{ "best_metric": 0.8061420345489443, "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-vit/checkpoint-438", "epoch": 2.9897610921501707, "eval_steps": 500, "global_step": 438, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.07, "learning_rate": 1.1363636363636365e-05, "loss": 2.5478, "step": 10 }, { "epoch": 0.14, "learning_rate": 2.272727272727273e-05, "loss": 2.4287, "step": 20 }, { "epoch": 0.2, "learning_rate": 3.409090909090909e-05, "loss": 2.1754, "step": 30 }, { "epoch": 0.27, "learning_rate": 4.545454545454546e-05, "loss": 1.9338, "step": 40 }, { "epoch": 0.34, "learning_rate": 4.9238578680203045e-05, "loss": 1.6813, "step": 50 }, { "epoch": 0.41, "learning_rate": 4.7969543147208126e-05, "loss": 1.3537, "step": 60 }, { "epoch": 0.48, "learning_rate": 4.67005076142132e-05, "loss": 1.2678, "step": 70 }, { "epoch": 0.55, "learning_rate": 4.543147208121827e-05, "loss": 1.2601, "step": 80 }, { "epoch": 0.61, "learning_rate": 4.416243654822335e-05, "loss": 1.175, "step": 90 }, { "epoch": 0.68, "learning_rate": 4.289340101522843e-05, "loss": 1.1013, "step": 100 }, { "epoch": 0.75, "learning_rate": 4.162436548223351e-05, "loss": 1.1809, "step": 110 }, { "epoch": 0.82, "learning_rate": 4.035532994923858e-05, "loss": 1.1587, "step": 120 }, { "epoch": 0.89, "learning_rate": 3.9086294416243655e-05, "loss": 0.9462, "step": 130 }, { "epoch": 0.96, "learning_rate": 3.7817258883248735e-05, "loss": 0.9193, "step": 140 }, { "epoch": 1.0, "eval_Crack": { "f1-score": 0.6578947368421052, "precision": 0.5681818181818182, "recall": 0.78125, "support": 32 }, "eval_Environment - Ground": { "f1-score": 0.9577464788732395, "precision": 0.9444444444444444, "recall": 0.9714285714285714, "support": 35 }, "eval_Environment - Other": { "f1-score": 0.8679245283018868, "precision": 0.8846153846153846, "recall": 0.8518518518518519, "support": 27 }, "eval_Environment - Sky": { "f1-score": 0.9024390243902439, "precision": 0.9736842105263158, "recall": 0.8409090909090909, "support": 44 }, "eval_Environment - Vegetation": { "f1-score": 1.0, "precision": 1.0, "recall": 1.0, "support": 48 }, "eval_Joint Defect": { "f1-score": 0.7419354838709677, "precision": 0.7419354838709677, "recall": 0.7419354838709677, "support": 31 }, "eval_Loss of Section": { "f1-score": 0.0, "precision": 0.0, "recall": 0.0, "support": 2 }, "eval_Spalling": { "f1-score": 0.4054054054054054, "precision": 0.5769230769230769, "recall": 0.3125, "support": 48 }, "eval_Vegetation": { "f1-score": 0.821917808219178, "precision": 0.75, "recall": 0.9090909090909091, "support": 66 }, "eval_Wall - Grafitti": { "f1-score": 0.6315789473684209, "precision": 0.5142857142857142, "recall": 0.8181818181818182, "support": 22 }, "eval_Wall - Normal": { "f1-score": 0.5970149253731344, "precision": 0.7692307692307693, "recall": 0.4878048780487805, "support": 41 }, "eval_Wall - Other": { "f1-score": 0.7131782945736433, "precision": 0.7540983606557377, "recall": 0.6764705882352942, "support": 68 }, "eval_Wall - Stain": { "f1-score": 0.7086614173228346, "precision": 0.6428571428571429, "recall": 0.7894736842105263, "support": 57 }, "eval_accuracy": 0.7562380038387716, "eval_loss": 0.7596328854560852, "eval_macro avg": { "f1-score": 0.692745926964697, "precision": 0.7015581850454902, "recall": 0.7062228366021391, "support": 521 }, "eval_runtime": 188.7023, "eval_samples_per_second": 2.761, "eval_steps_per_second": 0.35, "eval_weighted avg": { "f1-score": 0.7479524876767193, "precision": 0.7618631381912654, "recall": 0.7562380038387716, "support": 521 }, "step": 146 }, { "epoch": 1.02, "learning_rate": 3.654822335025381e-05, "loss": 0.9814, "step": 150 }, { "epoch": 1.09, "learning_rate": 3.527918781725888e-05, "loss": 0.8413, "step": 160 }, { "epoch": 1.16, "learning_rate": 3.401015228426396e-05, "loss": 0.8878, "step": 170 }, { "epoch": 1.23, "learning_rate": 3.2741116751269036e-05, "loss": 0.9662, "step": 180 }, { "epoch": 1.3, "learning_rate": 3.147208121827411e-05, "loss": 0.8338, "step": 190 }, { "epoch": 1.37, "learning_rate": 3.020304568527919e-05, "loss": 0.7401, "step": 200 }, { "epoch": 1.43, "learning_rate": 2.8934010152284264e-05, "loss": 0.8763, "step": 210 }, { "epoch": 1.5, "learning_rate": 2.766497461928934e-05, "loss": 0.7014, "step": 220 }, { "epoch": 1.57, "learning_rate": 2.6395939086294418e-05, "loss": 0.7394, "step": 230 }, { "epoch": 1.64, "learning_rate": 2.5126903553299492e-05, "loss": 0.83, "step": 240 }, { "epoch": 1.71, "learning_rate": 2.385786802030457e-05, "loss": 0.843, "step": 250 }, { "epoch": 1.77, "learning_rate": 2.2588832487309646e-05, "loss": 0.9208, "step": 260 }, { "epoch": 1.84, "learning_rate": 2.1319796954314723e-05, "loss": 0.776, "step": 270 }, { "epoch": 1.91, "learning_rate": 2.0050761421319797e-05, "loss": 0.7926, "step": 280 }, { "epoch": 1.98, "learning_rate": 1.8781725888324874e-05, "loss": 0.7347, "step": 290 }, { "epoch": 2.0, "eval_Crack": { "f1-score": 0.6, "precision": 0.5526315789473685, "recall": 0.65625, "support": 32 }, "eval_Environment - Ground": { "f1-score": 0.9855072463768115, "precision": 1.0, "recall": 0.9714285714285714, "support": 35 }, "eval_Environment - Other": { "f1-score": 0.830188679245283, "precision": 0.8461538461538461, "recall": 0.8148148148148148, "support": 27 }, "eval_Environment - Sky": { "f1-score": 0.9534883720930233, "precision": 0.9761904761904762, "recall": 0.9318181818181818, "support": 44 }, "eval_Environment - Vegetation": { "f1-score": 0.9690721649484536, "precision": 0.9591836734693877, "recall": 0.9791666666666666, "support": 48 }, "eval_Joint Defect": { "f1-score": 0.7777777777777777, "precision": 0.9130434782608695, "recall": 0.6774193548387096, "support": 31 }, "eval_Loss of Section": { "f1-score": 0.0, "precision": 0.0, "recall": 0.0, "support": 2 }, "eval_Spalling": { "f1-score": 0.5360824742268041, "precision": 0.5306122448979592, "recall": 0.5416666666666666, "support": 48 }, "eval_Vegetation": { "f1-score": 0.794701986754967, "precision": 0.7058823529411765, "recall": 0.9090909090909091, "support": 66 }, "eval_Wall - Grafitti": { "f1-score": 0.7307692307692307, "precision": 0.6333333333333333, "recall": 0.8636363636363636, "support": 22 }, "eval_Wall - Normal": { "f1-score": 0.6, "precision": 0.5510204081632653, "recall": 0.6585365853658537, "support": 41 }, "eval_Wall - Other": { "f1-score": 0.7786259541984734, "precision": 0.8095238095238095, "recall": 0.75, "support": 68 }, "eval_Wall - Stain": { "f1-score": 0.688888888888889, "precision": 0.9393939393939394, "recall": 0.543859649122807, "support": 57 }, "eval_accuracy": 0.7677543186180422, "eval_loss": 0.6494823694229126, "eval_macro avg": { "f1-score": 0.7111617519445933, "precision": 0.7243822416365717, "recall": 0.7152067510345803, "support": 521 }, "eval_runtime": 3.5324, "eval_samples_per_second": 147.491, "eval_steps_per_second": 18.684, "eval_weighted avg": { "f1-score": 0.7672943491004631, "precision": 0.7869554245446998, "recall": 0.7677543186180422, "support": 521 }, "step": 293 }, { "epoch": 2.05, "learning_rate": 1.751269035532995e-05, "loss": 0.6623, "step": 300 }, { "epoch": 2.12, "learning_rate": 1.6243654822335024e-05, "loss": 0.7835, "step": 310 }, { "epoch": 2.18, "learning_rate": 1.4974619289340103e-05, "loss": 0.7217, "step": 320 }, { "epoch": 2.25, "learning_rate": 1.3705583756345178e-05, "loss": 0.6402, "step": 330 }, { "epoch": 2.32, "learning_rate": 1.2436548223350254e-05, "loss": 0.5864, "step": 340 }, { "epoch": 2.39, "learning_rate": 1.116751269035533e-05, "loss": 0.6993, "step": 350 }, { "epoch": 2.46, "learning_rate": 9.898477157360408e-06, "loss": 0.7108, "step": 360 }, { "epoch": 2.53, "learning_rate": 8.629441624365483e-06, "loss": 0.7596, "step": 370 }, { "epoch": 2.59, "learning_rate": 7.360406091370558e-06, "loss": 0.5575, "step": 380 }, { "epoch": 2.66, "learning_rate": 6.091370558375635e-06, "loss": 0.6103, "step": 390 }, { "epoch": 2.73, "learning_rate": 4.822335025380711e-06, "loss": 0.5615, "step": 400 }, { "epoch": 2.8, "learning_rate": 3.5532994923857873e-06, "loss": 0.6367, "step": 410 }, { "epoch": 2.87, "learning_rate": 2.284263959390863e-06, "loss": 0.5783, "step": 420 }, { "epoch": 2.94, "learning_rate": 1.015228426395939e-06, "loss": 0.7515, "step": 430 }, { "epoch": 2.99, "eval_Crack": { "f1-score": 0.6388888888888888, "precision": 0.575, "recall": 0.71875, "support": 32 }, "eval_Environment - Ground": { "f1-score": 0.9714285714285714, "precision": 0.9714285714285714, "recall": 0.9714285714285714, "support": 35 }, "eval_Environment - Other": { "f1-score": 0.8727272727272727, "precision": 0.8571428571428571, "recall": 0.8888888888888888, "support": 27 }, "eval_Environment - Sky": { "f1-score": 0.9534883720930233, "precision": 0.9761904761904762, "recall": 0.9318181818181818, "support": 44 }, "eval_Environment - Vegetation": { "f1-score": 0.9791666666666666, "precision": 0.9791666666666666, "recall": 0.9791666666666666, "support": 48 }, "eval_Joint Defect": { "f1-score": 0.7999999999999999, "precision": 0.9166666666666666, "recall": 0.7096774193548387, "support": 31 }, "eval_Loss of Section": { "f1-score": 0.0, "precision": 0.0, "recall": 0.0, "support": 2 }, "eval_Spalling": { "f1-score": 0.6041666666666666, "precision": 0.6041666666666666, "recall": 0.6041666666666666, "support": 48 }, "eval_Vegetation": { "f1-score": 0.8613138686131386, "precision": 0.8309859154929577, "recall": 0.8939393939393939, "support": 66 }, "eval_Wall - Grafitti": { "f1-score": 0.8076923076923077, "precision": 0.7, "recall": 0.9545454545454546, "support": 22 }, "eval_Wall - Normal": { "f1-score": 0.7142857142857143, "precision": 0.6976744186046512, "recall": 0.7317073170731707, "support": 41 }, "eval_Wall - Other": { "f1-score": 0.7851851851851852, "precision": 0.7910447761194029, "recall": 0.7794117647058824, "support": 68 }, "eval_Wall - Stain": { "f1-score": 0.7254901960784313, "precision": 0.8222222222222222, "recall": 0.6491228070175439, "support": 57 }, "eval_accuracy": 0.8061420345489443, "eval_loss": 0.5516440868377686, "eval_macro avg": { "f1-score": 0.7472179777173742, "precision": 0.7478222490154723, "recall": 0.754817164008097, "support": 521 }, "eval_runtime": 3.8098, "eval_samples_per_second": 136.753, "eval_steps_per_second": 17.324, "eval_weighted avg": { "f1-score": 0.8050072232872345, "precision": 0.8107856771401473, "recall": 0.8061420345489443, "support": 521 }, "step": 438 }, { "epoch": 2.99, "step": 438, "total_flos": 3.4814053163331994e+17, "train_loss": 0.9909424836232782, "train_runtime": 2175.3524, "train_samples_per_second": 6.456, "train_steps_per_second": 0.201 } ], "logging_steps": 10, "max_steps": 438, "num_train_epochs": 3, "save_steps": 500, "total_flos": 3.4814053163331994e+17, "trial_name": null, "trial_params": null }