| { |
| "experiment": "patches_color", |
| "model": "facebook/dinov3-vits16-pretrain-lvd1689m", |
| "num_classes": 18, |
| "best_val_checkpoint": "results/patches_color/best_stage_c_last_4_blocks.pt", |
| "val_macro_f1_at_selection": 0.5268057868156721, |
| "final_model_path": "results/patches_color/final_model.pt", |
| "test_metrics": { |
| "loss": 1.2944221436160084, |
| "accuracy": 0.5604799216454457, |
| "macro_f1": 0.48988450083500523, |
| "weighted_f1": 0.5677717007365548 |
| }, |
| "history": { |
| "stage_a": [ |
| { |
| "epoch": 1, |
| "train_loss": 1.8228148812427358, |
| "train_acc": 0.37194251936404404, |
| "val_macro_f1": 0.4478217149694628, |
| "val_loss": 1.4409239574326935, |
| "val_accuracy": 0.500590597684857 |
| }, |
| { |
| "epoch": 2, |
| "train_loss": 1.4974706918426401, |
| "train_acc": 0.4455768446799837, |
| "val_macro_f1": 0.45642959802097366, |
| "val_loss": 1.311343546190246, |
| "val_accuracy": 0.531301677297425 |
| }, |
| { |
| "epoch": 3, |
| "train_loss": 1.4202212384414827, |
| "train_acc": 0.4585201793721973, |
| "val_macro_f1": 0.5198020336380464, |
| "val_loss": 1.1873418371530393, |
| "val_accuracy": 0.5714623198677061 |
| }, |
| { |
| "epoch": 4, |
| "train_loss": 1.3796070234366353, |
| "train_acc": 0.47457195271096614, |
| "val_macro_f1": 0.48635628120132335, |
| "val_loss": 1.2194681716935447, |
| "val_accuracy": 0.5398062839593669 |
| }, |
| { |
| "epoch": 5, |
| "train_loss": 1.3158884044574126, |
| "train_acc": 0.48797390949857317, |
| "val_macro_f1": 0.485095009606241, |
| "val_loss": 1.1974138276123025, |
| "val_accuracy": 0.5613040396881644 |
| }, |
| { |
| "epoch": 6, |
| "train_loss": 1.2685181100272278, |
| "train_acc": 0.5026498165511618, |
| "val_macro_f1": 0.5151064930461298, |
| "val_loss": 1.181795822871427, |
| "val_accuracy": 0.5773682967162769 |
| }, |
| { |
| "epoch": 7, |
| "train_loss": 1.264474732896235, |
| "train_acc": 0.4974011414594374, |
| "val_macro_f1": 0.49794473606184897, |
| "val_loss": 1.2368834672133577, |
| "val_accuracy": 0.5499645641389086 |
| }, |
| { |
| "epoch": 8, |
| "train_loss": 1.2266237828569222, |
| "train_acc": 0.5090705258866693, |
| "val_macro_f1": 0.5073845743840514, |
| "val_loss": 1.1930924508656393, |
| "val_accuracy": 0.5622489959839357 |
| }, |
| { |
| "epoch": 9, |
| "train_loss": 1.2126428141090464, |
| "train_acc": 0.5157969832857725, |
| "val_macro_f1": 0.5029403569611346, |
| "val_loss": 1.199680348883319, |
| "val_accuracy": 0.5714623198677061 |
| }, |
| { |
| "epoch": 10, |
| "train_loss": 1.1708803988941534, |
| "train_acc": 0.5228801467590706, |
| "val_macro_f1": 0.5074790060262432, |
| "val_loss": 1.2058235416010623, |
| "val_accuracy": 0.5620127569099929 |
| }, |
| { |
| "epoch": 11, |
| "train_loss": 1.174615762037401, |
| "train_acc": 0.5223196086424786, |
| "val_macro_f1": 0.5064378041379447, |
| "val_loss": 1.179450622276827, |
| "val_accuracy": 0.5653201039451925 |
| }, |
| { |
| "epoch": 12, |
| "train_loss": 1.1377201861281614, |
| "train_acc": 0.5295046881369752, |
| "val_macro_f1": 0.501551417883034, |
| "val_loss": 1.187849443206093, |
| "val_accuracy": 0.568863690054335 |
| }, |
| { |
| "epoch": 13, |
| "train_loss": 1.1421819735049619, |
| "train_acc": 0.5347024052181003, |
| "val_macro_f1": 0.5125219961449731, |
| "val_loss": 1.208868742721345, |
| "val_accuracy": 0.5613040396881644 |
| }, |
| { |
| "epoch": 14, |
| "train_loss": 1.1138945578848445, |
| "train_acc": 0.5381165919282511, |
| "val_macro_f1": 0.5131290447373811, |
| "val_loss": 1.188052623450207, |
| "val_accuracy": 0.5738247106071345 |
| }, |
| { |
| "epoch": 15, |
| "train_loss": 1.0984022547845884, |
| "train_acc": 0.5382694659600489, |
| "val_macro_f1": 0.5108666463642549, |
| "val_loss": 1.2041859181424897, |
| "val_accuracy": 0.5679187337585637 |
| }, |
| { |
| "epoch": 16, |
| "train_loss": 1.0941936582193246, |
| "train_acc": 0.5438748471259682, |
| "val_macro_f1": 0.5103848985029631, |
| "val_loss": 1.1977766572746182, |
| "val_accuracy": 0.5672100165367352 |
| }, |
| { |
| "epoch": 17, |
| "train_loss": 1.0736914152424528, |
| "train_acc": 0.5451487973909499, |
| "val_macro_f1": 0.5188176724642701, |
| "val_loss": 1.189426226291903, |
| "val_accuracy": 0.5695724072761634 |
| }, |
| { |
| "epoch": 18, |
| "train_loss": 1.080425682599526, |
| "train_acc": 0.5493273542600897, |
| "val_macro_f1": 0.5193581019534623, |
| "val_loss": 1.1903373014411547, |
| "val_accuracy": 0.5716985589416489 |
| }, |
| { |
| "epoch": 19, |
| "train_loss": 1.0716409188020584, |
| "train_acc": 0.5456583774969426, |
| "val_macro_f1": 0.5196107585917038, |
| "val_loss": 1.1931781820898328, |
| "val_accuracy": 0.5705173635719348 |
| }, |
| { |
| "epoch": 20, |
| "train_loss": 1.092901507543633, |
| "train_acc": 0.5422441907867916, |
| "val_macro_f1": 0.5201207198529141, |
| "val_loss": 1.1916698552940912, |
| "val_accuracy": 0.5709898417198205 |
| } |
| ], |
| "stage_b": [ |
| { |
| "epoch": 1, |
| "train_loss": 1.1536900823183367, |
| "train_acc": 0.520688952303302, |
| "val_macro_f1": 0.49201257424371936, |
| "val_loss": 1.2939789023856703, |
| "val_accuracy": 0.5263406567446256 |
| }, |
| { |
| "epoch": 2, |
| "train_loss": 1.106891256276802, |
| "train_acc": 0.531593966571545, |
| "val_macro_f1": 0.5033889357742809, |
| "val_loss": 1.2282823414699973, |
| "val_accuracy": 0.5716985589416489 |
| }, |
| { |
| "epoch": 3, |
| "train_loss": 1.0965523051088117, |
| "train_acc": 0.536740725642071, |
| "val_macro_f1": 0.5085179283247842, |
| "val_loss": 1.2278816308227767, |
| "val_accuracy": 0.5695724072761634 |
| }, |
| { |
| "epoch": 4, |
| "train_loss": 1.0530349347623473, |
| "train_acc": 0.5524357929066449, |
| "val_macro_f1": 0.49767342372352924, |
| "val_loss": 1.2748388547732803, |
| "val_accuracy": 0.5386250885896527 |
| }, |
| { |
| "epoch": 5, |
| "train_loss": 1.0473334150706997, |
| "train_acc": 0.555697105584998, |
| "val_macro_f1": 0.5109896618724019, |
| "val_loss": 1.204903576978056, |
| "val_accuracy": 0.5705173635719348 |
| }, |
| { |
| "epoch": 6, |
| "train_loss": 1.0396876881378212, |
| "train_acc": 0.558754586220954, |
| "val_macro_f1": 0.5100822540510055, |
| "val_loss": 1.2285107204947112, |
| "val_accuracy": 0.5615402787621072 |
| }, |
| { |
| "epoch": 7, |
| "train_loss": 0.995308576143376, |
| "train_acc": 0.5689461883408071, |
| "val_macro_f1": 0.5246287483695703, |
| "val_loss": 1.2055314002915454, |
| "val_accuracy": 0.5783132530120482 |
| }, |
| { |
| "epoch": 8, |
| "train_loss": 0.9806407083188861, |
| "train_acc": 0.5772523440684876, |
| "val_macro_f1": 0.5177401992468048, |
| "val_loss": 1.2124249308257626, |
| "val_accuracy": 0.5719347980155918 |
| }, |
| { |
| "epoch": 9, |
| "train_loss": 0.9580581295116065, |
| "train_acc": 0.5807174887892377, |
| "val_macro_f1": 0.5221761914804327, |
| "val_loss": 1.202580178335147, |
| "val_accuracy": 0.5797306874557052 |
| }, |
| { |
| "epoch": 10, |
| "train_loss": 0.9406894806497592, |
| "train_acc": 0.5895332246229107, |
| "val_macro_f1": 0.5170603831264983, |
| "val_loss": 1.198815422158573, |
| "val_accuracy": 0.5783132530120482 |
| } |
| ], |
| "stage_c": [ |
| { |
| "epoch": 1, |
| "train_loss": 1.009486005250843, |
| "train_acc": 0.5692519364044027, |
| "val_macro_f1": 0.5106719108224338, |
| "val_loss": 1.1896873432258441, |
| "val_accuracy": 0.5797306874557052 |
| }, |
| { |
| "epoch": 2, |
| "train_loss": 0.9734869377009489, |
| "train_acc": 0.5805136567468406, |
| "val_macro_f1": 0.501623256775662, |
| "val_loss": 1.214058896983005, |
| "val_accuracy": 0.5620127569099929 |
| }, |
| { |
| "epoch": 3, |
| "train_loss": 0.9619662467431302, |
| "train_acc": 0.5770994700366898, |
| "val_macro_f1": 0.5229433422000689, |
| "val_loss": 1.2075352982749703, |
| "val_accuracy": 0.5780770139381054 |
| }, |
| { |
| "epoch": 4, |
| "train_loss": 0.9472926469224353, |
| "train_acc": 0.5816856909906237, |
| "val_macro_f1": 0.5203069133009239, |
| "val_loss": 1.19137683074447, |
| "val_accuracy": 0.5835105126387905 |
| }, |
| { |
| "epoch": 5, |
| "train_loss": 0.935545642668502, |
| "train_acc": 0.5829596412556054, |
| "val_macro_f1": 0.5257938381975142, |
| "val_loss": 1.184187990306801, |
| "val_accuracy": 0.5832742735648476 |
| }, |
| { |
| "epoch": 6, |
| "train_loss": 0.9094976569942392, |
| "train_acc": 0.5960558499796168, |
| "val_macro_f1": 0.5200620740355609, |
| "val_loss": 1.2047344187387663, |
| "val_accuracy": 0.5830380344909047 |
| }, |
| { |
| "epoch": 7, |
| "train_loss": 0.8874516203799055, |
| "train_acc": 0.6018141051773339, |
| "val_macro_f1": 0.525057744430925, |
| "val_loss": 1.2007991145867674, |
| "val_accuracy": 0.5818568391211907 |
| }, |
| { |
| "epoch": 8, |
| "train_loss": 0.8860346450156403, |
| "train_acc": 0.6054830819404811, |
| "val_macro_f1": 0.523414227808246, |
| "val_loss": 1.1990280199972854, |
| "val_accuracy": 0.5844554689345618 |
| }, |
| { |
| "epoch": 9, |
| "train_loss": 0.8849416517793428, |
| "train_acc": 0.6044639217284957, |
| "val_macro_f1": 0.5248536522877667, |
| "val_loss": 1.1869062702771045, |
| "val_accuracy": 0.5882352941176471 |
| }, |
| { |
| "epoch": 10, |
| "train_loss": 0.8992554767249411, |
| "train_acc": 0.6046167957602935, |
| "val_macro_f1": 0.5268057868156721, |
| "val_loss": 1.1879879839941876, |
| "val_accuracy": 0.5891802504134184 |
| } |
| ] |
| }, |
| "confusion_matrix": [ |
| [ |
| 51, |
| 0, |
| 0, |
| 0, |
| 1, |
| 21, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 7, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 58, |
| 3, |
| 2, |
| 2, |
| 0, |
| 1, |
| 0, |
| 0, |
| 1, |
| 0, |
| 1, |
| 6, |
| 0, |
| 4, |
| 4, |
| 4, |
| 4 |
| ], |
| [ |
| 0, |
| 1, |
| 25, |
| 0, |
| 4, |
| 0, |
| 7, |
| 5, |
| 0, |
| 7, |
| 3, |
| 0, |
| 16, |
| 1, |
| 6, |
| 0, |
| 0, |
| 9 |
| ], |
| [ |
| 0, |
| 4, |
| 2, |
| 36, |
| 11, |
| 18, |
| 1, |
| 1, |
| 0, |
| 3, |
| 1, |
| 0, |
| 0, |
| 3, |
| 0, |
| 1, |
| 0, |
| 0 |
| ], |
| [ |
| 0, |
| 2, |
| 0, |
| 22, |
| 48, |
| 0, |
| 0, |
| 5, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 3 |
| ], |
| [ |
| 20, |
| 0, |
| 6, |
| 15, |
| 6, |
| 83, |
| 0, |
| 4, |
| 0, |
| 3, |
| 0, |
| 0, |
| 9, |
| 5, |
| 0, |
| 1, |
| 0, |
| 1 |
| ], |
| [ |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 43, |
| 0, |
| 0, |
| 0, |
| 0, |
| 5, |
| 0, |
| 0, |
| 18, |
| 0, |
| 0, |
| 6 |
| ], |
| [ |
| 0, |
| 5, |
| 1, |
| 6, |
| 1, |
| 1, |
| 0, |
| 66, |
| 0, |
| 13, |
| 14, |
| 2, |
| 17, |
| 10, |
| 5, |
| 1, |
| 4, |
| 10 |
| ], |
| [ |
| 1, |
| 0, |
| 0, |
| 1, |
| 0, |
| 2, |
| 0, |
| 0, |
| 53, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0 |
| ], |
| [ |
| 4, |
| 1, |
| 9, |
| 3, |
| 0, |
| 5, |
| 0, |
| 9, |
| 0, |
| 308, |
| 71, |
| 3, |
| 64, |
| 6, |
| 3, |
| 3, |
| 0, |
| 2 |
| ], |
| [ |
| 3, |
| 9, |
| 17, |
| 1, |
| 1, |
| 8, |
| 0, |
| 64, |
| 0, |
| 209, |
| 607, |
| 0, |
| 168, |
| 6, |
| 1, |
| 0, |
| 0, |
| 10 |
| ], |
| [ |
| 0, |
| 2, |
| 0, |
| 0, |
| 1, |
| 0, |
| 2, |
| 0, |
| 0, |
| 1, |
| 0, |
| 4, |
| 1, |
| 9, |
| 11, |
| 0, |
| 0, |
| 1 |
| ], |
| [ |
| 9, |
| 5, |
| 50, |
| 6, |
| 3, |
| 4, |
| 0, |
| 22, |
| 0, |
| 123, |
| 80, |
| 11, |
| 243, |
| 6, |
| 3, |
| 2, |
| 0, |
| 9 |
| ], |
| [ |
| 0, |
| 1, |
| 3, |
| 1, |
| 1, |
| 0, |
| 0, |
| 0, |
| 0, |
| 2, |
| 0, |
| 13, |
| 5, |
| 24, |
| 0, |
| 0, |
| 0, |
| 6 |
| ], |
| [ |
| 0, |
| 2, |
| 1, |
| 0, |
| 3, |
| 0, |
| 49, |
| 4, |
| 0, |
| 0, |
| 0, |
| 4, |
| 0, |
| 1, |
| 47, |
| 0, |
| 0, |
| 21 |
| ], |
| [ |
| 1, |
| 2, |
| 0, |
| 1, |
| 0, |
| 0, |
| 0, |
| 2, |
| 2, |
| 0, |
| 0, |
| 0, |
| 1, |
| 0, |
| 0, |
| 479, |
| 62, |
| 1 |
| ], |
| [ |
| 0, |
| 0, |
| 0, |
| 2, |
| 1, |
| 0, |
| 0, |
| 8, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 0, |
| 77, |
| 87, |
| 0 |
| ], |
| [ |
| 0, |
| 14, |
| 4, |
| 2, |
| 0, |
| 2, |
| 6, |
| 13, |
| 1, |
| 1, |
| 1, |
| 7, |
| 3, |
| 9, |
| 20, |
| 1, |
| 0, |
| 27 |
| ] |
| ], |
| "label_to_idx": { |
| "dhumri": 0, |
| "difficult": 1, |
| "drathung": 2, |
| "drudring": 3, |
| "druring": 4, |
| "druthung": 5, |
| "khyuyig": 6, |
| "multi_scripts": 7, |
| "non_tibetan": 8, |
| "peri": 9, |
| "petsuk": 10, |
| "trinyig": 11, |
| "tsegdrig": 12, |
| "tsugchung": 13, |
| "tsumachug": 14, |
| "uchen_sugdring": 15, |
| "uchen_sugthung": 16, |
| "yigchung": 17 |
| }, |
| "classification_report": " precision recall f1-score support\n\n dhumri 0.57 0.63 0.60 81\n difficult 0.54 0.64 0.59 90\n drathung 0.21 0.30 0.24 84\n drudring 0.37 0.44 0.40 81\n druring 0.58 0.59 0.59 81\n druthung 0.58 0.54 0.56 153\n khyuyig 0.39 0.59 0.47 73\n multi_scripts 0.33 0.42 0.37 156\n non_tibetan 0.95 0.93 0.94 57\n peri 0.46 0.63 0.53 491\n petsuk 0.78 0.55 0.65 1104\n trinyig 0.08 0.12 0.10 32\n tsegdrig 0.45 0.42 0.44 576\n tsugchung 0.30 0.43 0.35 56\n tsumachug 0.40 0.36 0.38 132\nuchen_sugdring 0.84 0.87 0.86 551\nuchen_sugthung 0.55 0.50 0.52 175\n yigchung 0.25 0.24 0.24 111\n\n accuracy 0.56 4084\n macro avg 0.48 0.51 0.49 4084\n weighted avg 0.59 0.56 0.57 4084\n" |
| } |
