, 'loss': 0.1836462311576368} +{'epoch': 37, 'iter': 200, 'avg_loss': 0.18029817494891343, 'avg_acc': 75.80845771144278, 'loss': 0.21030717966179982} +{'epoch': 37, 'iter': 210, 'avg_loss': 0.1802599985653021, 'avg_acc': 75.81457345971565, 'loss': 0.20458777366945718} +{'epoch': 37, 'iter': 220, 'avg_loss': 0.18045707244319953, 'avg_acc': 75.94739819004525, 'loss': 0.14732214385106648} +{'epoch': 37, 'iter': 230, 'avg_loss': 0.1801601133258751, 'avg_acc': 76.0146103896104, 'loss': 0.1691704493650791} +{'epoch': 37, 'iter': 240, 'avg_loss': 0.17942234358414222, 'avg_acc': 76.14107883817427, 'loss': 0.1161304154108324} +{'epoch': 37, 'iter': 250, 'avg_loss': 0.17899206469274748, 'avg_acc': 76.25747011952191, 'loss': 0.1786704924242122} +{'epoch': 37, 'iter': 260, 'avg_loss': 0.1790193427774439, 'avg_acc': 76.30507662835248, 'loss': 0.17381085399620944} +{'epoch': 'EP37_train', 'avg_loss': 0.1795195495505189, 'total_acc': 76.18881525404022, 'f1_scores': 0.8328175922146963} +{'epoch': 38, 'iter': 0, 'avg_loss': 0.19105597235633198, 'avg_acc': 68.75, 'loss': 0.19105597235633198} +{'epoch': 38, 'iter': 10, 'avg_loss': 0.1833736332633592, 'avg_acc': 75.56818181818183, 'loss': 0.17709214749662902} +{'epoch': 38, 'iter': 20, 'avg_loss': 0.19085872889458058, 'avg_acc': 73.66071428571429, 'loss': 0.19200084675606327} +{'epoch': 38, 'iter': 30, 'avg_loss': 0.18345483885137032, 'avg_acc': 74.79838709677419, 'loss': 0.2546217899226915} +{'epoch': 38, 'iter': 40, 'avg_loss': 0.18217293151513456, 'avg_acc': 74.46646341463415, 'loss': 0.134553059689387} +{'epoch': 38, 'iter': 50, 'avg_loss': 0.1831422368009753, 'avg_acc': 74.50980392156863, 'loss': 0.19733182933786125} +{'epoch': 38, 'iter': 60, 'avg_loss': 0.185012102480666, 'avg_acc': 74.33401639344262, 'loss': 0.16235737483935556} +{'epoch': 38, 'iter': 70, 'avg_loss': 0.1846199031257258, 'avg_acc': 74.64788732394366, 'loss': 0.18804443163887186} +{'epoch': 38, 'iter': 80, 'avg_loss': 0.18293282318827206, 'avg_acc': 75.3858024691358, 'loss': 0.23076267864750122} +{'epoch': 38, 'iter': 90, 'avg_loss': 0.18219839034183846, 'avg_acc': 75.44642857142857, 'loss': 0.14981983646125585} +{'epoch': 38, 'iter': 100, 'avg_loss': 0.18091278825296012, 'avg_acc': 75.71163366336634, 'loss': 0.21780121217868903} +{'epoch': 38, 'iter': 110, 'avg_loss': 0.17986656055325156, 'avg_acc': 76.09797297297297, 'loss': 0.19069450499861365} +{'epoch': 38, 'iter': 120, 'avg_loss': 0.18021327282138241, 'avg_acc': 76.00723140495867, 'loss': 0.1732677079122291} +{'epoch': 38, 'iter': 130, 'avg_loss': 0.1795427411852209, 'avg_acc': 75.85877862595419, 'loss': 0.13332092230238246} +{'epoch': 38, 'iter': 140, 'avg_loss': 0.18111660499527932, 'avg_acc': 75.42109929078015, 'loss': 0.19713680136601397} +{'epoch': 38, 'iter': 150, 'avg_loss': 0.1820050357763021, 'avg_acc': 75.45529801324503, 'loss': 0.23592867469437628} +{'epoch': 38, 'iter': 160, 'avg_loss': 0.18161678989879856, 'avg_acc': 75.56288819875776, 'loss': 0.2571367938453071} +{'epoch': 38, 'iter': 170, 'avg_loss': 0.1808132548446089, 'avg_acc': 75.67616959064327, 'loss': 0.17092806687633047} +{'epoch': 38, 'iter': 180, 'avg_loss': 0.18013684775015304, 'avg_acc': 75.98411602209944, 'loss': 0.16350169609809687} +{'epoch': 38, 'iter': 190, 'avg_loss': 0.179884230526458, 'avg_acc': 75.85078534031413, 'loss': 0.20131640062879644} +{'epoch': 38, 'iter': 200, 'avg_loss': 0.18046880905785104, 'avg_acc': 75.71517412935323, 'loss': 0.18457677605306344} +{'epoch': 38, 'iter': 210, 'avg_loss': 0.18084919893224002, 'avg_acc': 75.63684834123224, 'loss': 0.20304346976623475} +{'epoch': 38, 'iter': 220, 'avg_loss': 0.18065398056005363, 'avg_acc': 75.7777149321267, 'loss': 0.1399906969411678} +{'epoch': 38, 'iter': 230, 'avg_loss': 0.18021422562788264, 'avg_acc': 75.90638528138528, 'loss': 0.18646339937539022} +{'epoch': 38, 'iter': 240, 'avg_loss': 0.17963933835898915, 'avg_acc': 75.99844398340248, 'loss': 0.12197908878756891} +{'epoch': 38, 'iter': 250, 'avg_loss': 0.17943022191223426, 'avg_acc': 76.12051792828686, 'loss': 0.2045462214811339} +{'epoch': 38, 'iter': 260, 'avg_loss': 0.17912433057941682, 'avg_acc': 76.17337164750958, 'loss': 0.1647161201159081} +{'epoch': 'EP38_train', 'avg_loss': 0.17963569534140228, 'total_acc': 76.02604348331589, 'f1_scores': 0.8320222855204853} +{'epoch': 39, 'iter': 0, 'avg_loss': 0.1834862417430785, 'avg_acc': 65.625, 'loss': 0.1834862417430785} +{'epoch': 39, 'iter': 10, 'avg_loss': 0.17833592734493456, 'avg_acc': 76.98863636363636, 'loss': 0.18093117305916653} +{'epoch': 39, 'iter': 20, 'avg_loss': 0.18599165013956206, 'avg_acc': 75.0, 'loss': 0.16492045165727173} +{'epoch': 39, 'iter': 30, 'avg_loss': 0.1784946524765351, 'avg_acc': 76.31048387096774, 'loss': 0.28954344721557235} +{'epoch': 39, 'iter': 40, 'avg_loss': 0.17962028840715083, 'avg_acc': 75.22865853658537, 'loss': 0.13830888918346723} +{'epoch': 39, 'iter': 50, 'avg_loss': 0.1791980603368888, 'avg_acc': 75.73529411764706, 'loss': 0.1856331098635532} +{'epoch': 39, 'iter': 60, 'avg_loss': 0.18236693108919458, 'avg_acc': 75.2561475409836, 'loss': 0.19671419447012334} +{'epoch': 39, 'iter': 70, 'avg_loss': 0.183525886239874, 'avg_acc': 75.0, 'loss': 0.20042566722041702} +{'epoch': 39, 'iter': 80, 'avg_loss': 0.18185521524444978, 'avg_acc': 75.54012345679013, 'loss': 0.2023543466836161} +{'epoch': 39, 'iter': 90, 'avg_loss': 0.18198468902804868, 'avg_acc': 75.37774725274726, 'loss': 0.13383803364095773} +{'epoch': 39, 'iter': 100, 'avg_loss': 0.1806226468689606, 'avg_acc': 75.61881188118812, 'loss': 0.19567855649249286} +{'epoch': 39, 'iter': 110, 'avg_loss': 0.180152476157438, 'avg_acc': 75.8445945945946, 'loss': 0.19539174270160736} +{'epoch': 39, 'iter': 120, 'avg_loss': 0.18052502702025847, 'avg_acc': 75.72314049586777, 'loss': 0.20504905465028042} +{'epoch': 39, 'iter': 130, 'avg_loss': 0.18084504478189556, 'avg_acc': 75.54866412213741, 'loss': 0.15666989638323614} +{'epoch': 39, 'iter': 140, 'avg_loss': 0.1822741829272571, 'avg_acc': 75.13297872340425, 'loss': 0.19212322630485393} +{'epoch': 39, 'iter': 150, 'avg_loss': 0.18315643647136723, 'avg_acc': 75.24834437086093, 'loss': 0.2228214824037248} +{'epoch': 39, 'iter': 160, 'avg_loss': 0.18220233145492123, 'avg_acc': 75.54347826086956, 'loss': 0.20057497238675914} +{'epoch': 39, 'iter': 170, 'avg_loss': 0.18173218458602597, 'avg_acc': 75.58479532163743, 'loss': 0.151089405733513} +{'epoch': 39, 'iter': 180, 'avg_loss': 0.18119925282104948, 'avg_acc': 75.74240331491713, 'loss': 0.1579361531330201} +{'epoch': 39, 'iter': 190, 'avg_loss': 0.181411256368039, 'avg_acc': 75.75261780104712, 'loss': 0.18966833068693792} +{'epoch': 39, 'iter': 200, 'avg_loss': 0.18176615357774933, 'avg_acc': 75.60634328358209, 'loss': 0.17756597162981994} +{'epoch': 39, 'iter': 210, 'avg_loss': 0.18179054100021924, 'avg_acc': 75.57760663507109, 'loss': 0.2066358963149761} +{'epoch': 39, 'iter': 220, 'avg_loss': 0.1812970518684179, 'avg_acc': 75.7777149321267, 'loss': 0.13282952760247113} +{'epoch': 39, 'iter': 230, 'avg_loss': 0.18063155803639544, 'avg_acc': 75.86580086580086, 'loss': 0.16375320103008} +{'epoch': 39, 'iter': 240, 'avg_loss': 0.18008125270833766, 'avg_acc': 75.99844398340248, 'loss': 0.12585036207864114} +{'epoch': 39, 'iter': 250, 'avg_loss': 0.1796741865049686, 'avg_acc': 76.12051792828686, 'loss': 0.175637775558383} +{'epoch': 39, 'iter': 260, 'avg_loss': 0.17986618827106518, 'avg_acc': 76.07758620689656, 'loss': 0.18498857549597653} +{'epoch': 'EP39_train', 'avg_loss': 0.18087210250909627, 'total_acc': 75.86327171259155, 'f1_scores': 0.8292074640373152} +{'epoch': 40, 'iter': 0, 'avg_loss': 0.2211203908626881, 'avg_acc': 65.625, 'loss': 0.2211203908626881} +{'epoch': 40, 'iter': 10, 'avg_loss': 0.182592997776785, 'avg_acc': 76.70454545454545, 'loss': 0.17262169871792463} +{'epoch': 40, 'iter': 20, 'avg_loss': 0.18831179440664303, 'avg_acc': 74.85119047619048, 'loss': 0.20625749878528712} +{'epoch': 40, 'iter': 30, 'avg_loss': 0.18213963905841662, 'avg_acc': 76.20967741935483, 'loss': 0.2818353287514006} +{'epoch': 40, 'iter': 40, 'avg_loss': 0.1829328026854513, 'avg_acc': 74.84756097560977, 'loss': 0.12752997111940392} +{'epoch': 40, 'iter': 50, 'avg_loss': 0.1824877184301632, 'avg_acc': 75.30637254901961, 'loss': 0.21644491389478304} +{'epoch': 40, 'iter': 60, 'avg_loss': 0.18349851940981432, 'avg_acc': 75.10245901639344, 'loss': 0.1794259049720403} +{'epoch': 40, 'iter': 70, 'avg_loss': 0.1829412636186671, 'avg_acc': 75.17605633802818, 'loss': 0.18040681727443897} +{'epoch': 40, 'iter': 80, 'avg_loss': 0.18063156740967368, 'avg_acc': 75.81018518518519, 'loss': 0.21125953609942322} +{'epoch': 40, 'iter': 90, 'avg_loss': 0.18052319688491192, 'avg_acc': 75.78983516483517, 'loss': 0.1554197138393992} +{'epoch': 40, 'iter': 100, 'avg_loss': 0.17937923514570855, 'avg_acc': 75.95915841584159, 'loss': 0.22483165761889268} +{'epoch': 40, 'iter': 110, 'avg_loss': 0.17971338790533767, 'avg_acc': 75.9572072072072, 'loss': 0.22790035475628423} +{'epoch': 40, 'iter': 120, 'avg_loss': 0.1798148231759137, 'avg_acc': 75.98140495867769, 'loss': 0.185933304013791} +{'epoch': 40, 'iter': 130, 'avg_loss': 0.17946607441479867, 'avg_acc': 75.93034351145039, 'loss': 0.14781304573965112} +{'epoch': 40, 'iter': 140, 'avg_loss': 0.1810398509999418, 'avg_acc': 75.42109929078015, 'loss': 0.19137769165136626} +{'epoch': 40, 'iter': 150, 'avg_loss': 0.182511353630825, 'avg_acc': 75.41390728476821, 'loss': 0.22615762226941172} +{'epoch': 40, 'iter': 160, 'avg_loss': 0.18182946723991236, 'avg_acc': 75.71816770186336, 'loss': 0.21373620068524293} +{'epoch': 40, 'iter': 170, 'avg_loss': 0.18142618305310573, 'avg_acc': 75.7858187134503, 'loss': 0.16146664949757597} +{'epoch': 40, 'iter': 180, 'avg_loss': 0.18125667254889363, 'avg_acc': 75.84599447513813, 'loss': 0.15958800515528537} +{'epoch': 40, 'iter': 190, 'avg_loss': 0.1809875870164655, 'avg_acc': 75.86714659685863, 'loss': 0.17559549194585802} +{'epoch': 40, 'iter': 200, 'avg_loss': 0.18166824320854003, 'avg_acc': 75.68407960199005, 'loss': 0.17322420542555708} +{'epoch': 40, 'iter': 210, 'avg_loss': 0.18206139314513956, 'avg_acc': 75.60722748815166, 'loss': 0.23757500894940212} +{'epoch': 40, 'iter': 220, 'avg_loss': 0.18187170554762988, 'avg_acc': 75.82013574660633, 'loss': 0.13604477564130107} +{'epoch': 40, 'iter': 230, 'avg_loss': 0.18104263282531324, 'avg_acc': 76.02813852813853, 'loss': 0.177902856371838} +{'epoch': 40, 'iter': 240, 'avg_loss': 0.18060762709249653, 'avg_acc': 76.06327800829875, 'loss': 0.15999635850327618} +{'epoch': 40, 'iter': 250, 'avg_loss': 0.17990462674007987, 'avg_acc': 76.19521912350598, 'loss': 0.17501054171631425} +{'epoch': 40, 'iter': 260, 'avg_loss': 0.17965727729762007, 'avg_acc': 76.28113026819923, 'loss': 0.13472420295525467} +{'epoch': 'EP40_train', 'avg_loss': 0.18059137133220965, 'total_acc': 76.04929659341937, 'f1_scores': 0.8309019883565211} +{'epoch': 41, 'iter': 0, 'avg_loss': 0.20599222936466788, 'avg_acc': 68.75, 'loss': 0.20599222936466788} +{'epoch': 41, 'iter': 10, 'avg_loss': 0.18484099726999184, 'avg_acc': 75.56818181818183, 'loss': 0.16829103486146732} +{'epoch': 41, 'iter': 20, 'avg_loss': 0.19168976739079904, 'avg_acc': 73.21428571428571, 'loss': 0.18223482217458045} +{'epoch': 41, 'iter': 30, 'avg_loss': 0.18191366390141503, 'avg_acc': 75.40322580645162, 'loss': 0.2407268493322659} +{'epoch': 41, 'iter': 40, 'avg_loss': 0.18051289620243066, 'avg_acc': 75.76219512195121, 'loss': 0.1405864817778869} +{'epoch': 41, 'iter': 50, 'avg_loss': 0.1802384434951925, 'avg_acc': 75.73529411764706, 'loss': 0.20487885304946474} +{'epoch': 41, 'iter': 60, 'avg_loss': 0.18230090318159808, 'avg_acc': 75.15368852459017, 'loss': 0.22341183328975334} +{'epoch': 41, 'iter': 70, 'avg_loss': 0.1814594707766652, 'avg_acc': 75.66021126760563, 'loss': 0.17849876944669468} +{'epoch': 41, 'iter': 80, 'avg_loss': 0.18067431844527224, 'avg_acc': 75.81018518518519, 'loss': 0.2423237334361293} +{'epoch': 41, 'iter': 90, 'avg_loss': 0.18094704939000314, 'avg_acc': 75.58379120879121, 'loss': 0.14863043142997967} +{'epoch': 41, 'iter': 100, 'avg_loss': 0.1798109609317019, 'avg_acc': 75.83539603960396, 'loss': 0.20534378756532995} +{'epoch': 41, 'iter': 110, 'avg_loss': 0.179852699213461, 'avg_acc': 76.04166666666666, 'loss': 0.21913378504148437} +{'epoch': 41, 'iter': 120, 'avg_loss': 0.18114985363095457, 'avg_acc': 75.85227272727273, 'loss': 0.21812952561796195} +{'epoch': 41, 'iter': 130, 'avg_loss': 0.18134140223005868, 'avg_acc': 75.71564885496184, 'loss': 0.16525202007351172} +{'epoch': 41, 'iter': 140, 'avg_loss': 0.18306747898526057, 'avg_acc': 75.24379432624113, 'loss': 0.17908443853660164} +{'epoch': 41, 'iter': 150, 'avg_loss': 0.18417737639202506, 'avg_acc': 75.28973509933775, 'loss': 0.2311799204918623} +{'epoch': 41, 'iter': 160, 'avg_loss': 0.1835240321504895, 'avg_acc': 75.58229813664596, 'loss': 0.21224784501150445} +{'epoch': 41, 'iter': 170, 'avg_loss': 0.18273097951436823, 'avg_acc': 75.58479532163743, 'loss': 0.15775988684308093} +{'epoch': 41, 'iter': 180, 'avg_loss': 0.18183246648041868, 'avg_acc': 75.74240331491713, 'loss': 0.14846003152518922} +{'epoch': 41, 'iter': 190, 'avg_loss': 0.18207599516776415, 'avg_acc': 75.68717277486911, 'loss': 0.21059552445578333} +{'epoch': 41, 'iter': 200, 'avg_loss': 0.18244200763877377, 'avg_acc': 75.63743781094527, 'loss': 0.15531477990332931} +{'epoch': 41, 'iter': 210, 'avg_loss': 0.18228580114005535, 'avg_acc': 75.59241706161137, 'loss': 0.20471631608034255} +{'epoch': 41, 'iter': 220, 'avg_loss': 0.18191404762808988, 'avg_acc': 75.82013574660633, 'loss': 0.13920638598854193} +{'epoch': 41, 'iter': 230, 'avg_loss': 0.18118851787857043, 'avg_acc': 75.91991341991343, 'loss': 0.17394462005410002} +{'epoch': 41, 'iter': 240, 'avg_loss': 0.18058355156509764, 'avg_acc': 75.95954356846472, 'loss': 0.1292360622910564} +{'epoch': 41, 'iter': 250, 'avg_loss': 0.1801573463959295, 'avg_acc': 76.03336653386454, 'loss': 0.192430030028841} +{'epoch': 41, 'iter': 260, 'avg_loss': 0.18032564712643775, 'avg_acc': 76.06561302681992, 'loss': 0.18268790289799391} +{'epoch': 'EP41_train', 'avg_loss': 0.18142551061271112, 'total_acc': 75.80513893733287, 'f1_scores': 0.8266739217133705} +{'epoch': 42, 'iter': 0, 'avg_loss': 0.1793557143515585, 'avg_acc': 68.75, 'loss': 0.1793557143515585} +{'epoch': 42, 'iter': 10, 'avg_loss': 0.18194371617340643, 'avg_acc': 75.56818181818183, 'loss': 0.14312748827892513} +{'epoch': 42, 'iter': 20, 'avg_loss': 0.18645952381131206, 'avg_acc': 74.40476190476191, 'loss': 0.17046127146339732} +{'epoch': 42, 'iter': 30, 'avg_loss': 0.18066575843238766, 'avg_acc': 75.40322580645162, 'loss': 0.2707109454706093} +{'epoch': 42, 'iter': 40, 'avg_loss': 0.17981207291741785, 'avg_acc': 75.0, 'loss': 0.1490088300681681} +{'epoch': 42, 'iter': 50, 'avg_loss': 0.17943352934426873, 'avg_acc': 74.93872549019608, 'loss': 0.1843968951765313} +{'epoch': 42, 'iter': 60, 'avg_loss': 0.1818845502875132, 'avg_acc': 74.43647540983606, 'loss': 0.1766941320388758} +{'epoch': 42, 'iter': 70, 'avg_loss': 0.18203090546157819, 'avg_acc': 74.51584507042254, 'loss': 0.18202267194076324} +{'epoch': 42, 'iter': 80, 'avg_loss': 0.17988279412231617, 'avg_acc': 75.30864197530865, 'loss': 0.19050524475763705} +{'epoch': 42, 'iter': 90, 'avg_loss': 0.1793249048036896, 'avg_acc': 75.48076923076923, 'loss': 0.11882925084596759} +{'epoch': 42, 'iter': 100, 'avg_loss': 0.1788841013441052, 'avg_acc': 75.64975247524752, 'loss': 0.2400862963915289} +{'epoch': 42, 'iter': 110, 'avg_loss': 0.17818562540631586, 'avg_acc': 75.8445945945946, 'loss': 0.22822759296811665} +{'epoch': 42, 'iter': 120, 'avg_loss': 0.1786937847240794, 'avg_acc': 75.82644628099173, 'loss': 0.16697106707270543} +{'epoch': 42, 'iter': 130, 'avg_loss': 0.17842017099205426, 'avg_acc': 75.85877862595419, 'loss': 0.13860909317212944} +{'epoch': 42, 'iter': 140, 'avg_loss': 0.18010838848997404, 'avg_acc': 75.42109929078015, 'loss': 0.1865366810817751} +{'epoch': 42, 'iter': 150, 'avg_loss': 0.18166008861180383, 'avg_acc': 75.37251655629139, 'loss': 0.2594932550640822} +{'epoch': 42, 'iter': 160, 'avg_loss': 0.1808432439609158, 'avg_acc': 75.64052795031056, 'loss': 0.21017159996173945} +{'epoch': 42, 'iter': 170, 'avg_loss': 0.18080579890770362, 'avg_acc': 75.60307017543859, 'loss': 0.13748838886426487} +{'epoch': 42, 'iter': 180, 'avg_loss': 0.18026715340626276, 'avg_acc': 75.82872928176796, 'loss': 0.1634227642550933} +{'epoch': 42, 'iter': 190, 'avg_loss': 0.18002074525542258, 'avg_acc': 75.85078534031413, 'loss': 0.18126891171887188} +{'epoch': 42, 'iter': 200, 'avg_loss': 0.1806898844177372, 'avg_acc': 75.73072139303483, 'loss': 0.18988007779212318} +{'epoch': 42, 'iter': 210, 'avg_loss': 0.18107668566257298, 'avg_acc': 75.6664691943128, 'loss': 0.2114977143482} +{'epoch': 42, 'iter': 220, 'avg_loss': 0.18077623771072848, 'avg_acc': 75.84841628959276, 'loss': 0.14722132213097844} +{'epoch': 42, 'iter': 230, 'avg_loss': 0.17993081384900758, 'avg_acc': 76.00108225108225, 'loss': 0.1739748137991788} +{'epoch': 42, 'iter': 240, 'avg_loss': 0.1796040339324168, 'avg_acc': 76.024377593361, 'loss': 0.1489566503205302} +{'epoch': 42, 'iter': 250, 'avg_loss': 0.17923878226320095, 'avg_acc': 76.14541832669323, 'loss': 0.19259482959191104} +{'epoch': 42, 'iter': 260, 'avg_loss': 0.17927454118003644, 'avg_acc': 76.16139846743295, 'loss': 0.14982038207684514} +{'epoch': 'EP42_train', 'avg_loss': 0.18003249243874556, 'total_acc': 75.9679107080572, 'f1_scores': 0.83066673019377} +{'epoch': 43, 'iter': 0, 'avg_loss': 0.19630652369358917, 'avg_acc': 62.5, 'loss': 0.19630652369358917} +{'epoch': 43, 'iter': 10, 'avg_loss': 0.18078393363629466, 'avg_acc': 75.85227272727273, 'loss': 0.17062477992945038} +{'epoch': 43, 'iter': 20, 'avg_loss': 0.18816755095971155, 'avg_acc': 73.95833333333334, 'loss': 0.18106976905564917} +{'epoch': 43, 'iter': 30, 'avg_loss': 0.1812089278606649, 'avg_acc': 75.90725806451613, 'loss': 0.2597392091343187} +{'epoch': 43, 'iter': 40, 'avg_loss': 0.18123088511947122, 'avg_acc': 75.07621951219512, 'loss': 0.1332846984285376} +{'epoch': 43, 'iter': 50, 'avg_loss': 0.18086158770607255, 'avg_acc': 75.30637254901961, 'loss': 0.18940035653723847} +{'epoch': 43, 'iter': 60, 'avg_loss': 0.18334804106373837, 'avg_acc': 74.79508196721312, 'loss': 0.15846590249006223} +{'epoch': 43, 'iter': 70, 'avg_loss': 0.18387207606633826, 'avg_acc': 74.95598591549296, 'loss': 0.2262168450043792} +{'epoch': 43, 'iter': 80, 'avg_loss': 0.18168156050898218, 'avg_acc': 75.4243827160494, 'loss': 0.20142433592363723} +{'epoch': 43, 'iter': 90, 'avg_loss': 0.1816197866192232, 'avg_acc': 75.44642857142857, 'loss': 0.1568968338717627} +{'epoch': 43, 'iter': 100, 'avg_loss': 0.18135875739519594, 'avg_acc': 75.5259900990099, 'loss': 0.24660103694746532} +{'epoch': 43, 'iter': 110, 'avg_loss': 0.18034455529455165, 'avg_acc': 75.81644144144144, 'loss': 0.20126711945499665} +{'epoch': 43, 'iter': 120, 'avg_loss': 0.18082032524888983, 'avg_acc': 75.80061983471074, 'loss': 0.1789308588891494} +{'epoch': 43, 'iter': 130, 'avg_loss': 0.18046206528922462, 'avg_acc': 75.76335877862596, 'loss': 0.14977258976352303} +{'epoch': 43, 'iter': 140, 'avg_loss': 0.18193245373467465, 'avg_acc': 75.35460992907801, 'loss': 0.21222127136174354} +{'epoch': 43, 'iter': 150, 'avg_loss': 0.18275845362578733, 'avg_acc': 75.47599337748345, 'loss': 0.21855904748729973} +{'epoch': 43, 'iter': 160, 'avg_loss': 0.18187744208625936, 'avg_acc': 75.81521739130434, 'loss': 0.21117058978345885} +{'epoch': 43, 'iter': 170, 'avg_loss': 0.18113080729657366, 'avg_acc': 75.95029239766082, 'loss': 0.1474654301246535} +{'epoch': 43, 'iter': 180, 'avg_loss': 0.1802756371422451, 'avg_acc': 76.13950276243095, 'loss': 0.16557233274039618} +{'epoch': 43, 'iter': 190, 'avg_loss': 0.17964912540265288, 'avg_acc': 76.2270942408377, 'loss': 0.19038598691730613} +{'epoch': 43, 'iter': 200, 'avg_loss': 0.1800465890279138, 'avg_acc': 75.99502487562188, 'loss': 0.1888274684871963} +{'epoch': 43, 'iter': 210, 'avg_loss': 0.1801348566811868, 'avg_acc': 75.97748815165876, 'loss': 0.22659392478847856} +{'epoch': 43, 'iter': 220, 'avg_loss': 0.1797731917372727, 'avg_acc': 76.14536199095022, 'loss': 0.12709108162954916} +{'epoch': 43, 'iter': 230, 'avg_loss': 0.17915150059524498, 'avg_acc': 76.23106060606061, 'loss': 0.16839922891037518} +{'epoch': 43, 'iter': 240, 'avg_loss': 0.17862136834784553, 'avg_acc': 76.2707468879668, 'loss': 0.1403182730317253} +{'epoch': 43, 'iter': 250, 'avg_loss': 0.1781603740141015, 'avg_acc': 76.39442231075697, 'loss': 0.18543104787398562} +{'epoch': 43, 'iter': 260, 'avg_loss': 0.17784030252911695, 'avg_acc': 76.49664750957854, 'loss': 0.15020616956145869} +{'epoch': 'EP43_train', 'avg_loss': 0.17878550521830824, 'total_acc': 76.22369491919544, 'f1_scores': 0.8324522914750918} +{'epoch': 44, 'iter': 0, 'avg_loss': 0.18489770268733502, 'avg_acc': 65.625, 'loss': 0.18489770268733502} +{'epoch': 44, 'iter': 10, 'avg_loss': 0.1788196544587349, 'avg_acc': 76.70454545454545, 'loss': 0.13489556058562155} +{'epoch': 44, 'iter': 20, 'avg_loss': 0.18908921406077278, 'avg_acc': 74.10714285714286, 'loss': 0.180232663301382} +{'epoch': 44, 'iter': 30, 'avg_loss': 0.17965533076438048, 'avg_acc': 75.70564516129032, 'loss': 0.27520815084762007} +{'epoch': 44, 'iter': 40, 'avg_loss': 0.178886449473399, 'avg_acc': 75.07621951219512, 'loss': 0.15201957986684125} +{'epoch': 44, 'iter': 50, 'avg_loss': 0.17795792787935893, 'avg_acc': 75.42892156862744, 'loss': 0.21967173021375785} +{'epoch': 44, 'iter': 60, 'avg_loss': 0.18140631745018232, 'avg_acc': 74.79508196721312, 'loss': 0.22074887617546826} +{'epoch': 44, 'iter': 70, 'avg_loss': 0.18084419606436583, 'avg_acc': 75.13204225352112, 'loss': 0.17269905751675704} +{'epoch': 44, 'iter': 80, 'avg_loss': 0.17968630390539225, 'avg_acc': 75.65586419753086, 'loss': 0.1768469921365912} +{'epoch': 44, 'iter': 90, 'avg_loss': 0.17938851493094599, 'avg_acc': 75.82417582417582, 'loss': 0.1256404647009213} +{'epoch': 44, 'iter': 100, 'avg_loss': 0.17895037719032095, 'avg_acc': 76.02103960396039, 'loss': 0.24126186721428713} +{'epoch': 44, 'iter': 110, 'avg_loss': 0.17913790760295423, 'avg_acc': 76.06981981981981, 'loss': 0.25764887310247836} +{'epoch': 44, 'iter': 120, 'avg_loss': 0.18002450894261332, 'avg_acc': 75.98140495867769, 'loss': 0.18431483419183384} +{'epoch': 44, 'iter': 130, 'avg_loss': 0.17978210313624599, 'avg_acc': 75.78721374045801, 'loss': 0.13903094980549568} +{'epoch': 44, 'iter': 140, 'avg_loss': 0.18096289118757694, 'avg_acc': 75.50975177304964, 'loss': 0.17045898349324975} +{'epoch': 44, 'iter': 150, 'avg_loss': 0.18172343211863756, 'avg_acc': 75.53807947019867, 'loss': 0.2156482067984281} +{'epoch': 44, 'iter': 160, 'avg_loss': 0.18083458153433066, 'avg_acc': 75.75698757763976, 'loss': 0.21892711788282984} +{'epoch': 44, 'iter': 170, 'avg_loss': 0.180123394788115, 'avg_acc': 75.73099415204678, 'loss': 0.1485138577976533} +{'epoch': 44, 'iter': 180, 'avg_loss': 0.17942291938760044, 'avg_acc': 75.89779005524862, 'loss': 0.17442756486797048} +{'epoch': 44, 'iter': 190, 'avg_loss': 0.17953229727495967, 'avg_acc': 75.85078534031413, 'loss': 0.19881327426180662} +{'epoch': 44, 'iter': 200, 'avg_loss': 0.1799190692750191, 'avg_acc': 75.73072139303483, 'loss': 0.19198768364113253} +{'epoch': 44, 'iter': 210, 'avg_loss': 0.18060964496199347, 'avg_acc': 75.62203791469194, 'loss': 0.2178569611054562} +{'epoch': 44, 'iter': 220, 'avg_loss': 0.18061942169555062, 'avg_acc': 75.76357466063348, 'loss': 0.15256540483611097} +{'epoch': 44, 'iter': 230, 'avg_loss': 0.17963942806847671, 'avg_acc': 75.91991341991343, 'loss': 0.17794659663919835} +{'epoch': 44, 'iter': 240, 'avg_loss': 0.17950096547044483, 'avg_acc': 76.024377593361, 'loss': 0.15858949739668} +{'epoch': 44, 'iter': 250, 'avg_loss': 0.1791873829305498, 'avg_acc': 76.12051792828686, 'loss': 0.18475101105267452} +{'epoch': 44, 'iter': 260, 'avg_loss': 0.1790430972893823, 'avg_acc': 76.16139846743295, 'loss': 0.15697750530301235} +{'epoch': 'EP44_train', 'avg_loss': 0.17985507952396212, 'total_acc': 75.95628415300547, 'f1_scores': 0.8304681912003237} +{'epoch': 45, 'iter': 0, 'avg_loss': 0.1716142126470227, 'avg_acc': 68.75, 'loss': 0.1716142126470227} +{'epoch': 45, 'iter': 10, 'avg_loss': 0.1764919959449591, 'avg_acc': 76.13636363636364, 'loss': 0.15355508533712378} +{'epoch': 45, 'iter': 20, 'avg_loss': 0.18717459177129547, 'avg_acc': 73.06547619047619, 'loss': 0.22247301176368847} +{'epoch': 45, 'iter': 30, 'avg_loss': 0.17991185275120364, 'avg_acc': 74.8991935483871, 'loss': 0.2657235034744332} +{'epoch': 45, 'iter': 40, 'avg_loss': 0.18024518507226636, 'avg_acc': 75.0, 'loss': 0.1356889098826802} +{'epoch': 45, 'iter': 50, 'avg_loss': 0.1798556691316838, 'avg_acc': 75.30637254901961, 'loss': 0.2340898985736613} +{'epoch': 45, 'iter': 60, 'avg_loss': 0.1828499833295895, 'avg_acc': 74.7438524590164, 'loss': 0.2039826077961493} +{'epoch': 45, 'iter': 70, 'avg_loss': 0.18246502166436931, 'avg_acc': 75.0, 'loss': 0.1942423857086862} +{'epoch': 45, 'iter': 80, 'avg_loss': 0.18167045665011253, 'avg_acc': 75.54012345679013, 'loss': 0.19399751116019} +{'epoch': 45, 'iter': 90, 'avg_loss': 0.18100192695930228, 'avg_acc': 75.48076923076923, 'loss': 0.12752303314065472} +{'epoch': 45, 'iter': 100, 'avg_loss': 0.1792574802999156, 'avg_acc': 75.80445544554455, 'loss': 0.20211325489968193} +{'epoch': 45, 'iter': 110, 'avg_loss': 0.17853776452717243, 'avg_acc': 75.92905405405406, 'loss': 0.20815902561765498} +{'epoch': 45, 'iter': 120, 'avg_loss': 0.1785237753334281, 'avg_acc': 75.92975206611571, 'loss': 0.18177219546361378} +{'epoch': 45, 'iter': 130, 'avg_loss': 0.17896841732265928, 'avg_acc': 75.69179389312977, 'loss': 0.15005411180150166} +{'epoch': 45, 'iter': 140, 'avg_loss': 0.18005651348408, 'avg_acc': 75.22163120567376, 'loss': 0.16895646191790853} +{'epoch': 45, 'iter': 150, 'avg_loss': 0.18152883932020947, 'avg_acc': 75.20695364238411, 'loss': 0.23567860966673898} +{'epoch': 45, 'iter': 160, 'avg_loss': 0.18161490705219785, 'avg_acc': 75.29114906832298, 'loss': 0.2428323022560327} +{'epoch': 45, 'iter': 170, 'avg_loss': 0.18088067715556572, 'avg_acc': 75.45687134502924, 'loss': 0.14739051059578198} +{'epoch': 45, 'iter': 180, 'avg_loss': 0.18036201940186494, 'avg_acc': 75.69060773480662, 'loss': 0.1553295796348957} +{'epoch': 45, 'iter': 190, 'avg_loss': 0.1804516172058374, 'avg_acc': 75.75261780104712, 'loss': 0.19542949166543874} +{'epoch': 45, 'iter': 200, 'avg_loss': 0.18068305665974815, 'avg_acc': 75.63743781094527, 'loss': 0.1812184063445719} +{'epoch': 45, 'iter': 210, 'avg_loss': 0.18076814657930354, 'avg_acc': 75.63684834123224, 'loss': 0.21452624457016406} +{'epoch': 45, 'iter': 220, 'avg_loss': 0.18053466470216978, 'avg_acc': 75.74943438914026, 'loss': 0.13155999440099767} +{'epoch': 45, 'iter': 230, 'avg_loss': 0.17994224208856321, 'avg_acc': 75.879329004329, 'loss': 0.19675644450582092} +{'epoch': 45, 'iter': 240, 'avg_loss': 0.1795648887302605, 'avg_acc': 75.86877593360995, 'loss': 0.16409490069447533} +{'epoch': 45, 'iter': 250, 'avg_loss': 0.17905024940678627, 'avg_acc': 76.02091633466136, 'loss': 0.1738416317709793} +{'epoch': 45, 'iter': 260, 'avg_loss': 0.17865836613029923, 'avg_acc': 76.11350574712644, 'loss': 0.17911270372850752} +{'epoch': 'EP45_train', 'avg_loss': 0.17970568224576172, 'total_acc': 75.84001860248809, 'f1_scores': 0.8272324669867882} +{'epoch': 46, 'iter': 0, 'avg_loss': 0.1804562147194478, 'avg_acc': 71.875, 'loss': 0.1804562147194478} +{'epoch': 46, 'iter': 10, 'avg_loss': 0.18019094665445778, 'avg_acc': 75.56818181818183, 'loss': 0.17283628388682157} +{'epoch': 46, 'iter': 20, 'avg_loss': 0.1867274636487767, 'avg_acc': 73.80952380952381, 'loss': 0.17170419729415745} +{'epoch': 46, 'iter': 30, 'avg_loss': 0.17984691225651303, 'avg_acc': 75.20161290322581, 'loss': 0.2653653440946364} +{'epoch': 46, 'iter': 40, 'avg_loss': 0.18008553056077364, 'avg_acc': 75.3048780487805, 'loss': 0.13453704460298913} +{'epoch': 46, 'iter': 50, 'avg_loss': 0.17979237271090553, 'avg_acc': 75.49019607843137, 'loss': 0.19766787101432673} +{'epoch': 46, 'iter': 60, 'avg_loss': 0.18161915230104753, 'avg_acc': 75.4610655737705, 'loss': 0.16685109167580034} +{'epoch': 46, 'iter': 70, 'avg_loss': 0.18234282908874175, 'avg_acc': 75.26408450704226, 'loss': 0.1950370121335579} +{'epoch': 46, 'iter': 80, 'avg_loss': 0.18039841502514514, 'avg_acc': 75.81018518518519, 'loss': 0.20947282805443018} +{'epoch': 46, 'iter': 90, 'avg_loss': 0.18078796364217964, 'avg_acc': 75.44642857142857, 'loss': 0.15726588542078243} +{'epoch': 46, 'iter': 100, 'avg_loss': 0.18093442581589214, 'avg_acc': 75.4950495049505, 'loss': 0.22469942475821977} +{'epoch': 46, 'iter': 110, 'avg_loss': 0.18027486884814276, 'avg_acc': 75.81644144144144, 'loss': 0.20204077087308087} +{'epoch': 46, 'iter': 120, 'avg_loss': 0.18048974822557334, 'avg_acc': 75.80061983471074, 'loss': 0.17855226909581948} +{'epoch': 46, 'iter': 130, 'avg_loss': 0.18057659382083782, 'avg_acc': 75.66793893129771, 'loss': 0.1451745811967677} +{'epoch': 46, 'iter': 140, 'avg_loss': 0.18195021930703661, 'avg_acc': 75.22163120567376, 'loss': 0.17973757628691697} +{'epoch': 46, 'iter': 150, 'avg_loss': 0.18304698135390807, 'avg_acc': 75.18625827814569, 'loss': 0.2195106983421152} +{'epoch': 46, 'iter': 160, 'avg_loss': 0.18313290147865527, 'avg_acc': 75.27173913043478, 'loss': 0.20645336404730355} +{'epoch': 46, 'iter': 170, 'avg_loss': 0.1821863869339047, 'avg_acc': 75.36549707602339, 'loss': 0.14106794219378369} +{'epoch': 46, 'iter': 180, 'avg_loss': 0.1815538222989993, 'avg_acc': 75.60428176795581, 'loss': 0.14097597809864304} +{'epoch': 46, 'iter': 190, 'avg_loss': 0.18114144485812733, 'avg_acc': 75.6544502617801, 'loss': 0.20434525037389353} +{'epoch': 46, 'iter': 200, 'avg_loss': 0.1812773943727615, 'avg_acc': 75.62189054726367, 'loss': 0.17350953115305245} +{'epoch': 46, 'iter': 210, 'avg_loss': 0.18132353333892223, 'avg_acc': 75.5627962085308, 'loss': 0.2142707592192242} +{'epoch': 46, 'iter': 220, 'avg_loss': 0.18120971532733438, 'avg_acc': 75.70701357466064, 'loss': 0.14742778849289095} +{'epoch': 46, 'iter': 230, 'avg_loss': 0.18075989698003622, 'avg_acc': 75.7711038961039, 'loss': 0.18568841541273784} +{'epoch': 46, 'iter': 240, 'avg_loss': 0.18011351716769988, 'avg_acc': 75.89470954356847, 'loss': 0.1466176523745187} +{'epoch': 46, 'iter': 250, 'avg_loss': 0.17941264131693435, 'avg_acc': 76.07071713147411, 'loss': 0.1729060570783381} +{'epoch': 46, 'iter': 260, 'avg_loss': 0.17898854398370004, 'avg_acc': 76.16139846743295, 'loss': 0.19373302806991433} +{'epoch': 'EP46_train', 'avg_loss': 0.1801165157501311, 'total_acc': 75.9097779327985, 'f1_scores': 0.8271268445283482} +{'epoch': 47, 'iter': 0, 'avg_loss': 0.19944532488099345, 'avg_acc': 65.625, 'loss': 0.19944532488099345} +{'epoch': 47, 'iter': 10, 'avg_loss': 0.18079010123505565, 'avg_acc': 75.85227272727273, 'loss': 0.1407615499118963} +{'epoch': 47, 'iter': 20, 'avg_loss': 0.18770450059613747, 'avg_acc': 73.80952380952381, 'loss': 0.1700296268152824} +{'epoch': 47, 'iter': 30, 'avg_loss': 0.17931014473443693, 'avg_acc': 76.00806451612904, 'loss': 0.2602520408605713} +{'epoch': 47, 'iter': 40, 'avg_loss': 0.17956580851204793, 'avg_acc': 75.22865853658537, 'loss': 0.15905536769558434} +{'epoch': 47, 'iter': 50, 'avg_loss': 0.18049859105477709, 'avg_acc': 75.24509803921569, 'loss': 0.20645702876757402} +{'epoch': 47, 'iter': 60, 'avg_loss': 0.18391208340531193, 'avg_acc': 74.38524590163934, 'loss': 0.21118297774137113} +{'epoch': 47, 'iter': 70, 'avg_loss': 0.18432003921566892, 'avg_acc': 74.47183098591549, 'loss': 0.19129079008936398} +{'epoch': 47, 'iter': 80, 'avg_loss': 0.18192479445571919, 'avg_acc': 75.23148148148148, 'loss': 0.2069155382720993} +{'epoch': 47, 'iter': 90, 'avg_loss': 0.18101141168968643, 'avg_acc': 75.37774725274726, 'loss': 0.1349420385376412} +{'epoch': 47, 'iter': 100, 'avg_loss': 0.1805426462397452, 'avg_acc': 75.34034653465346, 'loss': 0.22195206870028575} +{'epoch': 47, 'iter': 110, 'avg_loss': 0.18024611108076852, 'avg_acc': 75.56306306306307, 'loss': 0.1913359205116275} +{'epoch': 47, 'iter': 120, 'avg_loss': 0.1803858276125399, 'avg_acc': 75.59400826446281, 'loss': 0.20932815122122453} +{'epoch': 47, 'iter': 130, 'avg_loss': 0.1802626222361651, 'avg_acc': 75.45324427480917, 'loss': 0.13884988675188684} +{'epoch': 47, 'iter': 140, 'avg_loss': 0.1818673743896356, 'avg_acc': 74.80053191489363, 'loss': 0.2182619583991985} +{'epoch': 47, 'iter': 150, 'avg_loss': 0.18315065115009038, 'avg_acc': 74.77235099337747, 'loss': 0.23324163678334842} +{'epoch': 47, 'iter': 160, 'avg_loss': 0.1830073949830287, 'avg_acc': 74.88354037267081, 'loss': 0.22968886613426165} +{'epoch': 47, 'iter': 170, 'avg_loss': 0.1827925694774209, 'avg_acc': 74.89035087719299, 'loss': 0.1635621267147285} +{'epoch': 47, 'iter': 180, 'avg_loss': 0.18212099233235107, 'avg_acc': 75.22444751381215, 'loss': 0.1690556208974639} +{'epoch': 47, 'iter': 190, 'avg_loss': 0.1821585410582125, 'avg_acc': 75.29450261780106, 'loss': 0.18325667486515812} +{'epoch': 47, 'iter': 200, 'avg_loss': 0.18220255381588146, 'avg_acc': 75.29539800995025, 'loss': 0.1632334325267765} +{'epoch': 47, 'iter': 210, 'avg_loss': 0.18245788939250768, 'avg_acc': 75.26658767772511, 'loss': 0.21336493984553734} +{'epoch': 47, 'iter': 220, 'avg_loss': 0.18212775250485058, 'avg_acc': 75.4524886877828, 'loss': 0.1431508860866817} +{'epoch': 47, 'iter': 230, 'avg_loss': 0.18132383748791825, 'avg_acc': 75.63582251082252, 'loss': 0.1687832193626598} +{'epoch': 47, 'iter': 240, 'avg_loss': 0.1807049506380282, 'avg_acc': 75.75207468879668, 'loss': 0.13930925516270873} +{'epoch': 47, 'iter': 250, 'avg_loss': 0.1805810736491565, 'avg_acc': 75.85906374501991, 'loss': 0.16737518811815577} +{'epoch': 47, 'iter': 260, 'avg_loss': 0.18036328780196925, 'avg_acc': 75.93390804597702, 'loss': 0.18873882695469643} +{'epoch': 'EP47_train', 'avg_loss': 0.1814421079155443, 'total_acc': 75.71212649691897, 'f1_scores': 0.8278394706194} +{'epoch': 48, 'iter': 0, 'avg_loss': 0.18614128000954264, 'avg_acc': 65.625, 'loss': 0.18614128000954264} +{'epoch': 48, 'iter': 10, 'avg_loss': 0.18414805171351165, 'avg_acc': 75.85227272727273, 'loss': 0.17182088678198465} +{'epoch': 48, 'iter': 20, 'avg_loss': 0.19189172345402583, 'avg_acc': 73.21428571428571, 'loss': 0.17954799767874516} +{'epoch': 48, 'iter': 30, 'avg_loss': 0.18451709315129713, 'avg_acc': 74.49596774193549, 'loss': 0.2950261852794794} +{'epoch': 48, 'iter': 40, 'avg_loss': 0.1835101727002358, 'avg_acc': 74.77134146341463, 'loss': 0.17020349580007885} +{'epoch': 48, 'iter': 50, 'avg_loss': 0.1831479337674431, 'avg_acc': 75.12254901960785, 'loss': 0.2333679049436453} +{'epoch': 48, 'iter': 60, 'avg_loss': 0.18311297500138843, 'avg_acc': 74.79508196721312, 'loss': 0.1731714145716552} +{'epoch': 48, 'iter': 70, 'avg_loss': 0.18304520838253066, 'avg_acc': 74.82394366197182, 'loss': 0.1841124877108332} +{'epoch': 48, 'iter': 80, 'avg_loss': 0.18159138517017043, 'avg_acc': 75.34722222222221, 'loss': 0.20479762964637363} +{'epoch': 48, 'iter': 90, 'avg_loss': 0.18183642517611054, 'avg_acc': 75.37774725274726, 'loss': 0.14642942218241295} +{'epoch': 48, 'iter': 100, 'avg_loss': 0.1814165988919313, 'avg_acc': 75.64975247524752, 'loss': 0.22292163710328794} +{'epoch': 48, 'iter': 110, 'avg_loss': 0.18014691745118833, 'avg_acc': 76.06981981981981, 'loss': 0.20254309208339852} +{'epoch': 48, 'iter': 120, 'avg_loss': 0.17973690131587053, 'avg_acc': 76.08471074380165, 'loss': 0.20438169907303916} +{'epoch': 48, 'iter': 130, 'avg_loss': 0.17898161195280876, 'avg_acc': 75.93034351145039, 'loss': 0.12267681869272654} +{'epoch': 48, 'iter': 140, 'avg_loss': 0.18078758705844217, 'avg_acc': 75.50975177304964, 'loss': 0.19584551860015964} +{'epoch': 48, 'iter': 150, 'avg_loss': 0.18223074698138336, 'avg_acc': 75.35182119205298, 'loss': 0.24517235745545105} +{'epoch': 48, 'iter': 160, 'avg_loss': 0.1814919607710758, 'avg_acc': 75.67934782608695, 'loss': 0.22504093941406744} +{'epoch': 48, 'iter': 170, 'avg_loss': 0.18098353368622705, 'avg_acc': 75.74926900584795, 'loss': 0.13364413476982812} +{'epoch': 48, 'iter': 180, 'avg_loss': 0.18028698896070242, 'avg_acc': 75.96685082872928, 'loss': 0.13707520727717892} +{'epoch': 48, 'iter': 190, 'avg_loss': 0.18032123928860597, 'avg_acc': 75.91623036649214, 'loss': 0.18999667100195997} +{'epoch': 48, 'iter': 200, 'avg_loss': 0.18037720880718883, 'avg_acc': 75.80845771144278, 'loss': 0.17367322456183434} +{'epoch': 48, 'iter': 210, 'avg_loss': 0.1806044502544081, 'avg_acc': 75.74052132701422, 'loss': 0.23956772182103844} +{'epoch': 48, 'iter': 220, 'avg_loss': 0.18078486176804512, 'avg_acc': 75.82013574660633, 'loss': 0.14261552542880093} +{'epoch': 48, 'iter': 230, 'avg_loss': 0.1804634032532068, 'avg_acc': 75.83874458874459, 'loss': 0.19716833616964938} +{'epoch': 48, 'iter': 240, 'avg_loss': 0.1802995704114129, 'avg_acc': 75.8558091286307, 'loss': 0.1531657113932872} +{'epoch': 48, 'iter': 250, 'avg_loss': 0.17972515268973585, 'avg_acc': 75.99601593625498, 'loss': 0.16681997299876372} +{'epoch': 48, 'iter': 260, 'avg_loss': 0.1794316379640253, 'avg_acc': 76.07758620689656, 'loss': 0.15295437220390593} +{'epoch': 'EP48_train', 'avg_loss': 0.18049826905284624, 'total_acc': 75.78188582722939, 'f1_scores': 0.8262481310696953} +{'epoch': 49, 'iter': 0, 'avg_loss': 0.19748687682379082, 'avg_acc': 65.625, 'loss': 0.19748687682379082} +{'epoch': 49, 'iter': 10, 'avg_loss': 0.1810645188206866, 'avg_acc': 77.27272727272727, 'loss': 0.18537802416743634} +{'epoch': 49, 'iter': 20, 'avg_loss': 0.1904139687204216, 'avg_acc': 74.40476190476191, 'loss': 0.19253037337811713} +{'epoch': 49, 'iter': 30, 'avg_loss': 0.18345941720849274, 'avg_acc': 75.60483870967742, 'loss': 0.26459404307608275} +{'epoch': 49, 'iter': 40, 'avg_loss': 0.1822766641158726, 'avg_acc': 75.83841463414635, 'loss': 0.14869667383785715} +{'epoch': 49, 'iter': 50, 'avg_loss': 0.1809847603282091, 'avg_acc': 76.04166666666666, 'loss': 0.18637603427480443} +{'epoch': 49, 'iter': 60, 'avg_loss': 0.1841181894442469, 'avg_acc': 75.61475409836066, 'loss': 0.17741903749016974} +{'epoch': 49, 'iter': 70, 'avg_loss': 0.1827566200906907, 'avg_acc': 76.01232394366197, 'loss': 0.18686246576141585} +{'epoch': 49, 'iter': 80, 'avg_loss': 0.18121200212239763, 'avg_acc': 76.27314814814815, 'loss': 0.23264946620921123} +{'epoch': 49, 'iter': 90, 'avg_loss': 0.18050165103665905, 'avg_acc': 76.30494505494505, 'loss': 0.12588914374186125} +{'epoch': 49, 'iter': 100, 'avg_loss': 0.1795696959929554, 'avg_acc': 76.54702970297029, 'loss': 0.23101555949022679} +{'epoch': 49, 'iter': 110, 'avg_loss': 0.17924375939297185, 'avg_acc': 76.7454954954955, 'loss': 0.20030953126922654} +{'epoch': 49, 'iter': 120, 'avg_loss': 0.179846170267318, 'avg_acc': 76.47210743801654, 'loss': 0.1961338644750908} +{'epoch': 49, 'iter': 130, 'avg_loss': 0.17965005241285997, 'avg_acc': 76.38358778625954, 'loss': 0.16831659771893978} +{'epoch': 49, 'iter': 140, 'avg_loss': 0.18104996373731394, 'avg_acc': 75.82003546099291, 'loss': 0.17439434192568878} +{'epoch': 49, 'iter': 150, 'avg_loss': 0.1825876207388682, 'avg_acc': 75.72433774834437, 'loss': 0.2107989498287624} +{'epoch': 49, 'iter': 160, 'avg_loss': 0.18183453885074607, 'avg_acc': 75.93167701863354, 'loss': 0.19962399001555703} +{'epoch': 49, 'iter': 170, 'avg_loss': 0.181106665546485, 'avg_acc': 76.04166666666666, 'loss': 0.15237962523660123} +{'epoch': 49, 'iter': 180, 'avg_loss': 0.1798493114252081, 'avg_acc': 76.27762430939227, 'loss': 0.1560370250737524} +{'epoch': 49, 'iter': 190, 'avg_loss': 0.1798018473120818, 'avg_acc': 76.2925392670157, 'loss': 0.1761596812112656} +{'epoch': 49, 'iter': 200, 'avg_loss': 0.17994321783936715, 'avg_acc': 76.1660447761194, 'loss': 0.15660538913272948} +{'epoch': 49, 'iter': 210, 'avg_loss': 0.17999958579759262, 'avg_acc': 76.09597156398105, 'loss': 0.22316606361703858} +{'epoch': 49, 'iter': 220, 'avg_loss': 0.1797403437898568, 'avg_acc': 76.2302036199095, 'loss': 0.14925593055212755} +{'epoch': 49, 'iter': 230, 'avg_loss': 0.17909484780276208, 'avg_acc': 76.33928571428571, 'loss': 0.17486053089423945} +{'epoch': 49, 'iter': 240, 'avg_loss': 0.17891428610051613, 'avg_acc': 76.34854771784232, 'loss': 0.1346942675015714} +{'epoch': 49, 'iter': 250, 'avg_loss': 0.17850871111641695, 'avg_acc': 76.3819721115538, 'loss': 0.1662442404315012} +{'epoch': 49, 'iter': 260, 'avg_loss': 0.17851558585695684, 'avg_acc': 76.4367816091954, 'loss': 0.22411089725173686} +{'epoch': 'EP49_train', 'avg_loss': 0.17921915945831687, 'total_acc': 76.24694802929892, 'f1_scores': 0.8308658766714597} +{'epoch': 50, 'iter': 0, 'avg_loss': 0.19807860134268854, 'avg_acc': 65.625, 'loss': 0.19807860134268854} +{'epoch': 50, 'iter': 10, 'avg_loss': 0.1825816288267766, 'avg_acc': 76.42045454545455, 'loss': 0.1411827934579658} +{'epoch': 50, 'iter': 20, 'avg_loss': 0.18910238389115866, 'avg_acc': 75.0, 'loss': 0.1927766293666317} +{'epoch': 50, 'iter': 30, 'avg_loss': 0.1826875147990609, 'avg_acc': 76.20967741935483, 'loss': 0.260970755921551} +{'epoch': 50, 'iter': 40, 'avg_loss': 0.18306609304945964, 'avg_acc': 75.07621951219512, 'loss': 0.15133344850220354} +{'epoch': 50, 'iter': 50, 'avg_loss': 0.18324816358631052, 'avg_acc': 75.30637254901961, 'loss': 0.19760459471038264} +{'epoch': 50, 'iter': 60, 'avg_loss': 0.18466137749315462, 'avg_acc': 75.15368852459017, 'loss': 0.1530831070060335} +{'epoch': 50, 'iter': 70, 'avg_loss': 0.18448507647282386, 'avg_acc': 75.17605633802818, 'loss': 0.22524825773529702} +{'epoch': 50, 'iter': 80, 'avg_loss': 0.18208080425761614, 'avg_acc': 76.08024691358025, 'loss': 0.2091575888911531} +{'epoch': 50, 'iter': 90, 'avg_loss': 0.18238391536917173, 'avg_acc': 75.89285714285714, 'loss': 0.15475901826126354} +{'epoch': 50, 'iter': 100, 'avg_loss': 0.18194556687996488, 'avg_acc': 76.02103960396039, 'loss': 0.2185203116494847} +{'epoch': 50, 'iter': 110, 'avg_loss': 0.1812674626784215, 'avg_acc': 76.2668918918919, 'loss': 0.21696609533785655} +{'epoch': 50, 'iter': 120, 'avg_loss': 0.18158871411722713, 'avg_acc': 76.18801652892562, 'loss': 0.1893729438863748} +{'epoch': 50, 'iter': 130, 'avg_loss': 0.18120959537326306, 'avg_acc': 76.04961832061069, 'loss': 0.13565629892355802} +{'epoch': 50, 'iter': 140, 'avg_loss': 0.18275034585903904, 'avg_acc': 75.66489361702128, 'loss': 0.1875292551008637} +{'epoch': 50, 'iter': 150, 'avg_loss': 0.18401616918733535, 'avg_acc': 75.53807947019867, 'loss': 0.23231789030099226} +{'epoch': 50, 'iter': 160, 'avg_loss': 0.18343401532580578, 'avg_acc': 75.64052795031056, 'loss': 0.2453587282341232} +{'epoch': 50, 'iter': 170, 'avg_loss': 0.18382007825628494, 'avg_acc': 75.51169590643275, 'loss': 0.20256707364201834} +{'epoch': 50, 'iter': 180, 'avg_loss': 0.18295492040055533, 'avg_acc': 75.8114640883978, 'loss': 0.14666577089678384} +{'epoch': 50, 'iter': 190, 'avg_loss': 0.18235459661466233, 'avg_acc': 75.91623036649214, 'loss': 0.20502163597567094} +{'epoch': 50, 'iter': 200, 'avg_loss': 0.182741427147317, 'avg_acc': 75.80845771144278, 'loss': 0.17836268122382695} +{'epoch': 50, 'iter': 210, 'avg_loss': 0.18283943378174575, 'avg_acc': 75.79976303317537, 'loss': 0.23577268777183996} +{'epoch': 50, 'iter': 220, 'avg_loss': 0.18312883760775364, 'avg_acc': 75.7918552036199, 'loss': 0.1548009211716358} +{'epoch': 50, 'iter': 230, 'avg_loss': 0.18217328595510573, 'avg_acc': 76.0146103896104, 'loss': 0.17312228191549242} +{'epoch': 50, 'iter': 240, 'avg_loss': 0.18191462210432024, 'avg_acc': 75.98547717842324, 'loss': 0.1478033441744547} +{'epoch': 50, 'iter': 250, 'avg_loss': 0.1814127290896849, 'avg_acc': 76.05826693227091, 'loss': 0.17522650105553847} +{'epoch': 50, 'iter': 260, 'avg_loss': 0.1813850162808078, 'avg_acc': 76.06561302681992, 'loss': 0.18299758621998308} +{'epoch': 'EP50_train', 'avg_loss': 0.18212289344702443, 'total_acc': 75.86327171259155, 'f1_scores': 0.8266371751042183}