| { | |
| "best_metric": 0.03468828648328781, | |
| "best_model_checkpoint": "/robodata/smodak/Projects/nspl/scripts/terrainseg/training/models/INTERNAL_BEST-safety-utcustom-train-SF-RGB-b5/checkpoint-800", | |
| "epoch": 136.0, | |
| "global_step": 1360, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.1, | |
| "learning_rate": 1.0000000000000001e-07, | |
| "loss": 1.2416, | |
| "step": 1 | |
| }, | |
| { | |
| "epoch": 0.2, | |
| "learning_rate": 2.0000000000000002e-07, | |
| "loss": 1.2501, | |
| "step": 2 | |
| }, | |
| { | |
| "epoch": 0.3, | |
| "learning_rate": 3.0000000000000004e-07, | |
| "loss": 1.2448, | |
| "step": 3 | |
| }, | |
| { | |
| "epoch": 0.4, | |
| "learning_rate": 4.0000000000000003e-07, | |
| "loss": 1.2497, | |
| "step": 4 | |
| }, | |
| { | |
| "epoch": 0.5, | |
| "learning_rate": 5.000000000000001e-07, | |
| "loss": 1.2596, | |
| "step": 5 | |
| }, | |
| { | |
| "epoch": 0.6, | |
| "learning_rate": 6.000000000000001e-07, | |
| "loss": 1.2563, | |
| "step": 6 | |
| }, | |
| { | |
| "epoch": 0.7, | |
| "learning_rate": 7.000000000000001e-07, | |
| "loss": 1.2528, | |
| "step": 7 | |
| }, | |
| { | |
| "epoch": 0.8, | |
| "learning_rate": 8.000000000000001e-07, | |
| "loss": 1.2488, | |
| "step": 8 | |
| }, | |
| { | |
| "epoch": 0.9, | |
| "learning_rate": 9e-07, | |
| "loss": 1.246, | |
| "step": 9 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "learning_rate": 1.0000000000000002e-06, | |
| "loss": 1.2569, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 1.1, | |
| "learning_rate": 1.1e-06, | |
| "loss": 1.2506, | |
| "step": 11 | |
| }, | |
| { | |
| "epoch": 1.2, | |
| "learning_rate": 1.2000000000000002e-06, | |
| "loss": 1.2516, | |
| "step": 12 | |
| }, | |
| { | |
| "epoch": 1.3, | |
| "learning_rate": 1.3e-06, | |
| "loss": 1.2334, | |
| "step": 13 | |
| }, | |
| { | |
| "epoch": 1.4, | |
| "learning_rate": 1.4000000000000001e-06, | |
| "loss": 1.2405, | |
| "step": 14 | |
| }, | |
| { | |
| "epoch": 1.5, | |
| "learning_rate": 1.5e-06, | |
| "loss": 1.2353, | |
| "step": 15 | |
| }, | |
| { | |
| "epoch": 1.6, | |
| "learning_rate": 1.6000000000000001e-06, | |
| "loss": 1.2381, | |
| "step": 16 | |
| }, | |
| { | |
| "epoch": 1.7, | |
| "learning_rate": 1.7000000000000002e-06, | |
| "loss": 1.2353, | |
| "step": 17 | |
| }, | |
| { | |
| "epoch": 1.8, | |
| "learning_rate": 1.8e-06, | |
| "loss": 1.2275, | |
| "step": 18 | |
| }, | |
| { | |
| "epoch": 1.9, | |
| "learning_rate": 1.9e-06, | |
| "loss": 1.2315, | |
| "step": 19 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "learning_rate": 2.0000000000000003e-06, | |
| "loss": 1.2199, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "eval_accuracy_safe": 0.6769557557603865, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.20277138320874238, | |
| "eval_iou_safe": 0.027914850351298256, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.20144342824057224, | |
| "eval_loss": 1.147387981414795, | |
| "eval_mean_accuracy": 0.4398635694845644, | |
| "eval_mean_iou": 0.0764527595306235, | |
| "eval_overall_accuracy": 0.2167780292567922, | |
| "eval_runtime": 9.4386, | |
| "eval_samples_per_second": 7.098, | |
| "eval_steps_per_second": 0.53, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 2.1, | |
| "learning_rate": 2.1000000000000002e-06, | |
| "loss": 1.2169, | |
| "step": 21 | |
| }, | |
| { | |
| "epoch": 2.2, | |
| "learning_rate": 2.2e-06, | |
| "loss": 1.2233, | |
| "step": 22 | |
| }, | |
| { | |
| "epoch": 2.3, | |
| "learning_rate": 2.3e-06, | |
| "loss": 1.225, | |
| "step": 23 | |
| }, | |
| { | |
| "epoch": 2.4, | |
| "learning_rate": 2.4000000000000003e-06, | |
| "loss": 1.2193, | |
| "step": 24 | |
| }, | |
| { | |
| "epoch": 2.5, | |
| "learning_rate": 2.5e-06, | |
| "loss": 1.2153, | |
| "step": 25 | |
| }, | |
| { | |
| "epoch": 2.6, | |
| "learning_rate": 2.6e-06, | |
| "loss": 1.2085, | |
| "step": 26 | |
| }, | |
| { | |
| "epoch": 2.7, | |
| "learning_rate": 2.7e-06, | |
| "loss": 1.2061, | |
| "step": 27 | |
| }, | |
| { | |
| "epoch": 2.8, | |
| "learning_rate": 2.8000000000000003e-06, | |
| "loss": 1.2082, | |
| "step": 28 | |
| }, | |
| { | |
| "epoch": 2.9, | |
| "learning_rate": 2.9e-06, | |
| "loss": 1.208, | |
| "step": 29 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "learning_rate": 3e-06, | |
| "loss": 1.205, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 3.1, | |
| "learning_rate": 3.1e-06, | |
| "loss": 1.1978, | |
| "step": 31 | |
| }, | |
| { | |
| "epoch": 3.2, | |
| "learning_rate": 3.2000000000000003e-06, | |
| "loss": 1.1951, | |
| "step": 32 | |
| }, | |
| { | |
| "epoch": 3.3, | |
| "learning_rate": 3.3e-06, | |
| "loss": 1.1905, | |
| "step": 33 | |
| }, | |
| { | |
| "epoch": 3.4, | |
| "learning_rate": 3.4000000000000005e-06, | |
| "loss": 1.1892, | |
| "step": 34 | |
| }, | |
| { | |
| "epoch": 3.5, | |
| "learning_rate": 3.5000000000000004e-06, | |
| "loss": 1.1726, | |
| "step": 35 | |
| }, | |
| { | |
| "epoch": 3.6, | |
| "learning_rate": 3.6e-06, | |
| "loss": 1.1638, | |
| "step": 36 | |
| }, | |
| { | |
| "epoch": 3.7, | |
| "learning_rate": 3.7e-06, | |
| "loss": 1.1697, | |
| "step": 37 | |
| }, | |
| { | |
| "epoch": 3.8, | |
| "learning_rate": 3.8e-06, | |
| "loss": 1.1557, | |
| "step": 38 | |
| }, | |
| { | |
| "epoch": 3.9, | |
| "learning_rate": 3.9e-06, | |
| "loss": 1.1568, | |
| "step": 39 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "learning_rate": 4.000000000000001e-06, | |
| "loss": 1.1542, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_accuracy_safe": 0.7907563964672457, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.42571478791888173, | |
| "eval_iou_safe": 0.04364337256292872, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.4237482501114813, | |
| "eval_loss": 1.0615942478179932, | |
| "eval_mean_accuracy": 0.6082355921930638, | |
| "eval_mean_iou": 0.15579720755813667, | |
| "eval_overall_accuracy": 0.4364975317200618, | |
| "eval_runtime": 9.575, | |
| "eval_samples_per_second": 6.997, | |
| "eval_steps_per_second": 0.522, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 4.1, | |
| "learning_rate": 4.1000000000000006e-06, | |
| "loss": 1.1516, | |
| "step": 41 | |
| }, | |
| { | |
| "epoch": 4.2, | |
| "learning_rate": 4.2000000000000004e-06, | |
| "loss": 1.1479, | |
| "step": 42 | |
| }, | |
| { | |
| "epoch": 4.3, | |
| "learning_rate": 4.2999999999999995e-06, | |
| "loss": 1.1341, | |
| "step": 43 | |
| }, | |
| { | |
| "epoch": 4.4, | |
| "learning_rate": 4.4e-06, | |
| "loss": 1.1384, | |
| "step": 44 | |
| }, | |
| { | |
| "epoch": 4.5, | |
| "learning_rate": 4.5e-06, | |
| "loss": 1.1202, | |
| "step": 45 | |
| }, | |
| { | |
| "epoch": 4.6, | |
| "learning_rate": 4.6e-06, | |
| "loss": 1.1091, | |
| "step": 46 | |
| }, | |
| { | |
| "epoch": 4.7, | |
| "learning_rate": 4.7e-06, | |
| "loss": 1.112, | |
| "step": 47 | |
| }, | |
| { | |
| "epoch": 4.8, | |
| "learning_rate": 4.800000000000001e-06, | |
| "loss": 1.1014, | |
| "step": 48 | |
| }, | |
| { | |
| "epoch": 4.9, | |
| "learning_rate": 4.9000000000000005e-06, | |
| "loss": 1.1065, | |
| "step": 49 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "learning_rate": 5e-06, | |
| "loss": 1.1028, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 5.1, | |
| "learning_rate": 5.1e-06, | |
| "loss": 1.0823, | |
| "step": 51 | |
| }, | |
| { | |
| "epoch": 5.2, | |
| "learning_rate": 5.2e-06, | |
| "loss": 1.0721, | |
| "step": 52 | |
| }, | |
| { | |
| "epoch": 5.3, | |
| "learning_rate": 5.3e-06, | |
| "loss": 1.0809, | |
| "step": 53 | |
| }, | |
| { | |
| "epoch": 5.4, | |
| "learning_rate": 5.4e-06, | |
| "loss": 1.0711, | |
| "step": 54 | |
| }, | |
| { | |
| "epoch": 5.5, | |
| "learning_rate": 5.500000000000001e-06, | |
| "loss": 1.0566, | |
| "step": 55 | |
| }, | |
| { | |
| "epoch": 5.6, | |
| "learning_rate": 5.600000000000001e-06, | |
| "loss": 1.0401, | |
| "step": 56 | |
| }, | |
| { | |
| "epoch": 5.7, | |
| "learning_rate": 5.7000000000000005e-06, | |
| "loss": 1.073, | |
| "step": 57 | |
| }, | |
| { | |
| "epoch": 5.8, | |
| "learning_rate": 5.8e-06, | |
| "loss": 1.0281, | |
| "step": 58 | |
| }, | |
| { | |
| "epoch": 5.9, | |
| "learning_rate": 5.9e-06, | |
| "loss": 1.0327, | |
| "step": 59 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "learning_rate": 6e-06, | |
| "loss": 1.0324, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "eval_accuracy_safe": 0.6667148546073454, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.7104100559195431, | |
| "eval_iou_safe": 0.06715586533607736, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.7035684769007364, | |
| "eval_loss": 0.9139688611030579, | |
| "eval_mean_accuracy": 0.6885624552634442, | |
| "eval_mean_iou": 0.25690811407893793, | |
| "eval_overall_accuracy": 0.709119369734579, | |
| "eval_runtime": 9.3129, | |
| "eval_samples_per_second": 7.194, | |
| "eval_steps_per_second": 0.537, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 6.1, | |
| "learning_rate": 6.1e-06, | |
| "loss": 0.996, | |
| "step": 61 | |
| }, | |
| { | |
| "epoch": 6.2, | |
| "learning_rate": 6.2e-06, | |
| "loss": 1.0074, | |
| "step": 62 | |
| }, | |
| { | |
| "epoch": 6.3, | |
| "learning_rate": 6.300000000000001e-06, | |
| "loss": 1.0368, | |
| "step": 63 | |
| }, | |
| { | |
| "epoch": 6.4, | |
| "learning_rate": 6.4000000000000006e-06, | |
| "loss": 0.981, | |
| "step": 64 | |
| }, | |
| { | |
| "epoch": 6.5, | |
| "learning_rate": 6.5000000000000004e-06, | |
| "loss": 0.9959, | |
| "step": 65 | |
| }, | |
| { | |
| "epoch": 6.6, | |
| "learning_rate": 6.6e-06, | |
| "loss": 0.9577, | |
| "step": 66 | |
| }, | |
| { | |
| "epoch": 6.7, | |
| "learning_rate": 6.700000000000001e-06, | |
| "loss": 0.9664, | |
| "step": 67 | |
| }, | |
| { | |
| "epoch": 6.8, | |
| "learning_rate": 6.800000000000001e-06, | |
| "loss": 0.9371, | |
| "step": 68 | |
| }, | |
| { | |
| "epoch": 6.9, | |
| "learning_rate": 6.900000000000001e-06, | |
| "loss": 0.9334, | |
| "step": 69 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "learning_rate": 7.000000000000001e-06, | |
| "loss": 0.9258, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 7.1, | |
| "learning_rate": 7.1e-06, | |
| "loss": 0.9073, | |
| "step": 71 | |
| }, | |
| { | |
| "epoch": 7.2, | |
| "learning_rate": 7.2e-06, | |
| "loss": 1.004, | |
| "step": 72 | |
| }, | |
| { | |
| "epoch": 7.3, | |
| "learning_rate": 7.2999999999999996e-06, | |
| "loss": 0.9029, | |
| "step": 73 | |
| }, | |
| { | |
| "epoch": 7.4, | |
| "learning_rate": 7.4e-06, | |
| "loss": 0.8715, | |
| "step": 74 | |
| }, | |
| { | |
| "epoch": 7.5, | |
| "learning_rate": 7.5e-06, | |
| "loss": 0.8641, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 7.6, | |
| "learning_rate": 7.6e-06, | |
| "loss": 0.8934, | |
| "step": 76 | |
| }, | |
| { | |
| "epoch": 7.7, | |
| "learning_rate": 7.7e-06, | |
| "loss": 0.8487, | |
| "step": 77 | |
| }, | |
| { | |
| "epoch": 7.8, | |
| "learning_rate": 7.8e-06, | |
| "loss": 0.8626, | |
| "step": 78 | |
| }, | |
| { | |
| "epoch": 7.9, | |
| "learning_rate": 7.9e-06, | |
| "loss": 0.8309, | |
| "step": 79 | |
| }, | |
| { | |
| "epoch": 8.0, | |
| "learning_rate": 8.000000000000001e-06, | |
| "loss": 0.8058, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 8.0, | |
| "eval_accuracy_safe": 0.5359944641693748, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.8199187015242027, | |
| "eval_iou_safe": 0.08228570650745816, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.8086088911065791, | |
| "eval_loss": 0.7629496455192566, | |
| "eval_mean_accuracy": 0.6779565828467887, | |
| "eval_mean_iou": 0.29696486587134574, | |
| "eval_overall_accuracy": 0.8115320348027927, | |
| "eval_runtime": 10.0198, | |
| "eval_samples_per_second": 6.687, | |
| "eval_steps_per_second": 0.499, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 8.1, | |
| "learning_rate": 8.1e-06, | |
| "loss": 0.8324, | |
| "step": 81 | |
| }, | |
| { | |
| "epoch": 8.2, | |
| "learning_rate": 8.200000000000001e-06, | |
| "loss": 0.7996, | |
| "step": 82 | |
| }, | |
| { | |
| "epoch": 8.3, | |
| "learning_rate": 8.3e-06, | |
| "loss": 0.8127, | |
| "step": 83 | |
| }, | |
| { | |
| "epoch": 8.4, | |
| "learning_rate": 8.400000000000001e-06, | |
| "loss": 0.7676, | |
| "step": 84 | |
| }, | |
| { | |
| "epoch": 8.5, | |
| "learning_rate": 8.500000000000002e-06, | |
| "loss": 0.7872, | |
| "step": 85 | |
| }, | |
| { | |
| "epoch": 8.6, | |
| "learning_rate": 8.599999999999999e-06, | |
| "loss": 0.771, | |
| "step": 86 | |
| }, | |
| { | |
| "epoch": 8.7, | |
| "learning_rate": 8.7e-06, | |
| "loss": 0.7401, | |
| "step": 87 | |
| }, | |
| { | |
| "epoch": 8.8, | |
| "learning_rate": 8.8e-06, | |
| "loss": 0.7632, | |
| "step": 88 | |
| }, | |
| { | |
| "epoch": 8.9, | |
| "learning_rate": 8.9e-06, | |
| "loss": 0.7355, | |
| "step": 89 | |
| }, | |
| { | |
| "epoch": 9.0, | |
| "learning_rate": 9e-06, | |
| "loss": 0.7243, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 9.1, | |
| "learning_rate": 9.100000000000001e-06, | |
| "loss": 0.7161, | |
| "step": 91 | |
| }, | |
| { | |
| "epoch": 9.2, | |
| "learning_rate": 9.2e-06, | |
| "loss": 0.6884, | |
| "step": 92 | |
| }, | |
| { | |
| "epoch": 9.3, | |
| "learning_rate": 9.3e-06, | |
| "loss": 0.6782, | |
| "step": 93 | |
| }, | |
| { | |
| "epoch": 9.4, | |
| "learning_rate": 9.4e-06, | |
| "loss": 0.6289, | |
| "step": 94 | |
| }, | |
| { | |
| "epoch": 9.5, | |
| "learning_rate": 9.5e-06, | |
| "loss": 0.6552, | |
| "step": 95 | |
| }, | |
| { | |
| "epoch": 9.6, | |
| "learning_rate": 9.600000000000001e-06, | |
| "loss": 0.6889, | |
| "step": 96 | |
| }, | |
| { | |
| "epoch": 9.7, | |
| "learning_rate": 9.7e-06, | |
| "loss": 0.6848, | |
| "step": 97 | |
| }, | |
| { | |
| "epoch": 9.8, | |
| "learning_rate": 9.800000000000001e-06, | |
| "loss": 0.6281, | |
| "step": 98 | |
| }, | |
| { | |
| "epoch": 9.9, | |
| "learning_rate": 9.900000000000002e-06, | |
| "loss": 0.6154, | |
| "step": 99 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "learning_rate": 1e-05, | |
| "loss": 0.681, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "eval_accuracy_safe": 0.4657171714835332, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9271301717833063, | |
| "eval_iou_safe": 0.1407124757510266, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.9122946126509682, | |
| "eval_loss": 0.5544750094413757, | |
| "eval_mean_accuracy": 0.6964236716334198, | |
| "eval_mean_iou": 0.35100236280066494, | |
| "eval_overall_accuracy": 0.9135007715936917, | |
| "eval_runtime": 10.2459, | |
| "eval_samples_per_second": 6.539, | |
| "eval_steps_per_second": 0.488, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 10.1, | |
| "learning_rate": 1.0100000000000002e-05, | |
| "loss": 0.616, | |
| "step": 101 | |
| }, | |
| { | |
| "epoch": 10.2, | |
| "learning_rate": 1.02e-05, | |
| "loss": 0.6151, | |
| "step": 102 | |
| }, | |
| { | |
| "epoch": 10.3, | |
| "learning_rate": 1.03e-05, | |
| "loss": 0.5594, | |
| "step": 103 | |
| }, | |
| { | |
| "epoch": 10.4, | |
| "learning_rate": 1.04e-05, | |
| "loss": 0.5978, | |
| "step": 104 | |
| }, | |
| { | |
| "epoch": 10.5, | |
| "learning_rate": 1.05e-05, | |
| "loss": 0.5543, | |
| "step": 105 | |
| }, | |
| { | |
| "epoch": 10.6, | |
| "learning_rate": 1.06e-05, | |
| "loss": 0.6125, | |
| "step": 106 | |
| }, | |
| { | |
| "epoch": 10.7, | |
| "learning_rate": 1.0700000000000001e-05, | |
| "loss": 0.5329, | |
| "step": 107 | |
| }, | |
| { | |
| "epoch": 10.8, | |
| "learning_rate": 1.08e-05, | |
| "loss": 0.509, | |
| "step": 108 | |
| }, | |
| { | |
| "epoch": 10.9, | |
| "learning_rate": 1.09e-05, | |
| "loss": 0.4982, | |
| "step": 109 | |
| }, | |
| { | |
| "epoch": 11.0, | |
| "learning_rate": 1.1000000000000001e-05, | |
| "loss": 0.6686, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 11.1, | |
| "learning_rate": 1.11e-05, | |
| "loss": 0.4986, | |
| "step": 111 | |
| }, | |
| { | |
| "epoch": 11.2, | |
| "learning_rate": 1.1200000000000001e-05, | |
| "loss": 0.5283, | |
| "step": 112 | |
| }, | |
| { | |
| "epoch": 11.3, | |
| "learning_rate": 1.13e-05, | |
| "loss": 0.5007, | |
| "step": 113 | |
| }, | |
| { | |
| "epoch": 11.4, | |
| "learning_rate": 1.1400000000000001e-05, | |
| "loss": 0.4822, | |
| "step": 114 | |
| }, | |
| { | |
| "epoch": 11.5, | |
| "learning_rate": 1.1500000000000002e-05, | |
| "loss": 0.4493, | |
| "step": 115 | |
| }, | |
| { | |
| "epoch": 11.6, | |
| "learning_rate": 1.16e-05, | |
| "loss": 0.5733, | |
| "step": 116 | |
| }, | |
| { | |
| "epoch": 11.7, | |
| "learning_rate": 1.1700000000000001e-05, | |
| "loss": 0.4298, | |
| "step": 117 | |
| }, | |
| { | |
| "epoch": 11.8, | |
| "learning_rate": 1.18e-05, | |
| "loss": 0.4971, | |
| "step": 118 | |
| }, | |
| { | |
| "epoch": 11.9, | |
| "learning_rate": 1.19e-05, | |
| "loss": 0.4348, | |
| "step": 119 | |
| }, | |
| { | |
| "epoch": 12.0, | |
| "learning_rate": 1.2e-05, | |
| "loss": 0.5248, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 12.0, | |
| "eval_accuracy_safe": 0.38612804114093624, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.963271126063562, | |
| "eval_iou_safe": 0.17572296116049224, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.9456049903923704, | |
| "eval_loss": 0.41525349020957947, | |
| "eval_mean_accuracy": 0.6746995836022491, | |
| "eval_mean_iou": 0.37377598385095423, | |
| "eval_overall_accuracy": 0.946223244738223, | |
| "eval_runtime": 10.1924, | |
| "eval_samples_per_second": 6.574, | |
| "eval_steps_per_second": 0.491, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 12.1, | |
| "learning_rate": 1.2100000000000001e-05, | |
| "loss": 0.4342, | |
| "step": 121 | |
| }, | |
| { | |
| "epoch": 12.2, | |
| "learning_rate": 1.22e-05, | |
| "loss": 0.4505, | |
| "step": 122 | |
| }, | |
| { | |
| "epoch": 12.3, | |
| "learning_rate": 1.23e-05, | |
| "loss": 0.4162, | |
| "step": 123 | |
| }, | |
| { | |
| "epoch": 12.4, | |
| "learning_rate": 1.24e-05, | |
| "loss": 0.4098, | |
| "step": 124 | |
| }, | |
| { | |
| "epoch": 12.5, | |
| "learning_rate": 1.25e-05, | |
| "loss": 0.4432, | |
| "step": 125 | |
| }, | |
| { | |
| "epoch": 12.6, | |
| "learning_rate": 1.2600000000000001e-05, | |
| "loss": 0.3806, | |
| "step": 126 | |
| }, | |
| { | |
| "epoch": 12.7, | |
| "learning_rate": 1.27e-05, | |
| "loss": 0.4371, | |
| "step": 127 | |
| }, | |
| { | |
| "epoch": 12.8, | |
| "learning_rate": 1.2800000000000001e-05, | |
| "loss": 0.3939, | |
| "step": 128 | |
| }, | |
| { | |
| "epoch": 12.9, | |
| "learning_rate": 1.29e-05, | |
| "loss": 0.3648, | |
| "step": 129 | |
| }, | |
| { | |
| "epoch": 13.0, | |
| "learning_rate": 1.3000000000000001e-05, | |
| "loss": 0.4909, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 13.1, | |
| "learning_rate": 1.3100000000000002e-05, | |
| "loss": 0.3521, | |
| "step": 131 | |
| }, | |
| { | |
| "epoch": 13.2, | |
| "learning_rate": 1.32e-05, | |
| "loss": 0.4571, | |
| "step": 132 | |
| }, | |
| { | |
| "epoch": 13.3, | |
| "learning_rate": 1.3300000000000001e-05, | |
| "loss": 0.3663, | |
| "step": 133 | |
| }, | |
| { | |
| "epoch": 13.4, | |
| "learning_rate": 1.3400000000000002e-05, | |
| "loss": 0.3555, | |
| "step": 134 | |
| }, | |
| { | |
| "epoch": 13.5, | |
| "learning_rate": 1.3500000000000001e-05, | |
| "loss": 0.3289, | |
| "step": 135 | |
| }, | |
| { | |
| "epoch": 13.6, | |
| "learning_rate": 1.3600000000000002e-05, | |
| "loss": 0.4375, | |
| "step": 136 | |
| }, | |
| { | |
| "epoch": 13.7, | |
| "learning_rate": 1.3700000000000001e-05, | |
| "loss": 0.3208, | |
| "step": 137 | |
| }, | |
| { | |
| "epoch": 13.8, | |
| "learning_rate": 1.3800000000000002e-05, | |
| "loss": 0.3526, | |
| "step": 138 | |
| }, | |
| { | |
| "epoch": 13.9, | |
| "learning_rate": 1.3900000000000002e-05, | |
| "loss": 0.4187, | |
| "step": 139 | |
| }, | |
| { | |
| "epoch": 14.0, | |
| "learning_rate": 1.4000000000000001e-05, | |
| "loss": 0.3372, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 14.0, | |
| "eval_accuracy_safe": 0.3275700556281587, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9820977555326695, | |
| "eval_iou_safe": 0.20636769111391487, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.962400245514124, | |
| "eval_loss": 0.30499833822250366, | |
| "eval_mean_accuracy": 0.6548339055804141, | |
| "eval_mean_iou": 0.3895893122093463, | |
| "eval_overall_accuracy": 0.9627640567608734, | |
| "eval_runtime": 9.9614, | |
| "eval_samples_per_second": 6.726, | |
| "eval_steps_per_second": 0.502, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 14.1, | |
| "learning_rate": 1.4099999999999999e-05, | |
| "loss": 0.2916, | |
| "step": 141 | |
| }, | |
| { | |
| "epoch": 14.2, | |
| "learning_rate": 1.42e-05, | |
| "loss": 0.2813, | |
| "step": 142 | |
| }, | |
| { | |
| "epoch": 14.3, | |
| "learning_rate": 1.43e-05, | |
| "loss": 0.3099, | |
| "step": 143 | |
| }, | |
| { | |
| "epoch": 14.4, | |
| "learning_rate": 1.44e-05, | |
| "loss": 0.3049, | |
| "step": 144 | |
| }, | |
| { | |
| "epoch": 14.5, | |
| "learning_rate": 1.45e-05, | |
| "loss": 0.3078, | |
| "step": 145 | |
| }, | |
| { | |
| "epoch": 14.6, | |
| "learning_rate": 1.4599999999999999e-05, | |
| "loss": 0.4255, | |
| "step": 146 | |
| }, | |
| { | |
| "epoch": 14.7, | |
| "learning_rate": 1.47e-05, | |
| "loss": 0.3547, | |
| "step": 147 | |
| }, | |
| { | |
| "epoch": 14.8, | |
| "learning_rate": 1.48e-05, | |
| "loss": 0.2994, | |
| "step": 148 | |
| }, | |
| { | |
| "epoch": 14.9, | |
| "learning_rate": 1.49e-05, | |
| "loss": 0.2957, | |
| "step": 149 | |
| }, | |
| { | |
| "epoch": 15.0, | |
| "learning_rate": 1.5e-05, | |
| "loss": 0.3591, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 15.1, | |
| "learning_rate": 1.51e-05, | |
| "loss": 0.2865, | |
| "step": 151 | |
| }, | |
| { | |
| "epoch": 15.2, | |
| "learning_rate": 1.52e-05, | |
| "loss": 0.2496, | |
| "step": 152 | |
| }, | |
| { | |
| "epoch": 15.3, | |
| "learning_rate": 1.53e-05, | |
| "loss": 0.2879, | |
| "step": 153 | |
| }, | |
| { | |
| "epoch": 15.4, | |
| "learning_rate": 1.54e-05, | |
| "loss": 0.2785, | |
| "step": 154 | |
| }, | |
| { | |
| "epoch": 15.5, | |
| "learning_rate": 1.55e-05, | |
| "loss": 0.2806, | |
| "step": 155 | |
| }, | |
| { | |
| "epoch": 15.6, | |
| "learning_rate": 1.56e-05, | |
| "loss": 0.2708, | |
| "step": 156 | |
| }, | |
| { | |
| "epoch": 15.7, | |
| "learning_rate": 1.5700000000000002e-05, | |
| "loss": 0.3191, | |
| "step": 157 | |
| }, | |
| { | |
| "epoch": 15.8, | |
| "learning_rate": 1.58e-05, | |
| "loss": 0.3125, | |
| "step": 158 | |
| }, | |
| { | |
| "epoch": 15.9, | |
| "learning_rate": 1.59e-05, | |
| "loss": 0.3343, | |
| "step": 159 | |
| }, | |
| { | |
| "epoch": 16.0, | |
| "learning_rate": 1.6000000000000003e-05, | |
| "loss": 0.2818, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 16.0, | |
| "eval_accuracy_safe": 0.4809831110905509, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.98521576551645, | |
| "eval_iou_safe": 0.32389013422357094, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.9698938085941798, | |
| "eval_loss": 0.23463933169841766, | |
| "eval_mean_accuracy": 0.7330994383035004, | |
| "eval_mean_iou": 0.43126131427258363, | |
| "eval_overall_accuracy": 0.9703215414018773, | |
| "eval_runtime": 10.542, | |
| "eval_samples_per_second": 6.356, | |
| "eval_steps_per_second": 0.474, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 16.1, | |
| "learning_rate": 1.6100000000000002e-05, | |
| "loss": 0.2259, | |
| "step": 161 | |
| }, | |
| { | |
| "epoch": 16.2, | |
| "learning_rate": 1.62e-05, | |
| "loss": 0.268, | |
| "step": 162 | |
| }, | |
| { | |
| "epoch": 16.3, | |
| "learning_rate": 1.63e-05, | |
| "loss": 0.2373, | |
| "step": 163 | |
| }, | |
| { | |
| "epoch": 16.4, | |
| "learning_rate": 1.6400000000000002e-05, | |
| "loss": 0.2507, | |
| "step": 164 | |
| }, | |
| { | |
| "epoch": 16.5, | |
| "learning_rate": 1.65e-05, | |
| "loss": 0.2117, | |
| "step": 165 | |
| }, | |
| { | |
| "epoch": 16.6, | |
| "learning_rate": 1.66e-05, | |
| "loss": 0.2779, | |
| "step": 166 | |
| }, | |
| { | |
| "epoch": 16.7, | |
| "learning_rate": 1.6700000000000003e-05, | |
| "loss": 0.2908, | |
| "step": 167 | |
| }, | |
| { | |
| "epoch": 16.8, | |
| "learning_rate": 1.6800000000000002e-05, | |
| "loss": 0.2671, | |
| "step": 168 | |
| }, | |
| { | |
| "epoch": 16.9, | |
| "learning_rate": 1.69e-05, | |
| "loss": 0.2014, | |
| "step": 169 | |
| }, | |
| { | |
| "epoch": 17.0, | |
| "learning_rate": 1.7000000000000003e-05, | |
| "loss": 0.2139, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 17.1, | |
| "learning_rate": 1.7100000000000002e-05, | |
| "loss": 0.2172, | |
| "step": 171 | |
| }, | |
| { | |
| "epoch": 17.2, | |
| "learning_rate": 1.7199999999999998e-05, | |
| "loss": 0.1981, | |
| "step": 172 | |
| }, | |
| { | |
| "epoch": 17.3, | |
| "learning_rate": 1.73e-05, | |
| "loss": 0.1886, | |
| "step": 173 | |
| }, | |
| { | |
| "epoch": 17.4, | |
| "learning_rate": 1.74e-05, | |
| "loss": 0.2209, | |
| "step": 174 | |
| }, | |
| { | |
| "epoch": 17.5, | |
| "learning_rate": 1.75e-05, | |
| "loss": 0.2069, | |
| "step": 175 | |
| }, | |
| { | |
| "epoch": 17.6, | |
| "learning_rate": 1.76e-05, | |
| "loss": 0.2043, | |
| "step": 176 | |
| }, | |
| { | |
| "epoch": 17.7, | |
| "learning_rate": 1.77e-05, | |
| "loss": 0.204, | |
| "step": 177 | |
| }, | |
| { | |
| "epoch": 17.8, | |
| "learning_rate": 1.78e-05, | |
| "loss": 0.1817, | |
| "step": 178 | |
| }, | |
| { | |
| "epoch": 17.9, | |
| "learning_rate": 1.79e-05, | |
| "loss": 0.2892, | |
| "step": 179 | |
| }, | |
| { | |
| "epoch": 18.0, | |
| "learning_rate": 1.8e-05, | |
| "loss": 0.2081, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 18.0, | |
| "eval_accuracy_safe": 0.6050188703975697, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9895959165603491, | |
| "eval_iou_safe": 0.45089868013537665, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.9778401013393633, | |
| "eval_loss": 0.1802198737859726, | |
| "eval_mean_accuracy": 0.7973073934789594, | |
| "eval_mean_iou": 0.47624626049158, | |
| "eval_overall_accuracy": 0.9782361272555679, | |
| "eval_runtime": 9.9413, | |
| "eval_samples_per_second": 6.74, | |
| "eval_steps_per_second": 0.503, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 18.1, | |
| "learning_rate": 1.81e-05, | |
| "loss": 0.2182, | |
| "step": 181 | |
| }, | |
| { | |
| "epoch": 18.2, | |
| "learning_rate": 1.8200000000000002e-05, | |
| "loss": 0.1684, | |
| "step": 182 | |
| }, | |
| { | |
| "epoch": 18.3, | |
| "learning_rate": 1.83e-05, | |
| "loss": 0.185, | |
| "step": 183 | |
| }, | |
| { | |
| "epoch": 18.4, | |
| "learning_rate": 1.84e-05, | |
| "loss": 0.1545, | |
| "step": 184 | |
| }, | |
| { | |
| "epoch": 18.5, | |
| "learning_rate": 1.85e-05, | |
| "loss": 0.182, | |
| "step": 185 | |
| }, | |
| { | |
| "epoch": 18.6, | |
| "learning_rate": 1.86e-05, | |
| "loss": 0.1736, | |
| "step": 186 | |
| }, | |
| { | |
| "epoch": 18.7, | |
| "learning_rate": 1.87e-05, | |
| "loss": 0.1688, | |
| "step": 187 | |
| }, | |
| { | |
| "epoch": 18.8, | |
| "learning_rate": 1.88e-05, | |
| "loss": 0.1437, | |
| "step": 188 | |
| }, | |
| { | |
| "epoch": 18.9, | |
| "learning_rate": 1.8900000000000002e-05, | |
| "loss": 0.1709, | |
| "step": 189 | |
| }, | |
| { | |
| "epoch": 19.0, | |
| "learning_rate": 1.9e-05, | |
| "loss": 0.2237, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 19.1, | |
| "learning_rate": 1.91e-05, | |
| "loss": 0.1785, | |
| "step": 191 | |
| }, | |
| { | |
| "epoch": 19.2, | |
| "learning_rate": 1.9200000000000003e-05, | |
| "loss": 0.1698, | |
| "step": 192 | |
| }, | |
| { | |
| "epoch": 19.3, | |
| "learning_rate": 1.93e-05, | |
| "loss": 0.148, | |
| "step": 193 | |
| }, | |
| { | |
| "epoch": 19.4, | |
| "learning_rate": 1.94e-05, | |
| "loss": 0.1564, | |
| "step": 194 | |
| }, | |
| { | |
| "epoch": 19.5, | |
| "learning_rate": 1.9500000000000003e-05, | |
| "loss": 0.1362, | |
| "step": 195 | |
| }, | |
| { | |
| "epoch": 19.6, | |
| "learning_rate": 1.9600000000000002e-05, | |
| "loss": 0.2276, | |
| "step": 196 | |
| }, | |
| { | |
| "epoch": 19.7, | |
| "learning_rate": 1.97e-05, | |
| "loss": 0.1363, | |
| "step": 197 | |
| }, | |
| { | |
| "epoch": 19.8, | |
| "learning_rate": 1.9800000000000004e-05, | |
| "loss": 0.1327, | |
| "step": 198 | |
| }, | |
| { | |
| "epoch": 19.9, | |
| "learning_rate": 1.9900000000000003e-05, | |
| "loss": 0.1364, | |
| "step": 199 | |
| }, | |
| { | |
| "epoch": 20.0, | |
| "learning_rate": 2e-05, | |
| "loss": 0.141, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 20.0, | |
| "eval_accuracy_safe": 0.5942671770733343, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9948155589085405, | |
| "eval_iou_safe": 0.5077946270190679, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.9826799713781373, | |
| "eval_loss": 0.13621608912944794, | |
| "eval_mean_accuracy": 0.7945413679909374, | |
| "eval_mean_iou": 0.49682486613240173, | |
| "eval_overall_accuracy": 0.9829840019567689, | |
| "eval_runtime": 10.1896, | |
| "eval_samples_per_second": 6.575, | |
| "eval_steps_per_second": 0.491, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 20.1, | |
| "learning_rate": 2.01e-05, | |
| "loss": 0.1604, | |
| "step": 201 | |
| }, | |
| { | |
| "epoch": 20.2, | |
| "learning_rate": 2.0200000000000003e-05, | |
| "loss": 0.1408, | |
| "step": 202 | |
| }, | |
| { | |
| "epoch": 20.3, | |
| "learning_rate": 2.0300000000000002e-05, | |
| "loss": 0.1187, | |
| "step": 203 | |
| }, | |
| { | |
| "epoch": 20.4, | |
| "learning_rate": 2.04e-05, | |
| "loss": 0.1333, | |
| "step": 204 | |
| }, | |
| { | |
| "epoch": 20.5, | |
| "learning_rate": 2.05e-05, | |
| "loss": 0.1454, | |
| "step": 205 | |
| }, | |
| { | |
| "epoch": 20.6, | |
| "learning_rate": 2.06e-05, | |
| "loss": 0.1241, | |
| "step": 206 | |
| }, | |
| { | |
| "epoch": 20.7, | |
| "learning_rate": 2.07e-05, | |
| "loss": 0.1159, | |
| "step": 207 | |
| }, | |
| { | |
| "epoch": 20.8, | |
| "learning_rate": 2.08e-05, | |
| "loss": 0.1315, | |
| "step": 208 | |
| }, | |
| { | |
| "epoch": 20.9, | |
| "learning_rate": 2.09e-05, | |
| "loss": 0.1234, | |
| "step": 209 | |
| }, | |
| { | |
| "epoch": 21.0, | |
| "learning_rate": 2.1e-05, | |
| "loss": 0.1264, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 21.1, | |
| "learning_rate": 2.11e-05, | |
| "loss": 0.1121, | |
| "step": 211 | |
| }, | |
| { | |
| "epoch": 21.2, | |
| "learning_rate": 2.12e-05, | |
| "loss": 0.1177, | |
| "step": 212 | |
| }, | |
| { | |
| "epoch": 21.3, | |
| "learning_rate": 2.13e-05, | |
| "loss": 0.1201, | |
| "step": 213 | |
| }, | |
| { | |
| "epoch": 21.4, | |
| "learning_rate": 2.1400000000000002e-05, | |
| "loss": 0.1105, | |
| "step": 214 | |
| }, | |
| { | |
| "epoch": 21.5, | |
| "learning_rate": 2.15e-05, | |
| "loss": 0.1061, | |
| "step": 215 | |
| }, | |
| { | |
| "epoch": 21.6, | |
| "learning_rate": 2.16e-05, | |
| "loss": 0.1219, | |
| "step": 216 | |
| }, | |
| { | |
| "epoch": 21.7, | |
| "learning_rate": 2.1700000000000002e-05, | |
| "loss": 0.0945, | |
| "step": 217 | |
| }, | |
| { | |
| "epoch": 21.8, | |
| "learning_rate": 2.18e-05, | |
| "loss": 0.1224, | |
| "step": 218 | |
| }, | |
| { | |
| "epoch": 21.9, | |
| "learning_rate": 2.19e-05, | |
| "loss": 0.1251, | |
| "step": 219 | |
| }, | |
| { | |
| "epoch": 22.0, | |
| "learning_rate": 2.2000000000000003e-05, | |
| "loss": 0.0963, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 22.0, | |
| "eval_accuracy_safe": 0.5325634827930501, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9978760148375644, | |
| "eval_iou_safe": 0.4978243439248295, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9838778094020525, | |
| "eval_loss": 0.10320360213518143, | |
| "eval_mean_accuracy": 0.7652197488153072, | |
| "eval_mean_iou": 0.740851076663441, | |
| "eval_overall_accuracy": 0.9841314287328008, | |
| "eval_runtime": 10.0963, | |
| "eval_samples_per_second": 6.636, | |
| "eval_steps_per_second": 0.495, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 22.1, | |
| "learning_rate": 2.2100000000000002e-05, | |
| "loss": 0.1083, | |
| "step": 221 | |
| }, | |
| { | |
| "epoch": 22.2, | |
| "learning_rate": 2.22e-05, | |
| "loss": 0.0885, | |
| "step": 222 | |
| }, | |
| { | |
| "epoch": 22.3, | |
| "learning_rate": 2.23e-05, | |
| "loss": 0.0925, | |
| "step": 223 | |
| }, | |
| { | |
| "epoch": 22.4, | |
| "learning_rate": 2.2400000000000002e-05, | |
| "loss": 0.111, | |
| "step": 224 | |
| }, | |
| { | |
| "epoch": 22.5, | |
| "learning_rate": 2.25e-05, | |
| "loss": 0.1168, | |
| "step": 225 | |
| }, | |
| { | |
| "epoch": 22.6, | |
| "learning_rate": 2.26e-05, | |
| "loss": 0.0963, | |
| "step": 226 | |
| }, | |
| { | |
| "epoch": 22.7, | |
| "learning_rate": 2.2700000000000003e-05, | |
| "loss": 0.0989, | |
| "step": 227 | |
| }, | |
| { | |
| "epoch": 22.8, | |
| "learning_rate": 2.2800000000000002e-05, | |
| "loss": 0.0887, | |
| "step": 228 | |
| }, | |
| { | |
| "epoch": 22.9, | |
| "learning_rate": 2.29e-05, | |
| "loss": 0.1072, | |
| "step": 229 | |
| }, | |
| { | |
| "epoch": 23.0, | |
| "learning_rate": 2.3000000000000003e-05, | |
| "loss": 0.1032, | |
| "step": 230 | |
| }, | |
| { | |
| "epoch": 23.1, | |
| "learning_rate": 2.3100000000000002e-05, | |
| "loss": 0.1034, | |
| "step": 231 | |
| }, | |
| { | |
| "epoch": 23.2, | |
| "learning_rate": 2.32e-05, | |
| "loss": 0.0931, | |
| "step": 232 | |
| }, | |
| { | |
| "epoch": 23.3, | |
| "learning_rate": 2.3300000000000004e-05, | |
| "loss": 0.0855, | |
| "step": 233 | |
| }, | |
| { | |
| "epoch": 23.4, | |
| "learning_rate": 2.3400000000000003e-05, | |
| "loss": 0.0973, | |
| "step": 234 | |
| }, | |
| { | |
| "epoch": 23.5, | |
| "learning_rate": 2.35e-05, | |
| "loss": 0.0835, | |
| "step": 235 | |
| }, | |
| { | |
| "epoch": 23.6, | |
| "learning_rate": 2.36e-05, | |
| "loss": 0.0767, | |
| "step": 236 | |
| }, | |
| { | |
| "epoch": 23.7, | |
| "learning_rate": 2.37e-05, | |
| "loss": 0.0985, | |
| "step": 237 | |
| }, | |
| { | |
| "epoch": 23.8, | |
| "learning_rate": 2.38e-05, | |
| "loss": 0.1129, | |
| "step": 238 | |
| }, | |
| { | |
| "epoch": 23.9, | |
| "learning_rate": 2.39e-05, | |
| "loss": 0.0763, | |
| "step": 239 | |
| }, | |
| { | |
| "epoch": 24.0, | |
| "learning_rate": 2.4e-05, | |
| "loss": 0.0842, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 24.0, | |
| "eval_accuracy_safe": 0.6432241972852841, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9967877679857008, | |
| "eval_iou_safe": 0.5818214152459925, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9860795816956319, | |
| "eval_loss": 0.07701940834522247, | |
| "eval_mean_accuracy": 0.8200059826354924, | |
| "eval_mean_iou": 0.7839504984708122, | |
| "eval_overall_accuracy": 0.9863440670184235, | |
| "eval_runtime": 10.2164, | |
| "eval_samples_per_second": 6.558, | |
| "eval_steps_per_second": 0.489, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 24.1, | |
| "learning_rate": 2.41e-05, | |
| "loss": 0.0811, | |
| "step": 241 | |
| }, | |
| { | |
| "epoch": 24.2, | |
| "learning_rate": 2.4200000000000002e-05, | |
| "loss": 0.0857, | |
| "step": 242 | |
| }, | |
| { | |
| "epoch": 24.3, | |
| "learning_rate": 2.43e-05, | |
| "loss": 0.0772, | |
| "step": 243 | |
| }, | |
| { | |
| "epoch": 24.4, | |
| "learning_rate": 2.44e-05, | |
| "loss": 0.0846, | |
| "step": 244 | |
| }, | |
| { | |
| "epoch": 24.5, | |
| "learning_rate": 2.45e-05, | |
| "loss": 0.1003, | |
| "step": 245 | |
| }, | |
| { | |
| "epoch": 24.6, | |
| "learning_rate": 2.46e-05, | |
| "loss": 0.0709, | |
| "step": 246 | |
| }, | |
| { | |
| "epoch": 24.7, | |
| "learning_rate": 2.47e-05, | |
| "loss": 0.1084, | |
| "step": 247 | |
| }, | |
| { | |
| "epoch": 24.8, | |
| "learning_rate": 2.48e-05, | |
| "loss": 0.0854, | |
| "step": 248 | |
| }, | |
| { | |
| "epoch": 24.9, | |
| "learning_rate": 2.4900000000000002e-05, | |
| "loss": 0.0868, | |
| "step": 249 | |
| }, | |
| { | |
| "epoch": 25.0, | |
| "learning_rate": 2.5e-05, | |
| "loss": 0.0744, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 25.1, | |
| "learning_rate": 2.51e-05, | |
| "loss": 0.083, | |
| "step": 251 | |
| }, | |
| { | |
| "epoch": 25.2, | |
| "learning_rate": 2.5200000000000003e-05, | |
| "loss": 0.0675, | |
| "step": 252 | |
| }, | |
| { | |
| "epoch": 25.3, | |
| "learning_rate": 2.5300000000000002e-05, | |
| "loss": 0.0835, | |
| "step": 253 | |
| }, | |
| { | |
| "epoch": 25.4, | |
| "learning_rate": 2.54e-05, | |
| "loss": 0.0785, | |
| "step": 254 | |
| }, | |
| { | |
| "epoch": 25.5, | |
| "learning_rate": 2.5500000000000003e-05, | |
| "loss": 0.0753, | |
| "step": 255 | |
| }, | |
| { | |
| "epoch": 25.6, | |
| "learning_rate": 2.5600000000000002e-05, | |
| "loss": 0.0809, | |
| "step": 256 | |
| }, | |
| { | |
| "epoch": 25.7, | |
| "learning_rate": 2.57e-05, | |
| "loss": 0.0776, | |
| "step": 257 | |
| }, | |
| { | |
| "epoch": 25.8, | |
| "learning_rate": 2.58e-05, | |
| "loss": 0.0657, | |
| "step": 258 | |
| }, | |
| { | |
| "epoch": 25.9, | |
| "learning_rate": 2.5900000000000003e-05, | |
| "loss": 0.1026, | |
| "step": 259 | |
| }, | |
| { | |
| "epoch": 26.0, | |
| "learning_rate": 2.6000000000000002e-05, | |
| "loss": 0.0702, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 26.0, | |
| "eval_accuracy_safe": 0.6417380811947525, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9968286014435097, | |
| "eval_iou_safe": 0.5811824221709394, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9860758518814631, | |
| "eval_loss": 0.06694883108139038, | |
| "eval_mean_accuracy": 0.8192833413191312, | |
| "eval_mean_iou": 0.7836291370262012, | |
| "eval_overall_accuracy": 0.9863397968349172, | |
| "eval_runtime": 9.7688, | |
| "eval_samples_per_second": 6.859, | |
| "eval_steps_per_second": 0.512, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 26.1, | |
| "learning_rate": 2.61e-05, | |
| "loss": 0.0826, | |
| "step": 261 | |
| }, | |
| { | |
| "epoch": 26.2, | |
| "learning_rate": 2.6200000000000003e-05, | |
| "loss": 0.0727, | |
| "step": 262 | |
| }, | |
| { | |
| "epoch": 26.3, | |
| "learning_rate": 2.6300000000000002e-05, | |
| "loss": 0.0707, | |
| "step": 263 | |
| }, | |
| { | |
| "epoch": 26.4, | |
| "learning_rate": 2.64e-05, | |
| "loss": 0.0679, | |
| "step": 264 | |
| }, | |
| { | |
| "epoch": 26.5, | |
| "learning_rate": 2.6500000000000004e-05, | |
| "loss": 0.0673, | |
| "step": 265 | |
| }, | |
| { | |
| "epoch": 26.6, | |
| "learning_rate": 2.6600000000000003e-05, | |
| "loss": 0.0657, | |
| "step": 266 | |
| }, | |
| { | |
| "epoch": 26.7, | |
| "learning_rate": 2.6700000000000002e-05, | |
| "loss": 0.0808, | |
| "step": 267 | |
| }, | |
| { | |
| "epoch": 26.8, | |
| "learning_rate": 2.6800000000000004e-05, | |
| "loss": 0.0577, | |
| "step": 268 | |
| }, | |
| { | |
| "epoch": 26.9, | |
| "learning_rate": 2.6900000000000003e-05, | |
| "loss": 0.0661, | |
| "step": 269 | |
| }, | |
| { | |
| "epoch": 27.0, | |
| "learning_rate": 2.7000000000000002e-05, | |
| "loss": 0.0754, | |
| "step": 270 | |
| }, | |
| { | |
| "epoch": 27.1, | |
| "learning_rate": 2.7100000000000005e-05, | |
| "loss": 0.0625, | |
| "step": 271 | |
| }, | |
| { | |
| "epoch": 27.2, | |
| "learning_rate": 2.7200000000000004e-05, | |
| "loss": 0.0653, | |
| "step": 272 | |
| }, | |
| { | |
| "epoch": 27.3, | |
| "learning_rate": 2.7300000000000003e-05, | |
| "loss": 0.0533, | |
| "step": 273 | |
| }, | |
| { | |
| "epoch": 27.4, | |
| "learning_rate": 2.7400000000000002e-05, | |
| "loss": 0.0712, | |
| "step": 274 | |
| }, | |
| { | |
| "epoch": 27.5, | |
| "learning_rate": 2.7500000000000004e-05, | |
| "loss": 0.0536, | |
| "step": 275 | |
| }, | |
| { | |
| "epoch": 27.6, | |
| "learning_rate": 2.7600000000000003e-05, | |
| "loss": 0.048, | |
| "step": 276 | |
| }, | |
| { | |
| "epoch": 27.7, | |
| "learning_rate": 2.7700000000000002e-05, | |
| "loss": 0.069, | |
| "step": 277 | |
| }, | |
| { | |
| "epoch": 27.8, | |
| "learning_rate": 2.7800000000000005e-05, | |
| "loss": 0.0562, | |
| "step": 278 | |
| }, | |
| { | |
| "epoch": 27.9, | |
| "learning_rate": 2.7900000000000004e-05, | |
| "loss": 0.0755, | |
| "step": 279 | |
| }, | |
| { | |
| "epoch": 28.0, | |
| "learning_rate": 2.8000000000000003e-05, | |
| "loss": 0.0706, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 28.0, | |
| "eval_accuracy_safe": 0.7233703802221272, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9952718845333071, | |
| "eval_iou_safe": 0.6261111259409535, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9869617593578724, | |
| "eval_loss": 0.06709133088588715, | |
| "eval_mean_accuracy": 0.8593211323777171, | |
| "eval_mean_iou": 0.806536442649413, | |
| "eval_overall_accuracy": 0.9872403500685051, | |
| "eval_runtime": 9.8141, | |
| "eval_samples_per_second": 6.827, | |
| "eval_steps_per_second": 0.509, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 28.1, | |
| "learning_rate": 2.8100000000000005e-05, | |
| "loss": 0.0595, | |
| "step": 281 | |
| }, | |
| { | |
| "epoch": 28.2, | |
| "learning_rate": 2.8199999999999998e-05, | |
| "loss": 0.0593, | |
| "step": 282 | |
| }, | |
| { | |
| "epoch": 28.3, | |
| "learning_rate": 2.83e-05, | |
| "loss": 0.0729, | |
| "step": 283 | |
| }, | |
| { | |
| "epoch": 28.4, | |
| "learning_rate": 2.84e-05, | |
| "loss": 0.0491, | |
| "step": 284 | |
| }, | |
| { | |
| "epoch": 28.5, | |
| "learning_rate": 2.8499999999999998e-05, | |
| "loss": 0.0543, | |
| "step": 285 | |
| }, | |
| { | |
| "epoch": 28.6, | |
| "learning_rate": 2.86e-05, | |
| "loss": 0.0504, | |
| "step": 286 | |
| }, | |
| { | |
| "epoch": 28.7, | |
| "learning_rate": 2.87e-05, | |
| "loss": 0.0604, | |
| "step": 287 | |
| }, | |
| { | |
| "epoch": 28.8, | |
| "learning_rate": 2.88e-05, | |
| "loss": 0.056, | |
| "step": 288 | |
| }, | |
| { | |
| "epoch": 28.9, | |
| "learning_rate": 2.8899999999999998e-05, | |
| "loss": 0.0638, | |
| "step": 289 | |
| }, | |
| { | |
| "epoch": 29.0, | |
| "learning_rate": 2.9e-05, | |
| "loss": 0.0588, | |
| "step": 290 | |
| }, | |
| { | |
| "epoch": 29.1, | |
| "learning_rate": 2.91e-05, | |
| "loss": 0.0439, | |
| "step": 291 | |
| }, | |
| { | |
| "epoch": 29.2, | |
| "learning_rate": 2.9199999999999998e-05, | |
| "loss": 0.0526, | |
| "step": 292 | |
| }, | |
| { | |
| "epoch": 29.3, | |
| "learning_rate": 2.93e-05, | |
| "loss": 0.0479, | |
| "step": 293 | |
| }, | |
| { | |
| "epoch": 29.4, | |
| "learning_rate": 2.94e-05, | |
| "loss": 0.0585, | |
| "step": 294 | |
| }, | |
| { | |
| "epoch": 29.5, | |
| "learning_rate": 2.95e-05, | |
| "loss": 0.0607, | |
| "step": 295 | |
| }, | |
| { | |
| "epoch": 29.6, | |
| "learning_rate": 2.96e-05, | |
| "loss": 0.0497, | |
| "step": 296 | |
| }, | |
| { | |
| "epoch": 29.7, | |
| "learning_rate": 2.97e-05, | |
| "loss": 0.0492, | |
| "step": 297 | |
| }, | |
| { | |
| "epoch": 29.8, | |
| "learning_rate": 2.98e-05, | |
| "loss": 0.0581, | |
| "step": 298 | |
| }, | |
| { | |
| "epoch": 29.9, | |
| "learning_rate": 2.9900000000000002e-05, | |
| "loss": 0.0573, | |
| "step": 299 | |
| }, | |
| { | |
| "epoch": 30.0, | |
| "learning_rate": 3e-05, | |
| "loss": 0.0747, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 30.0, | |
| "eval_accuracy_safe": 0.597141105855413, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9988174137800951, | |
| "eval_iou_safe": 0.5748081022860737, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9867182686762664, | |
| "eval_loss": 0.055133841931819916, | |
| "eval_mean_accuracy": 0.7979792598177541, | |
| "eval_mean_iou": 0.7807631854811701, | |
| "eval_overall_accuracy": 0.9869525397001807, | |
| "eval_runtime": 9.668, | |
| "eval_samples_per_second": 6.93, | |
| "eval_steps_per_second": 0.517, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 30.1, | |
| "learning_rate": 3.01e-05, | |
| "loss": 0.0466, | |
| "step": 301 | |
| }, | |
| { | |
| "epoch": 30.2, | |
| "learning_rate": 3.02e-05, | |
| "loss": 0.0455, | |
| "step": 302 | |
| }, | |
| { | |
| "epoch": 30.3, | |
| "learning_rate": 3.03e-05, | |
| "loss": 0.0549, | |
| "step": 303 | |
| }, | |
| { | |
| "epoch": 30.4, | |
| "learning_rate": 3.04e-05, | |
| "loss": 0.0447, | |
| "step": 304 | |
| }, | |
| { | |
| "epoch": 30.5, | |
| "learning_rate": 3.05e-05, | |
| "loss": 0.0533, | |
| "step": 305 | |
| }, | |
| { | |
| "epoch": 30.6, | |
| "learning_rate": 3.06e-05, | |
| "loss": 0.055, | |
| "step": 306 | |
| }, | |
| { | |
| "epoch": 30.7, | |
| "learning_rate": 3.07e-05, | |
| "loss": 0.0599, | |
| "step": 307 | |
| }, | |
| { | |
| "epoch": 30.8, | |
| "learning_rate": 3.08e-05, | |
| "loss": 0.0434, | |
| "step": 308 | |
| }, | |
| { | |
| "epoch": 30.9, | |
| "learning_rate": 3.09e-05, | |
| "loss": 0.0719, | |
| "step": 309 | |
| }, | |
| { | |
| "epoch": 31.0, | |
| "learning_rate": 3.1e-05, | |
| "loss": 0.0444, | |
| "step": 310 | |
| }, | |
| { | |
| "epoch": 31.1, | |
| "learning_rate": 3.1100000000000004e-05, | |
| "loss": 0.0485, | |
| "step": 311 | |
| }, | |
| { | |
| "epoch": 31.2, | |
| "learning_rate": 3.12e-05, | |
| "loss": 0.0952, | |
| "step": 312 | |
| }, | |
| { | |
| "epoch": 31.3, | |
| "learning_rate": 3.13e-05, | |
| "loss": 0.0434, | |
| "step": 313 | |
| }, | |
| { | |
| "epoch": 31.4, | |
| "learning_rate": 3.1400000000000004e-05, | |
| "loss": 0.0463, | |
| "step": 314 | |
| }, | |
| { | |
| "epoch": 31.5, | |
| "learning_rate": 3.15e-05, | |
| "loss": 0.0524, | |
| "step": 315 | |
| }, | |
| { | |
| "epoch": 31.6, | |
| "learning_rate": 3.16e-05, | |
| "loss": 0.0448, | |
| "step": 316 | |
| }, | |
| { | |
| "epoch": 31.7, | |
| "learning_rate": 3.1700000000000005e-05, | |
| "loss": 0.0583, | |
| "step": 317 | |
| }, | |
| { | |
| "epoch": 31.8, | |
| "learning_rate": 3.18e-05, | |
| "loss": 0.0434, | |
| "step": 318 | |
| }, | |
| { | |
| "epoch": 31.9, | |
| "learning_rate": 3.19e-05, | |
| "loss": 0.0497, | |
| "step": 319 | |
| }, | |
| { | |
| "epoch": 32.0, | |
| "learning_rate": 3.2000000000000005e-05, | |
| "loss": 0.057, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 32.0, | |
| "eval_accuracy_safe": 0.7511073588767969, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9960510056823042, | |
| "eval_iou_safe": 0.6648490390915047, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9885619936960419, | |
| "eval_loss": 0.04917014017701149, | |
| "eval_mean_accuracy": 0.8735791822795506, | |
| "eval_mean_iou": 0.8267055163937733, | |
| "eval_overall_accuracy": 0.9888157631034282, | |
| "eval_runtime": 10.6517, | |
| "eval_samples_per_second": 6.29, | |
| "eval_steps_per_second": 0.469, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 32.1, | |
| "learning_rate": 3.21e-05, | |
| "loss": 0.0455, | |
| "step": 321 | |
| }, | |
| { | |
| "epoch": 32.2, | |
| "learning_rate": 3.2200000000000003e-05, | |
| "loss": 0.0469, | |
| "step": 322 | |
| }, | |
| { | |
| "epoch": 32.3, | |
| "learning_rate": 3.2300000000000006e-05, | |
| "loss": 0.0494, | |
| "step": 323 | |
| }, | |
| { | |
| "epoch": 32.4, | |
| "learning_rate": 3.24e-05, | |
| "loss": 0.0464, | |
| "step": 324 | |
| }, | |
| { | |
| "epoch": 32.5, | |
| "learning_rate": 3.2500000000000004e-05, | |
| "loss": 0.0447, | |
| "step": 325 | |
| }, | |
| { | |
| "epoch": 32.6, | |
| "learning_rate": 3.26e-05, | |
| "loss": 0.0431, | |
| "step": 326 | |
| }, | |
| { | |
| "epoch": 32.7, | |
| "learning_rate": 3.27e-05, | |
| "loss": 0.043, | |
| "step": 327 | |
| }, | |
| { | |
| "epoch": 32.8, | |
| "learning_rate": 3.2800000000000004e-05, | |
| "loss": 0.0419, | |
| "step": 328 | |
| }, | |
| { | |
| "epoch": 32.9, | |
| "learning_rate": 3.29e-05, | |
| "loss": 0.0424, | |
| "step": 329 | |
| }, | |
| { | |
| "epoch": 33.0, | |
| "learning_rate": 3.3e-05, | |
| "loss": 0.072, | |
| "step": 330 | |
| }, | |
| { | |
| "epoch": 33.1, | |
| "learning_rate": 3.3100000000000005e-05, | |
| "loss": 0.0518, | |
| "step": 331 | |
| }, | |
| { | |
| "epoch": 33.2, | |
| "learning_rate": 3.32e-05, | |
| "loss": 0.0341, | |
| "step": 332 | |
| }, | |
| { | |
| "epoch": 33.3, | |
| "learning_rate": 3.33e-05, | |
| "loss": 0.0483, | |
| "step": 333 | |
| }, | |
| { | |
| "epoch": 33.4, | |
| "learning_rate": 3.3400000000000005e-05, | |
| "loss": 0.0409, | |
| "step": 334 | |
| }, | |
| { | |
| "epoch": 33.5, | |
| "learning_rate": 3.35e-05, | |
| "loss": 0.0433, | |
| "step": 335 | |
| }, | |
| { | |
| "epoch": 33.6, | |
| "learning_rate": 3.3600000000000004e-05, | |
| "loss": 0.0433, | |
| "step": 336 | |
| }, | |
| { | |
| "epoch": 33.7, | |
| "learning_rate": 3.3700000000000006e-05, | |
| "loss": 0.0403, | |
| "step": 337 | |
| }, | |
| { | |
| "epoch": 33.8, | |
| "learning_rate": 3.38e-05, | |
| "loss": 0.0426, | |
| "step": 338 | |
| }, | |
| { | |
| "epoch": 33.9, | |
| "learning_rate": 3.3900000000000004e-05, | |
| "loss": 0.0365, | |
| "step": 339 | |
| }, | |
| { | |
| "epoch": 34.0, | |
| "learning_rate": 3.4000000000000007e-05, | |
| "loss": 0.0435, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 34.0, | |
| "eval_accuracy_safe": 0.627977532854538, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9987678973456258, | |
| "eval_iou_safe": 0.603546108487726, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9875850541007082, | |
| "eval_loss": 0.05069776251912117, | |
| "eval_mean_accuracy": 0.8133727151000818, | |
| "eval_mean_iou": 0.7955655812942171, | |
| "eval_overall_accuracy": 0.987815344511573, | |
| "eval_runtime": 9.8092, | |
| "eval_samples_per_second": 6.83, | |
| "eval_steps_per_second": 0.51, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 34.1, | |
| "learning_rate": 3.41e-05, | |
| "loss": 0.0399, | |
| "step": 341 | |
| }, | |
| { | |
| "epoch": 34.2, | |
| "learning_rate": 3.4200000000000005e-05, | |
| "loss": 0.0351, | |
| "step": 342 | |
| }, | |
| { | |
| "epoch": 34.3, | |
| "learning_rate": 3.430000000000001e-05, | |
| "loss": 0.044, | |
| "step": 343 | |
| }, | |
| { | |
| "epoch": 34.4, | |
| "learning_rate": 3.4399999999999996e-05, | |
| "loss": 0.0536, | |
| "step": 344 | |
| }, | |
| { | |
| "epoch": 34.5, | |
| "learning_rate": 3.45e-05, | |
| "loss": 0.0387, | |
| "step": 345 | |
| }, | |
| { | |
| "epoch": 34.6, | |
| "learning_rate": 3.46e-05, | |
| "loss": 0.0326, | |
| "step": 346 | |
| }, | |
| { | |
| "epoch": 34.7, | |
| "learning_rate": 3.4699999999999996e-05, | |
| "loss": 0.0362, | |
| "step": 347 | |
| }, | |
| { | |
| "epoch": 34.8, | |
| "learning_rate": 3.48e-05, | |
| "loss": 0.1107, | |
| "step": 348 | |
| }, | |
| { | |
| "epoch": 34.9, | |
| "learning_rate": 3.49e-05, | |
| "loss": 0.056, | |
| "step": 349 | |
| }, | |
| { | |
| "epoch": 35.0, | |
| "learning_rate": 3.5e-05, | |
| "loss": 0.0371, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 35.1, | |
| "learning_rate": 3.51e-05, | |
| "loss": 0.0336, | |
| "step": 351 | |
| }, | |
| { | |
| "epoch": 35.2, | |
| "learning_rate": 3.52e-05, | |
| "loss": 0.032, | |
| "step": 352 | |
| }, | |
| { | |
| "epoch": 35.3, | |
| "learning_rate": 3.53e-05, | |
| "loss": 0.0406, | |
| "step": 353 | |
| }, | |
| { | |
| "epoch": 35.4, | |
| "learning_rate": 3.54e-05, | |
| "loss": 0.0371, | |
| "step": 354 | |
| }, | |
| { | |
| "epoch": 35.5, | |
| "learning_rate": 3.55e-05, | |
| "loss": 0.0414, | |
| "step": 355 | |
| }, | |
| { | |
| "epoch": 35.6, | |
| "learning_rate": 3.56e-05, | |
| "loss": 0.0388, | |
| "step": 356 | |
| }, | |
| { | |
| "epoch": 35.7, | |
| "learning_rate": 3.57e-05, | |
| "loss": 0.0533, | |
| "step": 357 | |
| }, | |
| { | |
| "epoch": 35.8, | |
| "learning_rate": 3.58e-05, | |
| "loss": 0.04, | |
| "step": 358 | |
| }, | |
| { | |
| "epoch": 35.9, | |
| "learning_rate": 3.59e-05, | |
| "loss": 0.0487, | |
| "step": 359 | |
| }, | |
| { | |
| "epoch": 36.0, | |
| "learning_rate": 3.6e-05, | |
| "loss": 0.0326, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 36.0, | |
| "eval_accuracy_safe": 0.7829615151830563, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9961353126921768, | |
| "eval_iou_safe": 0.694748364475991, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9895979273372039, | |
| "eval_loss": 0.0417884923517704, | |
| "eval_mean_accuracy": 0.8895484139376166, | |
| "eval_mean_iou": 0.8421731459065974, | |
| "eval_overall_accuracy": 0.9898385005210762, | |
| "eval_runtime": 9.8003, | |
| "eval_samples_per_second": 6.837, | |
| "eval_steps_per_second": 0.51, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 36.1, | |
| "learning_rate": 3.61e-05, | |
| "loss": 0.0318, | |
| "step": 361 | |
| }, | |
| { | |
| "epoch": 36.2, | |
| "learning_rate": 3.62e-05, | |
| "loss": 0.0395, | |
| "step": 362 | |
| }, | |
| { | |
| "epoch": 36.3, | |
| "learning_rate": 3.63e-05, | |
| "loss": 0.033, | |
| "step": 363 | |
| }, | |
| { | |
| "epoch": 36.4, | |
| "learning_rate": 3.6400000000000004e-05, | |
| "loss": 0.0336, | |
| "step": 364 | |
| }, | |
| { | |
| "epoch": 36.5, | |
| "learning_rate": 3.65e-05, | |
| "loss": 0.056, | |
| "step": 365 | |
| }, | |
| { | |
| "epoch": 36.6, | |
| "learning_rate": 3.66e-05, | |
| "loss": 0.0303, | |
| "step": 366 | |
| }, | |
| { | |
| "epoch": 36.7, | |
| "learning_rate": 3.6700000000000004e-05, | |
| "loss": 0.0441, | |
| "step": 367 | |
| }, | |
| { | |
| "epoch": 36.8, | |
| "learning_rate": 3.68e-05, | |
| "loss": 0.0373, | |
| "step": 368 | |
| }, | |
| { | |
| "epoch": 36.9, | |
| "learning_rate": 3.69e-05, | |
| "loss": 0.0358, | |
| "step": 369 | |
| }, | |
| { | |
| "epoch": 37.0, | |
| "learning_rate": 3.7e-05, | |
| "loss": 0.044, | |
| "step": 370 | |
| }, | |
| { | |
| "epoch": 37.1, | |
| "learning_rate": 3.71e-05, | |
| "loss": 0.0412, | |
| "step": 371 | |
| }, | |
| { | |
| "epoch": 37.2, | |
| "learning_rate": 3.72e-05, | |
| "loss": 0.0377, | |
| "step": 372 | |
| }, | |
| { | |
| "epoch": 37.3, | |
| "learning_rate": 3.73e-05, | |
| "loss": 0.0349, | |
| "step": 373 | |
| }, | |
| { | |
| "epoch": 37.4, | |
| "learning_rate": 3.74e-05, | |
| "loss": 0.0532, | |
| "step": 374 | |
| }, | |
| { | |
| "epoch": 37.5, | |
| "learning_rate": 3.7500000000000003e-05, | |
| "loss": 0.0313, | |
| "step": 375 | |
| }, | |
| { | |
| "epoch": 37.6, | |
| "learning_rate": 3.76e-05, | |
| "loss": 0.0334, | |
| "step": 376 | |
| }, | |
| { | |
| "epoch": 37.7, | |
| "learning_rate": 3.77e-05, | |
| "loss": 0.0348, | |
| "step": 377 | |
| }, | |
| { | |
| "epoch": 37.8, | |
| "learning_rate": 3.7800000000000004e-05, | |
| "loss": 0.0539, | |
| "step": 378 | |
| }, | |
| { | |
| "epoch": 37.9, | |
| "learning_rate": 3.79e-05, | |
| "loss": 0.0323, | |
| "step": 379 | |
| }, | |
| { | |
| "epoch": 38.0, | |
| "learning_rate": 3.8e-05, | |
| "loss": 0.0262, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 38.0, | |
| "eval_accuracy_safe": 0.7119826060809326, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9979335102235597, | |
| "eval_iou_safe": 0.6667172059022607, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9892611317607551, | |
| "eval_loss": 0.04198002442717552, | |
| "eval_mean_accuracy": 0.8549580581522461, | |
| "eval_mean_iou": 0.827989168831508, | |
| "eval_overall_accuracy": 0.989486979014838, | |
| "eval_runtime": 9.7227, | |
| "eval_samples_per_second": 6.891, | |
| "eval_steps_per_second": 0.514, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 38.1, | |
| "learning_rate": 3.8100000000000005e-05, | |
| "loss": 0.0391, | |
| "step": 381 | |
| }, | |
| { | |
| "epoch": 38.2, | |
| "learning_rate": 3.82e-05, | |
| "loss": 0.0383, | |
| "step": 382 | |
| }, | |
| { | |
| "epoch": 38.3, | |
| "learning_rate": 3.83e-05, | |
| "loss": 0.0337, | |
| "step": 383 | |
| }, | |
| { | |
| "epoch": 38.4, | |
| "learning_rate": 3.8400000000000005e-05, | |
| "loss": 0.0331, | |
| "step": 384 | |
| }, | |
| { | |
| "epoch": 38.5, | |
| "learning_rate": 3.85e-05, | |
| "loss": 0.0421, | |
| "step": 385 | |
| }, | |
| { | |
| "epoch": 38.6, | |
| "learning_rate": 3.86e-05, | |
| "loss": 0.027, | |
| "step": 386 | |
| }, | |
| { | |
| "epoch": 38.7, | |
| "learning_rate": 3.8700000000000006e-05, | |
| "loss": 0.0294, | |
| "step": 387 | |
| }, | |
| { | |
| "epoch": 38.8, | |
| "learning_rate": 3.88e-05, | |
| "loss": 0.0278, | |
| "step": 388 | |
| }, | |
| { | |
| "epoch": 38.9, | |
| "learning_rate": 3.8900000000000004e-05, | |
| "loss": 0.0347, | |
| "step": 389 | |
| }, | |
| { | |
| "epoch": 39.0, | |
| "learning_rate": 3.9000000000000006e-05, | |
| "loss": 0.0355, | |
| "step": 390 | |
| }, | |
| { | |
| "epoch": 39.1, | |
| "learning_rate": 3.91e-05, | |
| "loss": 0.0337, | |
| "step": 391 | |
| }, | |
| { | |
| "epoch": 39.2, | |
| "learning_rate": 3.9200000000000004e-05, | |
| "loss": 0.0359, | |
| "step": 392 | |
| }, | |
| { | |
| "epoch": 39.3, | |
| "learning_rate": 3.9300000000000007e-05, | |
| "loss": 0.0326, | |
| "step": 393 | |
| }, | |
| { | |
| "epoch": 39.4, | |
| "learning_rate": 3.94e-05, | |
| "loss": 0.0288, | |
| "step": 394 | |
| }, | |
| { | |
| "epoch": 39.5, | |
| "learning_rate": 3.9500000000000005e-05, | |
| "loss": 0.0303, | |
| "step": 395 | |
| }, | |
| { | |
| "epoch": 39.6, | |
| "learning_rate": 3.960000000000001e-05, | |
| "loss": 0.034, | |
| "step": 396 | |
| }, | |
| { | |
| "epoch": 39.7, | |
| "learning_rate": 3.97e-05, | |
| "loss": 0.0324, | |
| "step": 397 | |
| }, | |
| { | |
| "epoch": 39.8, | |
| "learning_rate": 3.9800000000000005e-05, | |
| "loss": 0.0373, | |
| "step": 398 | |
| }, | |
| { | |
| "epoch": 39.9, | |
| "learning_rate": 3.99e-05, | |
| "loss": 0.0372, | |
| "step": 399 | |
| }, | |
| { | |
| "epoch": 40.0, | |
| "learning_rate": 4e-05, | |
| "loss": 0.0268, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 40.0, | |
| "eval_accuracy_safe": 0.7676396775648513, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9966623928429743, | |
| "eval_iou_safe": 0.6917825708583251, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9896630400873385, | |
| "eval_loss": 0.03918380290269852, | |
| "eval_mean_accuracy": 0.8821510352039128, | |
| "eval_mean_iou": 0.8407228054728317, | |
| "eval_overall_accuracy": 0.9898974290534631, | |
| "eval_runtime": 9.7657, | |
| "eval_samples_per_second": 6.861, | |
| "eval_steps_per_second": 0.512, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 40.1, | |
| "learning_rate": 4.0100000000000006e-05, | |
| "loss": 0.0305, | |
| "step": 401 | |
| }, | |
| { | |
| "epoch": 40.2, | |
| "learning_rate": 4.02e-05, | |
| "loss": 0.0386, | |
| "step": 402 | |
| }, | |
| { | |
| "epoch": 40.3, | |
| "learning_rate": 4.0300000000000004e-05, | |
| "loss": 0.0286, | |
| "step": 403 | |
| }, | |
| { | |
| "epoch": 40.4, | |
| "learning_rate": 4.0400000000000006e-05, | |
| "loss": 0.0491, | |
| "step": 404 | |
| }, | |
| { | |
| "epoch": 40.5, | |
| "learning_rate": 4.05e-05, | |
| "loss": 0.0355, | |
| "step": 405 | |
| }, | |
| { | |
| "epoch": 40.6, | |
| "learning_rate": 4.0600000000000004e-05, | |
| "loss": 0.0259, | |
| "step": 406 | |
| }, | |
| { | |
| "epoch": 40.7, | |
| "learning_rate": 4.07e-05, | |
| "loss": 0.0306, | |
| "step": 407 | |
| }, | |
| { | |
| "epoch": 40.8, | |
| "learning_rate": 4.08e-05, | |
| "loss": 0.0412, | |
| "step": 408 | |
| }, | |
| { | |
| "epoch": 40.9, | |
| "learning_rate": 4.09e-05, | |
| "loss": 0.0365, | |
| "step": 409 | |
| }, | |
| { | |
| "epoch": 41.0, | |
| "learning_rate": 4.1e-05, | |
| "loss": 0.0339, | |
| "step": 410 | |
| }, | |
| { | |
| "epoch": 41.1, | |
| "learning_rate": 4.11e-05, | |
| "loss": 0.0267, | |
| "step": 411 | |
| }, | |
| { | |
| "epoch": 41.2, | |
| "learning_rate": 4.12e-05, | |
| "loss": 0.0273, | |
| "step": 412 | |
| }, | |
| { | |
| "epoch": 41.3, | |
| "learning_rate": 4.13e-05, | |
| "loss": 0.0556, | |
| "step": 413 | |
| }, | |
| { | |
| "epoch": 41.4, | |
| "learning_rate": 4.14e-05, | |
| "loss": 0.0347, | |
| "step": 414 | |
| }, | |
| { | |
| "epoch": 41.5, | |
| "learning_rate": 4.15e-05, | |
| "loss": 0.0299, | |
| "step": 415 | |
| }, | |
| { | |
| "epoch": 41.6, | |
| "learning_rate": 4.16e-05, | |
| "loss": 0.0896, | |
| "step": 416 | |
| }, | |
| { | |
| "epoch": 41.7, | |
| "learning_rate": 4.17e-05, | |
| "loss": 0.0357, | |
| "step": 417 | |
| }, | |
| { | |
| "epoch": 41.8, | |
| "learning_rate": 4.18e-05, | |
| "loss": 0.0523, | |
| "step": 418 | |
| }, | |
| { | |
| "epoch": 41.9, | |
| "learning_rate": 4.19e-05, | |
| "loss": 0.0323, | |
| "step": 419 | |
| }, | |
| { | |
| "epoch": 42.0, | |
| "learning_rate": 4.2e-05, | |
| "loss": 0.0395, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 42.0, | |
| "eval_accuracy_safe": 0.6754889148461263, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9984243330799234, | |
| "eval_iou_safe": 0.6422488284679091, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.9886590543317243, | |
| "eval_loss": 0.04656589403748512, | |
| "eval_mean_accuracy": 0.8369566239630248, | |
| "eval_mean_iou": 0.5436359609332112, | |
| "eval_overall_accuracy": 0.9888853386266908, | |
| "eval_runtime": 9.8482, | |
| "eval_samples_per_second": 6.803, | |
| "eval_steps_per_second": 0.508, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 42.1, | |
| "learning_rate": 4.21e-05, | |
| "loss": 0.0378, | |
| "step": 421 | |
| }, | |
| { | |
| "epoch": 42.2, | |
| "learning_rate": 4.22e-05, | |
| "loss": 0.0406, | |
| "step": 422 | |
| }, | |
| { | |
| "epoch": 42.3, | |
| "learning_rate": 4.23e-05, | |
| "loss": 0.0399, | |
| "step": 423 | |
| }, | |
| { | |
| "epoch": 42.4, | |
| "learning_rate": 4.24e-05, | |
| "loss": 0.0468, | |
| "step": 424 | |
| }, | |
| { | |
| "epoch": 42.5, | |
| "learning_rate": 4.25e-05, | |
| "loss": 0.0271, | |
| "step": 425 | |
| }, | |
| { | |
| "epoch": 42.6, | |
| "learning_rate": 4.26e-05, | |
| "loss": 0.0453, | |
| "step": 426 | |
| }, | |
| { | |
| "epoch": 42.7, | |
| "learning_rate": 4.27e-05, | |
| "loss": 0.078, | |
| "step": 427 | |
| }, | |
| { | |
| "epoch": 42.8, | |
| "learning_rate": 4.2800000000000004e-05, | |
| "loss": 0.0315, | |
| "step": 428 | |
| }, | |
| { | |
| "epoch": 42.9, | |
| "learning_rate": 4.29e-05, | |
| "loss": 0.0314, | |
| "step": 429 | |
| }, | |
| { | |
| "epoch": 43.0, | |
| "learning_rate": 4.3e-05, | |
| "loss": 0.0295, | |
| "step": 430 | |
| }, | |
| { | |
| "epoch": 43.1, | |
| "learning_rate": 4.3100000000000004e-05, | |
| "loss": 0.0335, | |
| "step": 431 | |
| }, | |
| { | |
| "epoch": 43.2, | |
| "learning_rate": 4.32e-05, | |
| "loss": 0.0318, | |
| "step": 432 | |
| }, | |
| { | |
| "epoch": 43.3, | |
| "learning_rate": 4.33e-05, | |
| "loss": 0.0254, | |
| "step": 433 | |
| }, | |
| { | |
| "epoch": 43.4, | |
| "learning_rate": 4.3400000000000005e-05, | |
| "loss": 0.026, | |
| "step": 434 | |
| }, | |
| { | |
| "epoch": 43.5, | |
| "learning_rate": 4.35e-05, | |
| "loss": 0.0344, | |
| "step": 435 | |
| }, | |
| { | |
| "epoch": 43.6, | |
| "learning_rate": 4.36e-05, | |
| "loss": 0.0279, | |
| "step": 436 | |
| }, | |
| { | |
| "epoch": 43.7, | |
| "learning_rate": 4.3700000000000005e-05, | |
| "loss": 0.0251, | |
| "step": 437 | |
| }, | |
| { | |
| "epoch": 43.8, | |
| "learning_rate": 4.38e-05, | |
| "loss": 0.0276, | |
| "step": 438 | |
| }, | |
| { | |
| "epoch": 43.9, | |
| "learning_rate": 4.39e-05, | |
| "loss": 0.0291, | |
| "step": 439 | |
| }, | |
| { | |
| "epoch": 44.0, | |
| "learning_rate": 4.4000000000000006e-05, | |
| "loss": 0.0279, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 44.0, | |
| "eval_accuracy_safe": 0.7945381860517114, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9946534571212905, | |
| "eval_iou_safe": 0.6758250496365994, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9884718134454017, | |
| "eval_loss": 0.043944161385297775, | |
| "eval_mean_accuracy": 0.894595821586501, | |
| "eval_mean_iou": 0.8321484315410006, | |
| "eval_overall_accuracy": 0.9887423728828999, | |
| "eval_runtime": 10.0763, | |
| "eval_samples_per_second": 6.649, | |
| "eval_steps_per_second": 0.496, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 44.1, | |
| "learning_rate": 4.41e-05, | |
| "loss": 0.0546, | |
| "step": 441 | |
| }, | |
| { | |
| "epoch": 44.2, | |
| "learning_rate": 4.4200000000000004e-05, | |
| "loss": 0.0283, | |
| "step": 442 | |
| }, | |
| { | |
| "epoch": 44.3, | |
| "learning_rate": 4.43e-05, | |
| "loss": 0.0291, | |
| "step": 443 | |
| }, | |
| { | |
| "epoch": 44.4, | |
| "learning_rate": 4.44e-05, | |
| "loss": 0.0277, | |
| "step": 444 | |
| }, | |
| { | |
| "epoch": 44.5, | |
| "learning_rate": 4.4500000000000004e-05, | |
| "loss": 0.0346, | |
| "step": 445 | |
| }, | |
| { | |
| "epoch": 44.6, | |
| "learning_rate": 4.46e-05, | |
| "loss": 0.0248, | |
| "step": 446 | |
| }, | |
| { | |
| "epoch": 44.7, | |
| "learning_rate": 4.47e-05, | |
| "loss": 0.0204, | |
| "step": 447 | |
| }, | |
| { | |
| "epoch": 44.8, | |
| "learning_rate": 4.4800000000000005e-05, | |
| "loss": 0.0267, | |
| "step": 448 | |
| }, | |
| { | |
| "epoch": 44.9, | |
| "learning_rate": 4.49e-05, | |
| "loss": 0.0305, | |
| "step": 449 | |
| }, | |
| { | |
| "epoch": 45.0, | |
| "learning_rate": 4.5e-05, | |
| "loss": 0.0277, | |
| "step": 450 | |
| }, | |
| { | |
| "epoch": 45.1, | |
| "learning_rate": 4.5100000000000005e-05, | |
| "loss": 0.0279, | |
| "step": 451 | |
| }, | |
| { | |
| "epoch": 45.2, | |
| "learning_rate": 4.52e-05, | |
| "loss": 0.0314, | |
| "step": 452 | |
| }, | |
| { | |
| "epoch": 45.3, | |
| "learning_rate": 4.53e-05, | |
| "loss": 0.0279, | |
| "step": 453 | |
| }, | |
| { | |
| "epoch": 45.4, | |
| "learning_rate": 4.5400000000000006e-05, | |
| "loss": 0.0333, | |
| "step": 454 | |
| }, | |
| { | |
| "epoch": 45.5, | |
| "learning_rate": 4.55e-05, | |
| "loss": 0.0291, | |
| "step": 455 | |
| }, | |
| { | |
| "epoch": 45.6, | |
| "learning_rate": 4.5600000000000004e-05, | |
| "loss": 0.0228, | |
| "step": 456 | |
| }, | |
| { | |
| "epoch": 45.7, | |
| "learning_rate": 4.5700000000000006e-05, | |
| "loss": 0.0255, | |
| "step": 457 | |
| }, | |
| { | |
| "epoch": 45.8, | |
| "learning_rate": 4.58e-05, | |
| "loss": 0.0385, | |
| "step": 458 | |
| }, | |
| { | |
| "epoch": 45.9, | |
| "learning_rate": 4.5900000000000004e-05, | |
| "loss": 0.0257, | |
| "step": 459 | |
| }, | |
| { | |
| "epoch": 46.0, | |
| "learning_rate": 4.600000000000001e-05, | |
| "loss": 0.0468, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 46.0, | |
| "eval_accuracy_safe": 0.7821905081321968, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9967090931769053, | |
| "eval_iou_safe": 0.7058715069708381, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9901448585096287, | |
| "eval_loss": 0.03598049655556679, | |
| "eval_mean_accuracy": 0.889449800654551, | |
| "eval_mean_iou": 0.8480081827402335, | |
| "eval_overall_accuracy": 0.9903725581382637, | |
| "eval_runtime": 9.7124, | |
| "eval_samples_per_second": 6.898, | |
| "eval_steps_per_second": 0.515, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 46.1, | |
| "learning_rate": 4.61e-05, | |
| "loss": 0.0246, | |
| "step": 461 | |
| }, | |
| { | |
| "epoch": 46.2, | |
| "learning_rate": 4.6200000000000005e-05, | |
| "loss": 0.0264, | |
| "step": 462 | |
| }, | |
| { | |
| "epoch": 46.3, | |
| "learning_rate": 4.630000000000001e-05, | |
| "loss": 0.0254, | |
| "step": 463 | |
| }, | |
| { | |
| "epoch": 46.4, | |
| "learning_rate": 4.64e-05, | |
| "loss": 0.0266, | |
| "step": 464 | |
| }, | |
| { | |
| "epoch": 46.5, | |
| "learning_rate": 4.6500000000000005e-05, | |
| "loss": 0.031, | |
| "step": 465 | |
| }, | |
| { | |
| "epoch": 46.6, | |
| "learning_rate": 4.660000000000001e-05, | |
| "loss": 0.0208, | |
| "step": 466 | |
| }, | |
| { | |
| "epoch": 46.7, | |
| "learning_rate": 4.6700000000000003e-05, | |
| "loss": 0.0287, | |
| "step": 467 | |
| }, | |
| { | |
| "epoch": 46.8, | |
| "learning_rate": 4.6800000000000006e-05, | |
| "loss": 0.0243, | |
| "step": 468 | |
| }, | |
| { | |
| "epoch": 46.9, | |
| "learning_rate": 4.69e-05, | |
| "loss": 0.0249, | |
| "step": 469 | |
| }, | |
| { | |
| "epoch": 47.0, | |
| "learning_rate": 4.7e-05, | |
| "loss": 0.0228, | |
| "step": 470 | |
| }, | |
| { | |
| "epoch": 47.1, | |
| "learning_rate": 4.71e-05, | |
| "loss": 0.0221, | |
| "step": 471 | |
| }, | |
| { | |
| "epoch": 47.2, | |
| "learning_rate": 4.72e-05, | |
| "loss": 0.0322, | |
| "step": 472 | |
| }, | |
| { | |
| "epoch": 47.3, | |
| "learning_rate": 4.73e-05, | |
| "loss": 0.0254, | |
| "step": 473 | |
| }, | |
| { | |
| "epoch": 47.4, | |
| "learning_rate": 4.74e-05, | |
| "loss": 0.0279, | |
| "step": 474 | |
| }, | |
| { | |
| "epoch": 47.5, | |
| "learning_rate": 4.75e-05, | |
| "loss": 0.0205, | |
| "step": 475 | |
| }, | |
| { | |
| "epoch": 47.6, | |
| "learning_rate": 4.76e-05, | |
| "loss": 0.0246, | |
| "step": 476 | |
| }, | |
| { | |
| "epoch": 47.7, | |
| "learning_rate": 4.77e-05, | |
| "loss": 0.0231, | |
| "step": 477 | |
| }, | |
| { | |
| "epoch": 47.8, | |
| "learning_rate": 4.78e-05, | |
| "loss": 0.0225, | |
| "step": 478 | |
| }, | |
| { | |
| "epoch": 47.9, | |
| "learning_rate": 4.79e-05, | |
| "loss": 0.0208, | |
| "step": 479 | |
| }, | |
| { | |
| "epoch": 48.0, | |
| "learning_rate": 4.8e-05, | |
| "loss": 0.0233, | |
| "step": 480 | |
| }, | |
| { | |
| "epoch": 48.0, | |
| "eval_accuracy_safe": 0.7960146645541073, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9963735665314899, | |
| "eval_iou_safe": 0.7112711715528733, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9902254570286859, | |
| "eval_loss": 0.037598393857479095, | |
| "eval_mean_accuracy": 0.8961941155427986, | |
| "eval_mean_iou": 0.8507483142907797, | |
| "eval_overall_accuracy": 0.9904552858267257, | |
| "eval_runtime": 9.9744, | |
| "eval_samples_per_second": 6.717, | |
| "eval_steps_per_second": 0.501, | |
| "step": 480 | |
| }, | |
| { | |
| "epoch": 48.1, | |
| "learning_rate": 4.8100000000000004e-05, | |
| "loss": 0.0208, | |
| "step": 481 | |
| }, | |
| { | |
| "epoch": 48.2, | |
| "learning_rate": 4.82e-05, | |
| "loss": 0.0229, | |
| "step": 482 | |
| }, | |
| { | |
| "epoch": 48.3, | |
| "learning_rate": 4.83e-05, | |
| "loss": 0.0232, | |
| "step": 483 | |
| }, | |
| { | |
| "epoch": 48.4, | |
| "learning_rate": 4.8400000000000004e-05, | |
| "loss": 0.0253, | |
| "step": 484 | |
| }, | |
| { | |
| "epoch": 48.5, | |
| "learning_rate": 4.85e-05, | |
| "loss": 0.0245, | |
| "step": 485 | |
| }, | |
| { | |
| "epoch": 48.6, | |
| "learning_rate": 4.86e-05, | |
| "loss": 0.0199, | |
| "step": 486 | |
| }, | |
| { | |
| "epoch": 48.7, | |
| "learning_rate": 4.87e-05, | |
| "loss": 0.0224, | |
| "step": 487 | |
| }, | |
| { | |
| "epoch": 48.8, | |
| "learning_rate": 4.88e-05, | |
| "loss": 0.02, | |
| "step": 488 | |
| }, | |
| { | |
| "epoch": 48.9, | |
| "learning_rate": 4.89e-05, | |
| "loss": 0.0299, | |
| "step": 489 | |
| }, | |
| { | |
| "epoch": 49.0, | |
| "learning_rate": 4.9e-05, | |
| "loss": 0.0259, | |
| "step": 490 | |
| }, | |
| { | |
| "epoch": 49.1, | |
| "learning_rate": 4.91e-05, | |
| "loss": 0.0209, | |
| "step": 491 | |
| }, | |
| { | |
| "epoch": 49.2, | |
| "learning_rate": 4.92e-05, | |
| "loss": 0.0274, | |
| "step": 492 | |
| }, | |
| { | |
| "epoch": 49.3, | |
| "learning_rate": 4.93e-05, | |
| "loss": 0.0199, | |
| "step": 493 | |
| }, | |
| { | |
| "epoch": 49.4, | |
| "learning_rate": 4.94e-05, | |
| "loss": 0.0301, | |
| "step": 494 | |
| }, | |
| { | |
| "epoch": 49.5, | |
| "learning_rate": 4.9500000000000004e-05, | |
| "loss": 0.022, | |
| "step": 495 | |
| }, | |
| { | |
| "epoch": 49.6, | |
| "learning_rate": 4.96e-05, | |
| "loss": 0.0211, | |
| "step": 496 | |
| }, | |
| { | |
| "epoch": 49.7, | |
| "learning_rate": 4.97e-05, | |
| "loss": 0.0185, | |
| "step": 497 | |
| }, | |
| { | |
| "epoch": 49.8, | |
| "learning_rate": 4.9800000000000004e-05, | |
| "loss": 0.024, | |
| "step": 498 | |
| }, | |
| { | |
| "epoch": 49.9, | |
| "learning_rate": 4.99e-05, | |
| "loss": 0.0223, | |
| "step": 499 | |
| }, | |
| { | |
| "epoch": 50.0, | |
| "learning_rate": 5e-05, | |
| "loss": 0.0288, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 50.0, | |
| "eval_accuracy_safe": 0.7725336448201818, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9964236696535715, | |
| "eval_iou_safe": 0.6913067476197047, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.989572364879132, | |
| "eval_loss": 0.038585416972637177, | |
| "eval_mean_accuracy": 0.8844786572368767, | |
| "eval_mean_iou": 0.8404395562494184, | |
| "eval_overall_accuracy": 0.9898103173099347, | |
| "eval_runtime": 9.9942, | |
| "eval_samples_per_second": 6.704, | |
| "eval_steps_per_second": 0.5, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 50.1, | |
| "learning_rate": 5.0100000000000005e-05, | |
| "loss": 0.0228, | |
| "step": 501 | |
| }, | |
| { | |
| "epoch": 50.2, | |
| "learning_rate": 5.02e-05, | |
| "loss": 0.0247, | |
| "step": 502 | |
| }, | |
| { | |
| "epoch": 50.3, | |
| "learning_rate": 5.03e-05, | |
| "loss": 0.0207, | |
| "step": 503 | |
| }, | |
| { | |
| "epoch": 50.4, | |
| "learning_rate": 5.0400000000000005e-05, | |
| "loss": 0.0272, | |
| "step": 504 | |
| }, | |
| { | |
| "epoch": 50.5, | |
| "learning_rate": 5.05e-05, | |
| "loss": 0.0188, | |
| "step": 505 | |
| }, | |
| { | |
| "epoch": 50.6, | |
| "learning_rate": 5.0600000000000003e-05, | |
| "loss": 0.0261, | |
| "step": 506 | |
| }, | |
| { | |
| "epoch": 50.7, | |
| "learning_rate": 5.0700000000000006e-05, | |
| "loss": 0.0231, | |
| "step": 507 | |
| }, | |
| { | |
| "epoch": 50.8, | |
| "learning_rate": 5.08e-05, | |
| "loss": 0.0242, | |
| "step": 508 | |
| }, | |
| { | |
| "epoch": 50.9, | |
| "learning_rate": 5.0900000000000004e-05, | |
| "loss": 0.0226, | |
| "step": 509 | |
| }, | |
| { | |
| "epoch": 51.0, | |
| "learning_rate": 5.1000000000000006e-05, | |
| "loss": 0.024, | |
| "step": 510 | |
| }, | |
| { | |
| "epoch": 51.1, | |
| "learning_rate": 5.11e-05, | |
| "loss": 0.0216, | |
| "step": 511 | |
| }, | |
| { | |
| "epoch": 51.2, | |
| "learning_rate": 5.1200000000000004e-05, | |
| "loss": 0.0211, | |
| "step": 512 | |
| }, | |
| { | |
| "epoch": 51.3, | |
| "learning_rate": 5.130000000000001e-05, | |
| "loss": 0.0192, | |
| "step": 513 | |
| }, | |
| { | |
| "epoch": 51.4, | |
| "learning_rate": 5.14e-05, | |
| "loss": 0.0275, | |
| "step": 514 | |
| }, | |
| { | |
| "epoch": 51.5, | |
| "learning_rate": 5.1500000000000005e-05, | |
| "loss": 0.0226, | |
| "step": 515 | |
| }, | |
| { | |
| "epoch": 51.6, | |
| "learning_rate": 5.16e-05, | |
| "loss": 0.0212, | |
| "step": 516 | |
| }, | |
| { | |
| "epoch": 51.7, | |
| "learning_rate": 5.17e-05, | |
| "loss": 0.0232, | |
| "step": 517 | |
| }, | |
| { | |
| "epoch": 51.8, | |
| "learning_rate": 5.1800000000000005e-05, | |
| "loss": 0.022, | |
| "step": 518 | |
| }, | |
| { | |
| "epoch": 51.9, | |
| "learning_rate": 5.19e-05, | |
| "loss": 0.02, | |
| "step": 519 | |
| }, | |
| { | |
| "epoch": 52.0, | |
| "learning_rate": 5.2000000000000004e-05, | |
| "loss": 0.0266, | |
| "step": 520 | |
| }, | |
| { | |
| "epoch": 52.0, | |
| "eval_accuracy_safe": 0.7560263838612804, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9976025597415196, | |
| "eval_iou_safe": 0.7008251349912269, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.990249030074391, | |
| "eval_loss": 0.036057572811841965, | |
| "eval_mean_accuracy": 0.8768144718013999, | |
| "eval_mean_iou": 0.845537082532809, | |
| "eval_overall_accuracy": 0.9904667868543027, | |
| "eval_runtime": 9.6421, | |
| "eval_samples_per_second": 6.949, | |
| "eval_steps_per_second": 0.519, | |
| "step": 520 | |
| }, | |
| { | |
| "epoch": 52.1, | |
| "learning_rate": 5.2100000000000006e-05, | |
| "loss": 0.0196, | |
| "step": 521 | |
| }, | |
| { | |
| "epoch": 52.2, | |
| "learning_rate": 5.22e-05, | |
| "loss": 0.0221, | |
| "step": 522 | |
| }, | |
| { | |
| "epoch": 52.3, | |
| "learning_rate": 5.2300000000000004e-05, | |
| "loss": 0.0208, | |
| "step": 523 | |
| }, | |
| { | |
| "epoch": 52.4, | |
| "learning_rate": 5.2400000000000007e-05, | |
| "loss": 0.0244, | |
| "step": 524 | |
| }, | |
| { | |
| "epoch": 52.5, | |
| "learning_rate": 5.25e-05, | |
| "loss": 0.0192, | |
| "step": 525 | |
| }, | |
| { | |
| "epoch": 52.6, | |
| "learning_rate": 5.2600000000000005e-05, | |
| "loss": 0.0231, | |
| "step": 526 | |
| }, | |
| { | |
| "epoch": 52.7, | |
| "learning_rate": 5.270000000000001e-05, | |
| "loss": 0.021, | |
| "step": 527 | |
| }, | |
| { | |
| "epoch": 52.8, | |
| "learning_rate": 5.28e-05, | |
| "loss": 0.0211, | |
| "step": 528 | |
| }, | |
| { | |
| "epoch": 52.9, | |
| "learning_rate": 5.2900000000000005e-05, | |
| "loss": 0.0177, | |
| "step": 529 | |
| }, | |
| { | |
| "epoch": 53.0, | |
| "learning_rate": 5.300000000000001e-05, | |
| "loss": 0.017, | |
| "step": 530 | |
| }, | |
| { | |
| "epoch": 53.1, | |
| "learning_rate": 5.31e-05, | |
| "loss": 0.0439, | |
| "step": 531 | |
| }, | |
| { | |
| "epoch": 53.2, | |
| "learning_rate": 5.3200000000000006e-05, | |
| "loss": 0.0237, | |
| "step": 532 | |
| }, | |
| { | |
| "epoch": 53.3, | |
| "learning_rate": 5.330000000000001e-05, | |
| "loss": 0.0206, | |
| "step": 533 | |
| }, | |
| { | |
| "epoch": 53.4, | |
| "learning_rate": 5.3400000000000004e-05, | |
| "loss": 0.0208, | |
| "step": 534 | |
| }, | |
| { | |
| "epoch": 53.5, | |
| "learning_rate": 5.3500000000000006e-05, | |
| "loss": 0.0194, | |
| "step": 535 | |
| }, | |
| { | |
| "epoch": 53.6, | |
| "learning_rate": 5.360000000000001e-05, | |
| "loss": 0.0174, | |
| "step": 536 | |
| }, | |
| { | |
| "epoch": 53.7, | |
| "learning_rate": 5.3700000000000004e-05, | |
| "loss": 0.032, | |
| "step": 537 | |
| }, | |
| { | |
| "epoch": 53.8, | |
| "learning_rate": 5.380000000000001e-05, | |
| "loss": 0.0246, | |
| "step": 538 | |
| }, | |
| { | |
| "epoch": 53.9, | |
| "learning_rate": 5.390000000000001e-05, | |
| "loss": 0.0193, | |
| "step": 539 | |
| }, | |
| { | |
| "epoch": 54.0, | |
| "learning_rate": 5.4000000000000005e-05, | |
| "loss": 0.0241, | |
| "step": 540 | |
| }, | |
| { | |
| "epoch": 54.0, | |
| "eval_accuracy_safe": 0.8121807548930035, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9956612104327607, | |
| "eval_iou_safe": 0.7108506704276296, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9900016258040716, | |
| "eval_loss": 0.03671713173389435, | |
| "eval_mean_accuracy": 0.903920982662882, | |
| "eval_mean_iou": 0.8504261481158506, | |
| "eval_overall_accuracy": 0.9902414919725105, | |
| "eval_runtime": 9.733, | |
| "eval_samples_per_second": 6.884, | |
| "eval_steps_per_second": 0.514, | |
| "step": 540 | |
| }, | |
| { | |
| "epoch": 54.1, | |
| "learning_rate": 5.410000000000001e-05, | |
| "loss": 0.025, | |
| "step": 541 | |
| }, | |
| { | |
| "epoch": 54.2, | |
| "learning_rate": 5.420000000000001e-05, | |
| "loss": 0.0208, | |
| "step": 542 | |
| }, | |
| { | |
| "epoch": 54.3, | |
| "learning_rate": 5.4300000000000005e-05, | |
| "loss": 0.0162, | |
| "step": 543 | |
| }, | |
| { | |
| "epoch": 54.4, | |
| "learning_rate": 5.440000000000001e-05, | |
| "loss": 0.0185, | |
| "step": 544 | |
| }, | |
| { | |
| "epoch": 54.5, | |
| "learning_rate": 5.45e-05, | |
| "loss": 0.0182, | |
| "step": 545 | |
| }, | |
| { | |
| "epoch": 54.6, | |
| "learning_rate": 5.4600000000000006e-05, | |
| "loss": 0.019, | |
| "step": 546 | |
| }, | |
| { | |
| "epoch": 54.7, | |
| "learning_rate": 5.470000000000001e-05, | |
| "loss": 0.0257, | |
| "step": 547 | |
| }, | |
| { | |
| "epoch": 54.8, | |
| "learning_rate": 5.4800000000000004e-05, | |
| "loss": 0.0286, | |
| "step": 548 | |
| }, | |
| { | |
| "epoch": 54.9, | |
| "learning_rate": 5.4900000000000006e-05, | |
| "loss": 0.0246, | |
| "step": 549 | |
| }, | |
| { | |
| "epoch": 55.0, | |
| "learning_rate": 5.500000000000001e-05, | |
| "loss": 0.0214, | |
| "step": 550 | |
| }, | |
| { | |
| "epoch": 55.1, | |
| "learning_rate": 5.5100000000000004e-05, | |
| "loss": 0.0245, | |
| "step": 551 | |
| }, | |
| { | |
| "epoch": 55.2, | |
| "learning_rate": 5.520000000000001e-05, | |
| "loss": 0.0219, | |
| "step": 552 | |
| }, | |
| { | |
| "epoch": 55.3, | |
| "learning_rate": 5.530000000000001e-05, | |
| "loss": 0.0203, | |
| "step": 553 | |
| }, | |
| { | |
| "epoch": 55.4, | |
| "learning_rate": 5.5400000000000005e-05, | |
| "loss": 0.0216, | |
| "step": 554 | |
| }, | |
| { | |
| "epoch": 55.5, | |
| "learning_rate": 5.550000000000001e-05, | |
| "loss": 0.0167, | |
| "step": 555 | |
| }, | |
| { | |
| "epoch": 55.6, | |
| "learning_rate": 5.560000000000001e-05, | |
| "loss": 0.0229, | |
| "step": 556 | |
| }, | |
| { | |
| "epoch": 55.7, | |
| "learning_rate": 5.5700000000000005e-05, | |
| "loss": 0.0173, | |
| "step": 557 | |
| }, | |
| { | |
| "epoch": 55.8, | |
| "learning_rate": 5.580000000000001e-05, | |
| "loss": 0.0197, | |
| "step": 558 | |
| }, | |
| { | |
| "epoch": 55.9, | |
| "learning_rate": 5.590000000000001e-05, | |
| "loss": 0.0181, | |
| "step": 559 | |
| }, | |
| { | |
| "epoch": 56.0, | |
| "learning_rate": 5.6000000000000006e-05, | |
| "loss": 0.0239, | |
| "step": 560 | |
| }, | |
| { | |
| "epoch": 56.0, | |
| "eval_accuracy_safe": 0.7650066884861662, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9967202989102981, | |
| "eval_iou_safe": 0.6905937665302486, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9896417850752393, | |
| "eval_loss": 0.041364945471286774, | |
| "eval_mean_accuracy": 0.8808634936982321, | |
| "eval_mean_iou": 0.8401177758027439, | |
| "eval_overall_accuracy": 0.9898758503928113, | |
| "eval_runtime": 9.7968, | |
| "eval_samples_per_second": 6.839, | |
| "eval_steps_per_second": 0.51, | |
| "step": 560 | |
| }, | |
| { | |
| "epoch": 56.1, | |
| "learning_rate": 5.610000000000001e-05, | |
| "loss": 0.0186, | |
| "step": 561 | |
| }, | |
| { | |
| "epoch": 56.2, | |
| "learning_rate": 5.620000000000001e-05, | |
| "loss": 0.0207, | |
| "step": 562 | |
| }, | |
| { | |
| "epoch": 56.3, | |
| "learning_rate": 5.63e-05, | |
| "loss": 0.0186, | |
| "step": 563 | |
| }, | |
| { | |
| "epoch": 56.4, | |
| "learning_rate": 5.6399999999999995e-05, | |
| "loss": 0.0218, | |
| "step": 564 | |
| }, | |
| { | |
| "epoch": 56.5, | |
| "learning_rate": 5.65e-05, | |
| "loss": 0.0165, | |
| "step": 565 | |
| }, | |
| { | |
| "epoch": 56.6, | |
| "learning_rate": 5.66e-05, | |
| "loss": 0.021, | |
| "step": 566 | |
| }, | |
| { | |
| "epoch": 56.7, | |
| "learning_rate": 5.6699999999999996e-05, | |
| "loss": 0.0188, | |
| "step": 567 | |
| }, | |
| { | |
| "epoch": 56.8, | |
| "learning_rate": 5.68e-05, | |
| "loss": 0.0171, | |
| "step": 568 | |
| }, | |
| { | |
| "epoch": 56.9, | |
| "learning_rate": 5.69e-05, | |
| "loss": 0.0193, | |
| "step": 569 | |
| }, | |
| { | |
| "epoch": 57.0, | |
| "learning_rate": 5.6999999999999996e-05, | |
| "loss": 0.0197, | |
| "step": 570 | |
| }, | |
| { | |
| "epoch": 57.1, | |
| "learning_rate": 5.71e-05, | |
| "loss": 0.0196, | |
| "step": 571 | |
| }, | |
| { | |
| "epoch": 57.2, | |
| "learning_rate": 5.72e-05, | |
| "loss": 0.0176, | |
| "step": 572 | |
| }, | |
| { | |
| "epoch": 57.3, | |
| "learning_rate": 5.73e-05, | |
| "loss": 0.0183, | |
| "step": 573 | |
| }, | |
| { | |
| "epoch": 57.4, | |
| "learning_rate": 5.74e-05, | |
| "loss": 0.0172, | |
| "step": 574 | |
| }, | |
| { | |
| "epoch": 57.5, | |
| "learning_rate": 5.7499999999999995e-05, | |
| "loss": 0.0222, | |
| "step": 575 | |
| }, | |
| { | |
| "epoch": 57.6, | |
| "learning_rate": 5.76e-05, | |
| "loss": 0.0191, | |
| "step": 576 | |
| }, | |
| { | |
| "epoch": 57.7, | |
| "learning_rate": 5.77e-05, | |
| "loss": 0.0159, | |
| "step": 577 | |
| }, | |
| { | |
| "epoch": 57.8, | |
| "learning_rate": 5.7799999999999995e-05, | |
| "loss": 0.0146, | |
| "step": 578 | |
| }, | |
| { | |
| "epoch": 57.9, | |
| "learning_rate": 5.79e-05, | |
| "loss": 0.0188, | |
| "step": 579 | |
| }, | |
| { | |
| "epoch": 58.0, | |
| "learning_rate": 5.8e-05, | |
| "loss": 0.0221, | |
| "step": 580 | |
| }, | |
| { | |
| "epoch": 58.0, | |
| "eval_accuracy_safe": 0.7976993149602353, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9965618932550051, | |
| "eval_iou_safe": 0.7167390596532064, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9904630957795426, | |
| "eval_loss": 0.03748689964413643, | |
| "eval_mean_accuracy": 0.8971306041076201, | |
| "eval_mean_iou": 0.8536010777163745, | |
| "eval_overall_accuracy": 0.9906878115525887, | |
| "eval_runtime": 9.8334, | |
| "eval_samples_per_second": 6.814, | |
| "eval_steps_per_second": 0.508, | |
| "step": 580 | |
| }, | |
| { | |
| "epoch": 58.1, | |
| "learning_rate": 5.8099999999999996e-05, | |
| "loss": 0.0206, | |
| "step": 581 | |
| }, | |
| { | |
| "epoch": 58.2, | |
| "learning_rate": 5.82e-05, | |
| "loss": 0.0216, | |
| "step": 582 | |
| }, | |
| { | |
| "epoch": 58.3, | |
| "learning_rate": 5.83e-05, | |
| "loss": 0.0168, | |
| "step": 583 | |
| }, | |
| { | |
| "epoch": 58.4, | |
| "learning_rate": 5.8399999999999997e-05, | |
| "loss": 0.0307, | |
| "step": 584 | |
| }, | |
| { | |
| "epoch": 58.5, | |
| "learning_rate": 5.85e-05, | |
| "loss": 0.0148, | |
| "step": 585 | |
| }, | |
| { | |
| "epoch": 58.6, | |
| "learning_rate": 5.86e-05, | |
| "loss": 0.0172, | |
| "step": 586 | |
| }, | |
| { | |
| "epoch": 58.7, | |
| "learning_rate": 5.87e-05, | |
| "loss": 0.0162, | |
| "step": 587 | |
| }, | |
| { | |
| "epoch": 58.8, | |
| "learning_rate": 5.88e-05, | |
| "loss": 0.0183, | |
| "step": 588 | |
| }, | |
| { | |
| "epoch": 58.9, | |
| "learning_rate": 5.89e-05, | |
| "loss": 0.0194, | |
| "step": 589 | |
| }, | |
| { | |
| "epoch": 59.0, | |
| "learning_rate": 5.9e-05, | |
| "loss": 0.0196, | |
| "step": 590 | |
| }, | |
| { | |
| "epoch": 59.1, | |
| "learning_rate": 5.91e-05, | |
| "loss": 0.0141, | |
| "step": 591 | |
| }, | |
| { | |
| "epoch": 59.2, | |
| "learning_rate": 5.92e-05, | |
| "loss": 0.0171, | |
| "step": 592 | |
| }, | |
| { | |
| "epoch": 59.3, | |
| "learning_rate": 5.93e-05, | |
| "loss": 0.0177, | |
| "step": 593 | |
| }, | |
| { | |
| "epoch": 59.4, | |
| "learning_rate": 5.94e-05, | |
| "loss": 0.0222, | |
| "step": 594 | |
| }, | |
| { | |
| "epoch": 59.5, | |
| "learning_rate": 5.95e-05, | |
| "loss": 0.0166, | |
| "step": 595 | |
| }, | |
| { | |
| "epoch": 59.6, | |
| "learning_rate": 5.96e-05, | |
| "loss": 0.0174, | |
| "step": 596 | |
| }, | |
| { | |
| "epoch": 59.7, | |
| "learning_rate": 5.97e-05, | |
| "loss": 0.0154, | |
| "step": 597 | |
| }, | |
| { | |
| "epoch": 59.8, | |
| "learning_rate": 5.9800000000000003e-05, | |
| "loss": 0.0232, | |
| "step": 598 | |
| }, | |
| { | |
| "epoch": 59.9, | |
| "learning_rate": 5.99e-05, | |
| "loss": 0.0157, | |
| "step": 599 | |
| }, | |
| { | |
| "epoch": 60.0, | |
| "learning_rate": 6e-05, | |
| "loss": 0.0324, | |
| "step": 600 | |
| }, | |
| { | |
| "epoch": 60.0, | |
| "eval_accuracy_safe": 0.8068685163125817, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9964494839085082, | |
| "eval_iou_safe": 0.7225799212870262, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9906261535768677, | |
| "eval_loss": 0.03895491361618042, | |
| "eval_mean_accuracy": 0.9016590001105449, | |
| "eval_mean_iou": 0.8566030374319469, | |
| "eval_overall_accuracy": 0.9908495661038071, | |
| "eval_runtime": 10.0022, | |
| "eval_samples_per_second": 6.699, | |
| "eval_steps_per_second": 0.5, | |
| "step": 600 | |
| }, | |
| { | |
| "epoch": 60.1, | |
| "learning_rate": 6.0100000000000004e-05, | |
| "loss": 0.0155, | |
| "step": 601 | |
| }, | |
| { | |
| "epoch": 60.2, | |
| "learning_rate": 6.02e-05, | |
| "loss": 0.0155, | |
| "step": 602 | |
| }, | |
| { | |
| "epoch": 60.3, | |
| "learning_rate": 6.03e-05, | |
| "loss": 0.0176, | |
| "step": 603 | |
| }, | |
| { | |
| "epoch": 60.4, | |
| "learning_rate": 6.04e-05, | |
| "loss": 0.0234, | |
| "step": 604 | |
| }, | |
| { | |
| "epoch": 60.5, | |
| "learning_rate": 6.05e-05, | |
| "loss": 0.0178, | |
| "step": 605 | |
| }, | |
| { | |
| "epoch": 60.6, | |
| "learning_rate": 6.06e-05, | |
| "loss": 0.0157, | |
| "step": 606 | |
| }, | |
| { | |
| "epoch": 60.7, | |
| "learning_rate": 6.07e-05, | |
| "loss": 0.0164, | |
| "step": 607 | |
| }, | |
| { | |
| "epoch": 60.8, | |
| "learning_rate": 6.08e-05, | |
| "loss": 0.0192, | |
| "step": 608 | |
| }, | |
| { | |
| "epoch": 60.9, | |
| "learning_rate": 6.09e-05, | |
| "loss": 0.0182, | |
| "step": 609 | |
| }, | |
| { | |
| "epoch": 61.0, | |
| "learning_rate": 6.1e-05, | |
| "loss": 0.0202, | |
| "step": 610 | |
| }, | |
| { | |
| "epoch": 61.1, | |
| "learning_rate": 6.110000000000001e-05, | |
| "loss": 0.0204, | |
| "step": 611 | |
| }, | |
| { | |
| "epoch": 61.2, | |
| "learning_rate": 6.12e-05, | |
| "loss": 0.0137, | |
| "step": 612 | |
| }, | |
| { | |
| "epoch": 61.3, | |
| "learning_rate": 6.13e-05, | |
| "loss": 0.017, | |
| "step": 613 | |
| }, | |
| { | |
| "epoch": 61.4, | |
| "learning_rate": 6.14e-05, | |
| "loss": 0.0159, | |
| "step": 614 | |
| }, | |
| { | |
| "epoch": 61.5, | |
| "learning_rate": 6.15e-05, | |
| "loss": 0.0151, | |
| "step": 615 | |
| }, | |
| { | |
| "epoch": 61.6, | |
| "learning_rate": 6.16e-05, | |
| "loss": 0.015, | |
| "step": 616 | |
| }, | |
| { | |
| "epoch": 61.7, | |
| "learning_rate": 6.170000000000001e-05, | |
| "loss": 0.0172, | |
| "step": 617 | |
| }, | |
| { | |
| "epoch": 61.8, | |
| "learning_rate": 6.18e-05, | |
| "loss": 0.0191, | |
| "step": 618 | |
| }, | |
| { | |
| "epoch": 61.9, | |
| "learning_rate": 6.19e-05, | |
| "loss": 0.0179, | |
| "step": 619 | |
| }, | |
| { | |
| "epoch": 62.0, | |
| "learning_rate": 6.2e-05, | |
| "loss": 0.0264, | |
| "step": 620 | |
| }, | |
| { | |
| "epoch": 62.0, | |
| "eval_accuracy_safe": 0.8224043083874002, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9952494143977599, | |
| "eval_iou_safe": 0.7113750989954566, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9898984552881916, | |
| "eval_loss": 0.04052896052598953, | |
| "eval_mean_accuracy": 0.9088268613925801, | |
| "eval_mean_iou": 0.8506367771418242, | |
| "eval_overall_accuracy": 0.9901438471096665, | |
| "eval_runtime": 9.9165, | |
| "eval_samples_per_second": 6.756, | |
| "eval_steps_per_second": 0.504, | |
| "step": 620 | |
| }, | |
| { | |
| "epoch": 62.1, | |
| "learning_rate": 6.21e-05, | |
| "loss": 0.0192, | |
| "step": 621 | |
| }, | |
| { | |
| "epoch": 62.2, | |
| "learning_rate": 6.220000000000001e-05, | |
| "loss": 0.0147, | |
| "step": 622 | |
| }, | |
| { | |
| "epoch": 62.3, | |
| "learning_rate": 6.23e-05, | |
| "loss": 0.0165, | |
| "step": 623 | |
| }, | |
| { | |
| "epoch": 62.4, | |
| "learning_rate": 6.24e-05, | |
| "loss": 0.0152, | |
| "step": 624 | |
| }, | |
| { | |
| "epoch": 62.5, | |
| "learning_rate": 6.25e-05, | |
| "loss": 0.0182, | |
| "step": 625 | |
| }, | |
| { | |
| "epoch": 62.6, | |
| "learning_rate": 6.26e-05, | |
| "loss": 0.0183, | |
| "step": 626 | |
| }, | |
| { | |
| "epoch": 62.7, | |
| "learning_rate": 6.27e-05, | |
| "loss": 0.0166, | |
| "step": 627 | |
| }, | |
| { | |
| "epoch": 62.8, | |
| "learning_rate": 6.280000000000001e-05, | |
| "loss": 0.0164, | |
| "step": 628 | |
| }, | |
| { | |
| "epoch": 62.9, | |
| "learning_rate": 6.29e-05, | |
| "loss": 0.0197, | |
| "step": 629 | |
| }, | |
| { | |
| "epoch": 63.0, | |
| "learning_rate": 6.3e-05, | |
| "loss": 0.0156, | |
| "step": 630 | |
| }, | |
| { | |
| "epoch": 63.1, | |
| "learning_rate": 6.31e-05, | |
| "loss": 0.0154, | |
| "step": 631 | |
| }, | |
| { | |
| "epoch": 63.2, | |
| "learning_rate": 6.32e-05, | |
| "loss": 0.0157, | |
| "step": 632 | |
| }, | |
| { | |
| "epoch": 63.3, | |
| "learning_rate": 6.330000000000001e-05, | |
| "loss": 0.0182, | |
| "step": 633 | |
| }, | |
| { | |
| "epoch": 63.4, | |
| "learning_rate": 6.340000000000001e-05, | |
| "loss": 0.0158, | |
| "step": 634 | |
| }, | |
| { | |
| "epoch": 63.5, | |
| "learning_rate": 6.35e-05, | |
| "loss": 0.0164, | |
| "step": 635 | |
| }, | |
| { | |
| "epoch": 63.6, | |
| "learning_rate": 6.36e-05, | |
| "loss": 0.0165, | |
| "step": 636 | |
| }, | |
| { | |
| "epoch": 63.7, | |
| "learning_rate": 6.37e-05, | |
| "loss": 0.0174, | |
| "step": 637 | |
| }, | |
| { | |
| "epoch": 63.8, | |
| "learning_rate": 6.38e-05, | |
| "loss": 0.0187, | |
| "step": 638 | |
| }, | |
| { | |
| "epoch": 63.9, | |
| "learning_rate": 6.390000000000001e-05, | |
| "loss": 0.0159, | |
| "step": 639 | |
| }, | |
| { | |
| "epoch": 64.0, | |
| "learning_rate": 6.400000000000001e-05, | |
| "loss": 0.0146, | |
| "step": 640 | |
| }, | |
| { | |
| "epoch": 64.0, | |
| "eval_accuracy_safe": 0.8358294686604909, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.995804948897749, | |
| "eval_iou_safe": 0.7345851134835153, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9908537165576825, | |
| "eval_loss": 0.03560740128159523, | |
| "eval_mean_accuracy": 0.9158172087791199, | |
| "eval_mean_iou": 0.8627194150205989, | |
| "eval_overall_accuracy": 0.9910795297195663, | |
| "eval_runtime": 9.931, | |
| "eval_samples_per_second": 6.747, | |
| "eval_steps_per_second": 0.503, | |
| "step": 640 | |
| }, | |
| { | |
| "epoch": 64.1, | |
| "learning_rate": 6.41e-05, | |
| "loss": 0.0193, | |
| "step": 641 | |
| }, | |
| { | |
| "epoch": 64.2, | |
| "learning_rate": 6.42e-05, | |
| "loss": 0.0134, | |
| "step": 642 | |
| }, | |
| { | |
| "epoch": 64.3, | |
| "learning_rate": 6.43e-05, | |
| "loss": 0.0151, | |
| "step": 643 | |
| }, | |
| { | |
| "epoch": 64.4, | |
| "learning_rate": 6.440000000000001e-05, | |
| "loss": 0.0163, | |
| "step": 644 | |
| }, | |
| { | |
| "epoch": 64.5, | |
| "learning_rate": 6.450000000000001e-05, | |
| "loss": 0.0152, | |
| "step": 645 | |
| }, | |
| { | |
| "epoch": 64.6, | |
| "learning_rate": 6.460000000000001e-05, | |
| "loss": 0.0151, | |
| "step": 646 | |
| }, | |
| { | |
| "epoch": 64.7, | |
| "learning_rate": 6.47e-05, | |
| "loss": 0.0175, | |
| "step": 647 | |
| }, | |
| { | |
| "epoch": 64.8, | |
| "learning_rate": 6.48e-05, | |
| "loss": 0.0145, | |
| "step": 648 | |
| }, | |
| { | |
| "epoch": 64.9, | |
| "learning_rate": 6.49e-05, | |
| "loss": 0.0169, | |
| "step": 649 | |
| }, | |
| { | |
| "epoch": 65.0, | |
| "learning_rate": 6.500000000000001e-05, | |
| "loss": 0.0147, | |
| "step": 650 | |
| }, | |
| { | |
| "epoch": 65.1, | |
| "learning_rate": 6.510000000000001e-05, | |
| "loss": 0.0147, | |
| "step": 651 | |
| }, | |
| { | |
| "epoch": 65.2, | |
| "learning_rate": 6.52e-05, | |
| "loss": 0.0155, | |
| "step": 652 | |
| }, | |
| { | |
| "epoch": 65.3, | |
| "learning_rate": 6.53e-05, | |
| "loss": 0.0148, | |
| "step": 653 | |
| }, | |
| { | |
| "epoch": 65.4, | |
| "learning_rate": 6.54e-05, | |
| "loss": 0.0135, | |
| "step": 654 | |
| }, | |
| { | |
| "epoch": 65.5, | |
| "learning_rate": 6.55e-05, | |
| "loss": 0.0133, | |
| "step": 655 | |
| }, | |
| { | |
| "epoch": 65.6, | |
| "learning_rate": 6.560000000000001e-05, | |
| "loss": 0.0136, | |
| "step": 656 | |
| }, | |
| { | |
| "epoch": 65.7, | |
| "learning_rate": 6.570000000000001e-05, | |
| "loss": 0.0173, | |
| "step": 657 | |
| }, | |
| { | |
| "epoch": 65.8, | |
| "learning_rate": 6.58e-05, | |
| "loss": 0.0142, | |
| "step": 658 | |
| }, | |
| { | |
| "epoch": 65.9, | |
| "learning_rate": 6.59e-05, | |
| "loss": 0.0165, | |
| "step": 659 | |
| }, | |
| { | |
| "epoch": 66.0, | |
| "learning_rate": 6.6e-05, | |
| "loss": 0.0252, | |
| "step": 660 | |
| }, | |
| { | |
| "epoch": 66.0, | |
| "eval_accuracy_safe": 0.8046113931711906, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9974217426194405, | |
| "eval_iou_safe": 0.7417778472780001, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.991525009544381, | |
| "eval_loss": 0.030962325632572174, | |
| "eval_mean_accuracy": 0.9010165678953155, | |
| "eval_mean_iou": 0.8666514284111906, | |
| "eval_overall_accuracy": 0.9917264340528801, | |
| "eval_runtime": 9.7104, | |
| "eval_samples_per_second": 6.9, | |
| "eval_steps_per_second": 0.515, | |
| "step": 660 | |
| }, | |
| { | |
| "epoch": 66.1, | |
| "learning_rate": 6.610000000000001e-05, | |
| "loss": 0.0154, | |
| "step": 661 | |
| }, | |
| { | |
| "epoch": 66.2, | |
| "learning_rate": 6.620000000000001e-05, | |
| "loss": 0.0141, | |
| "step": 662 | |
| }, | |
| { | |
| "epoch": 66.3, | |
| "learning_rate": 6.630000000000001e-05, | |
| "loss": 0.018, | |
| "step": 663 | |
| }, | |
| { | |
| "epoch": 66.4, | |
| "learning_rate": 6.64e-05, | |
| "loss": 0.0162, | |
| "step": 664 | |
| }, | |
| { | |
| "epoch": 66.5, | |
| "learning_rate": 6.65e-05, | |
| "loss": 0.0191, | |
| "step": 665 | |
| }, | |
| { | |
| "epoch": 66.6, | |
| "learning_rate": 6.66e-05, | |
| "loss": 0.0175, | |
| "step": 666 | |
| }, | |
| { | |
| "epoch": 66.7, | |
| "learning_rate": 6.670000000000001e-05, | |
| "loss": 0.0178, | |
| "step": 667 | |
| }, | |
| { | |
| "epoch": 66.8, | |
| "learning_rate": 6.680000000000001e-05, | |
| "loss": 0.0136, | |
| "step": 668 | |
| }, | |
| { | |
| "epoch": 66.9, | |
| "learning_rate": 6.690000000000001e-05, | |
| "loss": 0.0149, | |
| "step": 669 | |
| }, | |
| { | |
| "epoch": 67.0, | |
| "learning_rate": 6.7e-05, | |
| "loss": 0.0209, | |
| "step": 670 | |
| }, | |
| { | |
| "epoch": 67.1, | |
| "learning_rate": 6.71e-05, | |
| "loss": 0.0178, | |
| "step": 671 | |
| }, | |
| { | |
| "epoch": 67.2, | |
| "learning_rate": 6.720000000000001e-05, | |
| "loss": 0.017, | |
| "step": 672 | |
| }, | |
| { | |
| "epoch": 67.3, | |
| "learning_rate": 6.730000000000001e-05, | |
| "loss": 0.0201, | |
| "step": 673 | |
| }, | |
| { | |
| "epoch": 67.4, | |
| "learning_rate": 6.740000000000001e-05, | |
| "loss": 0.0164, | |
| "step": 674 | |
| }, | |
| { | |
| "epoch": 67.5, | |
| "learning_rate": 6.750000000000001e-05, | |
| "loss": 0.0175, | |
| "step": 675 | |
| }, | |
| { | |
| "epoch": 67.6, | |
| "learning_rate": 6.76e-05, | |
| "loss": 0.016, | |
| "step": 676 | |
| }, | |
| { | |
| "epoch": 67.7, | |
| "learning_rate": 6.77e-05, | |
| "loss": 0.0171, | |
| "step": 677 | |
| }, | |
| { | |
| "epoch": 67.8, | |
| "learning_rate": 6.780000000000001e-05, | |
| "loss": 0.0166, | |
| "step": 678 | |
| }, | |
| { | |
| "epoch": 67.9, | |
| "learning_rate": 6.790000000000001e-05, | |
| "loss": 0.02, | |
| "step": 679 | |
| }, | |
| { | |
| "epoch": 68.0, | |
| "learning_rate": 6.800000000000001e-05, | |
| "loss": 0.0155, | |
| "step": 680 | |
| }, | |
| { | |
| "epoch": 68.0, | |
| "eval_accuracy_safe": 0.815156842109321, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9961157173259295, | |
| "eval_iou_safe": 0.7229034083236326, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.990542767020076, | |
| "eval_loss": 0.03587646782398224, | |
| "eval_mean_accuracy": 0.9056362797176253, | |
| "eval_mean_iou": 0.8567230876718543, | |
| "eval_overall_accuracy": 0.9907704823052705, | |
| "eval_runtime": 9.8125, | |
| "eval_samples_per_second": 6.828, | |
| "eval_steps_per_second": 0.51, | |
| "step": 680 | |
| }, | |
| { | |
| "epoch": 68.1, | |
| "learning_rate": 6.81e-05, | |
| "loss": 0.0142, | |
| "step": 681 | |
| }, | |
| { | |
| "epoch": 68.2, | |
| "learning_rate": 6.82e-05, | |
| "loss": 0.0171, | |
| "step": 682 | |
| }, | |
| { | |
| "epoch": 68.3, | |
| "learning_rate": 6.83e-05, | |
| "loss": 0.0248, | |
| "step": 683 | |
| }, | |
| { | |
| "epoch": 68.4, | |
| "learning_rate": 6.840000000000001e-05, | |
| "loss": 0.014, | |
| "step": 684 | |
| }, | |
| { | |
| "epoch": 68.5, | |
| "learning_rate": 6.850000000000001e-05, | |
| "loss": 0.0152, | |
| "step": 685 | |
| }, | |
| { | |
| "epoch": 68.6, | |
| "learning_rate": 6.860000000000001e-05, | |
| "loss": 0.0184, | |
| "step": 686 | |
| }, | |
| { | |
| "epoch": 68.7, | |
| "learning_rate": 6.87e-05, | |
| "loss": 0.0148, | |
| "step": 687 | |
| }, | |
| { | |
| "epoch": 68.8, | |
| "learning_rate": 6.879999999999999e-05, | |
| "loss": 0.0143, | |
| "step": 688 | |
| }, | |
| { | |
| "epoch": 68.9, | |
| "learning_rate": 6.89e-05, | |
| "loss": 0.0191, | |
| "step": 689 | |
| }, | |
| { | |
| "epoch": 69.0, | |
| "learning_rate": 6.9e-05, | |
| "loss": 0.014, | |
| "step": 690 | |
| }, | |
| { | |
| "epoch": 69.1, | |
| "learning_rate": 6.91e-05, | |
| "loss": 0.0146, | |
| "step": 691 | |
| }, | |
| { | |
| "epoch": 69.2, | |
| "learning_rate": 6.92e-05, | |
| "loss": 0.0141, | |
| "step": 692 | |
| }, | |
| { | |
| "epoch": 69.3, | |
| "learning_rate": 6.93e-05, | |
| "loss": 0.0153, | |
| "step": 693 | |
| }, | |
| { | |
| "epoch": 69.4, | |
| "learning_rate": 6.939999999999999e-05, | |
| "loss": 0.0192, | |
| "step": 694 | |
| }, | |
| { | |
| "epoch": 69.5, | |
| "learning_rate": 6.95e-05, | |
| "loss": 0.0222, | |
| "step": 695 | |
| }, | |
| { | |
| "epoch": 69.6, | |
| "learning_rate": 6.96e-05, | |
| "loss": 0.0168, | |
| "step": 696 | |
| }, | |
| { | |
| "epoch": 69.7, | |
| "learning_rate": 6.97e-05, | |
| "loss": 0.0153, | |
| "step": 697 | |
| }, | |
| { | |
| "epoch": 69.8, | |
| "learning_rate": 6.98e-05, | |
| "loss": 0.0147, | |
| "step": 698 | |
| }, | |
| { | |
| "epoch": 69.9, | |
| "learning_rate": 6.99e-05, | |
| "loss": 0.0152, | |
| "step": 699 | |
| }, | |
| { | |
| "epoch": 70.0, | |
| "learning_rate": 7e-05, | |
| "loss": 0.0169, | |
| "step": 700 | |
| }, | |
| { | |
| "epoch": 70.0, | |
| "eval_accuracy_safe": 0.842248102358896, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9941141738681594, | |
| "eval_iou_safe": 0.7057702402584293, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9893636761526805, | |
| "eval_loss": 0.049034394323825836, | |
| "eval_mean_accuracy": 0.9181811381135276, | |
| "eval_mean_iou": 0.8475669582055549, | |
| "eval_overall_accuracy": 0.9896282936210063, | |
| "eval_runtime": 9.7248, | |
| "eval_samples_per_second": 6.89, | |
| "eval_steps_per_second": 0.514, | |
| "step": 700 | |
| }, | |
| { | |
| "epoch": 70.1, | |
| "learning_rate": 7.01e-05, | |
| "loss": 0.023, | |
| "step": 701 | |
| }, | |
| { | |
| "epoch": 70.2, | |
| "learning_rate": 7.02e-05, | |
| "loss": 0.014, | |
| "step": 702 | |
| }, | |
| { | |
| "epoch": 70.3, | |
| "learning_rate": 7.03e-05, | |
| "loss": 0.0134, | |
| "step": 703 | |
| }, | |
| { | |
| "epoch": 70.4, | |
| "learning_rate": 7.04e-05, | |
| "loss": 0.0188, | |
| "step": 704 | |
| }, | |
| { | |
| "epoch": 70.5, | |
| "learning_rate": 7.05e-05, | |
| "loss": 0.0215, | |
| "step": 705 | |
| }, | |
| { | |
| "epoch": 70.6, | |
| "learning_rate": 7.06e-05, | |
| "loss": 0.0178, | |
| "step": 706 | |
| }, | |
| { | |
| "epoch": 70.7, | |
| "learning_rate": 7.07e-05, | |
| "loss": 0.014, | |
| "step": 707 | |
| }, | |
| { | |
| "epoch": 70.8, | |
| "learning_rate": 7.08e-05, | |
| "loss": 0.015, | |
| "step": 708 | |
| }, | |
| { | |
| "epoch": 70.9, | |
| "learning_rate": 7.09e-05, | |
| "loss": 0.016, | |
| "step": 709 | |
| }, | |
| { | |
| "epoch": 71.0, | |
| "learning_rate": 7.1e-05, | |
| "loss": 0.0149, | |
| "step": 710 | |
| }, | |
| { | |
| "epoch": 71.1, | |
| "learning_rate": 7.11e-05, | |
| "loss": 0.0155, | |
| "step": 711 | |
| }, | |
| { | |
| "epoch": 71.2, | |
| "learning_rate": 7.12e-05, | |
| "loss": 0.0194, | |
| "step": 712 | |
| }, | |
| { | |
| "epoch": 71.3, | |
| "learning_rate": 7.13e-05, | |
| "loss": 0.016, | |
| "step": 713 | |
| }, | |
| { | |
| "epoch": 71.4, | |
| "learning_rate": 7.14e-05, | |
| "loss": 0.0154, | |
| "step": 714 | |
| }, | |
| { | |
| "epoch": 71.5, | |
| "learning_rate": 7.15e-05, | |
| "loss": 0.016, | |
| "step": 715 | |
| }, | |
| { | |
| "epoch": 71.6, | |
| "learning_rate": 7.16e-05, | |
| "loss": 0.0125, | |
| "step": 716 | |
| }, | |
| { | |
| "epoch": 71.7, | |
| "learning_rate": 7.17e-05, | |
| "loss": 0.0154, | |
| "step": 717 | |
| }, | |
| { | |
| "epoch": 71.8, | |
| "learning_rate": 7.18e-05, | |
| "loss": 0.0205, | |
| "step": 718 | |
| }, | |
| { | |
| "epoch": 71.9, | |
| "learning_rate": 7.19e-05, | |
| "loss": 0.0255, | |
| "step": 719 | |
| }, | |
| { | |
| "epoch": 72.0, | |
| "learning_rate": 7.2e-05, | |
| "loss": 0.0142, | |
| "step": 720 | |
| }, | |
| { | |
| "epoch": 72.0, | |
| "eval_accuracy_safe": 0.7568108835355299, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9974447407738386, | |
| "eval_iou_safe": 0.6981965160858957, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9901158423210092, | |
| "eval_loss": 0.03573448210954666, | |
| "eval_mean_accuracy": 0.8771278121546843, | |
| "eval_mean_iou": 0.8441561792034524, | |
| "eval_overall_accuracy": 0.9903368024683711, | |
| "eval_runtime": 9.7254, | |
| "eval_samples_per_second": 6.889, | |
| "eval_steps_per_second": 0.514, | |
| "step": 720 | |
| }, | |
| { | |
| "epoch": 72.1, | |
| "learning_rate": 7.21e-05, | |
| "loss": 0.0148, | |
| "step": 721 | |
| }, | |
| { | |
| "epoch": 72.2, | |
| "learning_rate": 7.22e-05, | |
| "loss": 0.0139, | |
| "step": 722 | |
| }, | |
| { | |
| "epoch": 72.3, | |
| "learning_rate": 7.23e-05, | |
| "loss": 0.0145, | |
| "step": 723 | |
| }, | |
| { | |
| "epoch": 72.4, | |
| "learning_rate": 7.24e-05, | |
| "loss": 0.0136, | |
| "step": 724 | |
| }, | |
| { | |
| "epoch": 72.5, | |
| "learning_rate": 7.25e-05, | |
| "loss": 0.0342, | |
| "step": 725 | |
| }, | |
| { | |
| "epoch": 72.6, | |
| "learning_rate": 7.26e-05, | |
| "loss": 0.0143, | |
| "step": 726 | |
| }, | |
| { | |
| "epoch": 72.7, | |
| "learning_rate": 7.27e-05, | |
| "loss": 0.0145, | |
| "step": 727 | |
| }, | |
| { | |
| "epoch": 72.8, | |
| "learning_rate": 7.280000000000001e-05, | |
| "loss": 0.0186, | |
| "step": 728 | |
| }, | |
| { | |
| "epoch": 72.9, | |
| "learning_rate": 7.29e-05, | |
| "loss": 0.0174, | |
| "step": 729 | |
| }, | |
| { | |
| "epoch": 73.0, | |
| "learning_rate": 7.3e-05, | |
| "loss": 0.0142, | |
| "step": 730 | |
| }, | |
| { | |
| "epoch": 73.1, | |
| "learning_rate": 7.31e-05, | |
| "loss": 0.0189, | |
| "step": 731 | |
| }, | |
| { | |
| "epoch": 73.2, | |
| "learning_rate": 7.32e-05, | |
| "loss": 0.0144, | |
| "step": 732 | |
| }, | |
| { | |
| "epoch": 73.3, | |
| "learning_rate": 7.33e-05, | |
| "loss": 0.0129, | |
| "step": 733 | |
| }, | |
| { | |
| "epoch": 73.4, | |
| "learning_rate": 7.340000000000001e-05, | |
| "loss": 0.0169, | |
| "step": 734 | |
| }, | |
| { | |
| "epoch": 73.5, | |
| "learning_rate": 7.35e-05, | |
| "loss": 0.0112, | |
| "step": 735 | |
| }, | |
| { | |
| "epoch": 73.6, | |
| "learning_rate": 7.36e-05, | |
| "loss": 0.0154, | |
| "step": 736 | |
| }, | |
| { | |
| "epoch": 73.7, | |
| "learning_rate": 7.37e-05, | |
| "loss": 0.0141, | |
| "step": 737 | |
| }, | |
| { | |
| "epoch": 73.8, | |
| "learning_rate": 7.38e-05, | |
| "loss": 0.0118, | |
| "step": 738 | |
| }, | |
| { | |
| "epoch": 73.9, | |
| "learning_rate": 7.390000000000001e-05, | |
| "loss": 0.0139, | |
| "step": 739 | |
| }, | |
| { | |
| "epoch": 74.0, | |
| "learning_rate": 7.4e-05, | |
| "loss": 0.0244, | |
| "step": 740 | |
| }, | |
| { | |
| "epoch": 74.0, | |
| "eval_accuracy_safe": 0.8183468837822522, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9955801302047551, | |
| "eval_iou_safe": 0.7145814608727266, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9901057745896398, | |
| "eval_loss": 0.03999461978673935, | |
| "eval_mean_accuracy": 0.9069635069935036, | |
| "eval_mean_iou": 0.8523436177311832, | |
| "eval_overall_accuracy": 0.990344944284923, | |
| "eval_runtime": 9.8243, | |
| "eval_samples_per_second": 6.82, | |
| "eval_steps_per_second": 0.509, | |
| "step": 740 | |
| }, | |
| { | |
| "epoch": 74.1, | |
| "learning_rate": 7.41e-05, | |
| "loss": 0.0117, | |
| "step": 741 | |
| }, | |
| { | |
| "epoch": 74.2, | |
| "learning_rate": 7.42e-05, | |
| "loss": 0.013, | |
| "step": 742 | |
| }, | |
| { | |
| "epoch": 74.3, | |
| "learning_rate": 7.43e-05, | |
| "loss": 0.0196, | |
| "step": 743 | |
| }, | |
| { | |
| "epoch": 74.4, | |
| "learning_rate": 7.44e-05, | |
| "loss": 0.0149, | |
| "step": 744 | |
| }, | |
| { | |
| "epoch": 74.5, | |
| "learning_rate": 7.450000000000001e-05, | |
| "loss": 0.0112, | |
| "step": 745 | |
| }, | |
| { | |
| "epoch": 74.6, | |
| "learning_rate": 7.46e-05, | |
| "loss": 0.0149, | |
| "step": 746 | |
| }, | |
| { | |
| "epoch": 74.7, | |
| "learning_rate": 7.47e-05, | |
| "loss": 0.0132, | |
| "step": 747 | |
| }, | |
| { | |
| "epoch": 74.8, | |
| "learning_rate": 7.48e-05, | |
| "loss": 0.0143, | |
| "step": 748 | |
| }, | |
| { | |
| "epoch": 74.9, | |
| "learning_rate": 7.49e-05, | |
| "loss": 0.0193, | |
| "step": 749 | |
| }, | |
| { | |
| "epoch": 75.0, | |
| "learning_rate": 7.500000000000001e-05, | |
| "loss": 0.0151, | |
| "step": 750 | |
| }, | |
| { | |
| "epoch": 75.1, | |
| "learning_rate": 7.510000000000001e-05, | |
| "loss": 0.0157, | |
| "step": 751 | |
| }, | |
| { | |
| "epoch": 75.2, | |
| "learning_rate": 7.52e-05, | |
| "loss": 0.0145, | |
| "step": 752 | |
| }, | |
| { | |
| "epoch": 75.3, | |
| "learning_rate": 7.53e-05, | |
| "loss": 0.0126, | |
| "step": 753 | |
| }, | |
| { | |
| "epoch": 75.4, | |
| "learning_rate": 7.54e-05, | |
| "loss": 0.0131, | |
| "step": 754 | |
| }, | |
| { | |
| "epoch": 75.5, | |
| "learning_rate": 7.55e-05, | |
| "loss": 0.0133, | |
| "step": 755 | |
| }, | |
| { | |
| "epoch": 75.6, | |
| "learning_rate": 7.560000000000001e-05, | |
| "loss": 0.0114, | |
| "step": 756 | |
| }, | |
| { | |
| "epoch": 75.7, | |
| "learning_rate": 7.570000000000001e-05, | |
| "loss": 0.0192, | |
| "step": 757 | |
| }, | |
| { | |
| "epoch": 75.8, | |
| "learning_rate": 7.58e-05, | |
| "loss": 0.0175, | |
| "step": 758 | |
| }, | |
| { | |
| "epoch": 75.9, | |
| "learning_rate": 7.59e-05, | |
| "loss": 0.0102, | |
| "step": 759 | |
| }, | |
| { | |
| "epoch": 76.0, | |
| "learning_rate": 7.6e-05, | |
| "loss": 0.016, | |
| "step": 760 | |
| }, | |
| { | |
| "epoch": 76.0, | |
| "eval_accuracy_safe": 0.810463336687214, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9969938126751042, | |
| "eval_iou_safe": 0.7376123162854666, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9912751299671508, | |
| "eval_loss": 0.03021140582859516, | |
| "eval_mean_accuracy": 0.9037285746811592, | |
| "eval_mean_iou": 0.8644437231263087, | |
| "eval_overall_accuracy": 0.9914840015012827, | |
| "eval_runtime": 9.5474, | |
| "eval_samples_per_second": 7.018, | |
| "eval_steps_per_second": 0.524, | |
| "step": 760 | |
| }, | |
| { | |
| "epoch": 76.1, | |
| "learning_rate": 7.61e-05, | |
| "loss": 0.0124, | |
| "step": 761 | |
| }, | |
| { | |
| "epoch": 76.2, | |
| "learning_rate": 7.620000000000001e-05, | |
| "loss": 0.0115, | |
| "step": 762 | |
| }, | |
| { | |
| "epoch": 76.3, | |
| "learning_rate": 7.630000000000001e-05, | |
| "loss": 0.0122, | |
| "step": 763 | |
| }, | |
| { | |
| "epoch": 76.4, | |
| "learning_rate": 7.64e-05, | |
| "loss": 0.0138, | |
| "step": 764 | |
| }, | |
| { | |
| "epoch": 76.5, | |
| "learning_rate": 7.65e-05, | |
| "loss": 0.012, | |
| "step": 765 | |
| }, | |
| { | |
| "epoch": 76.6, | |
| "learning_rate": 7.66e-05, | |
| "loss": 0.0154, | |
| "step": 766 | |
| }, | |
| { | |
| "epoch": 76.7, | |
| "learning_rate": 7.670000000000001e-05, | |
| "loss": 0.0122, | |
| "step": 767 | |
| }, | |
| { | |
| "epoch": 76.8, | |
| "learning_rate": 7.680000000000001e-05, | |
| "loss": 0.0146, | |
| "step": 768 | |
| }, | |
| { | |
| "epoch": 76.9, | |
| "learning_rate": 7.69e-05, | |
| "loss": 0.0129, | |
| "step": 769 | |
| }, | |
| { | |
| "epoch": 77.0, | |
| "learning_rate": 7.7e-05, | |
| "loss": 0.013, | |
| "step": 770 | |
| }, | |
| { | |
| "epoch": 77.1, | |
| "learning_rate": 7.71e-05, | |
| "loss": 0.0128, | |
| "step": 771 | |
| }, | |
| { | |
| "epoch": 77.2, | |
| "learning_rate": 7.72e-05, | |
| "loss": 0.0121, | |
| "step": 772 | |
| }, | |
| { | |
| "epoch": 77.3, | |
| "learning_rate": 7.730000000000001e-05, | |
| "loss": 0.0119, | |
| "step": 773 | |
| }, | |
| { | |
| "epoch": 77.4, | |
| "learning_rate": 7.740000000000001e-05, | |
| "loss": 0.0121, | |
| "step": 774 | |
| }, | |
| { | |
| "epoch": 77.5, | |
| "learning_rate": 7.75e-05, | |
| "loss": 0.0102, | |
| "step": 775 | |
| }, | |
| { | |
| "epoch": 77.6, | |
| "learning_rate": 7.76e-05, | |
| "loss": 0.0128, | |
| "step": 776 | |
| }, | |
| { | |
| "epoch": 77.7, | |
| "learning_rate": 7.77e-05, | |
| "loss": 0.0161, | |
| "step": 777 | |
| }, | |
| { | |
| "epoch": 77.8, | |
| "learning_rate": 7.780000000000001e-05, | |
| "loss": 0.0151, | |
| "step": 778 | |
| }, | |
| { | |
| "epoch": 77.9, | |
| "learning_rate": 7.790000000000001e-05, | |
| "loss": 0.0113, | |
| "step": 779 | |
| }, | |
| { | |
| "epoch": 78.0, | |
| "learning_rate": 7.800000000000001e-05, | |
| "loss": 0.0137, | |
| "step": 780 | |
| }, | |
| { | |
| "epoch": 78.0, | |
| "eval_accuracy_safe": 0.8270785386332358, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9964887333097642, | |
| "eval_iou_safe": 0.7415350530803542, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9912713826642041, | |
| "eval_loss": 0.032535370439291, | |
| "eval_mean_accuracy": 0.9117836359714999, | |
| "eval_mean_iou": 0.8664032178722791, | |
| "eval_overall_accuracy": 0.9914846277948636, | |
| "eval_runtime": 9.7653, | |
| "eval_samples_per_second": 6.861, | |
| "eval_steps_per_second": 0.512, | |
| "step": 780 | |
| }, | |
| { | |
| "epoch": 78.1, | |
| "learning_rate": 7.81e-05, | |
| "loss": 0.0108, | |
| "step": 781 | |
| }, | |
| { | |
| "epoch": 78.2, | |
| "learning_rate": 7.82e-05, | |
| "loss": 0.0107, | |
| "step": 782 | |
| }, | |
| { | |
| "epoch": 78.3, | |
| "learning_rate": 7.83e-05, | |
| "loss": 0.0143, | |
| "step": 783 | |
| }, | |
| { | |
| "epoch": 78.4, | |
| "learning_rate": 7.840000000000001e-05, | |
| "loss": 0.0123, | |
| "step": 784 | |
| }, | |
| { | |
| "epoch": 78.5, | |
| "learning_rate": 7.850000000000001e-05, | |
| "loss": 0.0115, | |
| "step": 785 | |
| }, | |
| { | |
| "epoch": 78.6, | |
| "learning_rate": 7.860000000000001e-05, | |
| "loss": 0.0135, | |
| "step": 786 | |
| }, | |
| { | |
| "epoch": 78.7, | |
| "learning_rate": 7.87e-05, | |
| "loss": 0.0122, | |
| "step": 787 | |
| }, | |
| { | |
| "epoch": 78.8, | |
| "learning_rate": 7.88e-05, | |
| "loss": 0.0108, | |
| "step": 788 | |
| }, | |
| { | |
| "epoch": 78.9, | |
| "learning_rate": 7.890000000000001e-05, | |
| "loss": 0.0118, | |
| "step": 789 | |
| }, | |
| { | |
| "epoch": 79.0, | |
| "learning_rate": 7.900000000000001e-05, | |
| "loss": 0.0161, | |
| "step": 790 | |
| }, | |
| { | |
| "epoch": 79.1, | |
| "learning_rate": 7.910000000000001e-05, | |
| "loss": 0.0096, | |
| "step": 791 | |
| }, | |
| { | |
| "epoch": 79.2, | |
| "learning_rate": 7.920000000000001e-05, | |
| "loss": 0.0129, | |
| "step": 792 | |
| }, | |
| { | |
| "epoch": 79.3, | |
| "learning_rate": 7.93e-05, | |
| "loss": 0.0111, | |
| "step": 793 | |
| }, | |
| { | |
| "epoch": 79.4, | |
| "learning_rate": 7.94e-05, | |
| "loss": 0.0115, | |
| "step": 794 | |
| }, | |
| { | |
| "epoch": 79.5, | |
| "learning_rate": 7.950000000000001e-05, | |
| "loss": 0.0101, | |
| "step": 795 | |
| }, | |
| { | |
| "epoch": 79.6, | |
| "learning_rate": 7.960000000000001e-05, | |
| "loss": 0.0133, | |
| "step": 796 | |
| }, | |
| { | |
| "epoch": 79.7, | |
| "learning_rate": 7.970000000000001e-05, | |
| "loss": 0.0138, | |
| "step": 797 | |
| }, | |
| { | |
| "epoch": 79.8, | |
| "learning_rate": 7.98e-05, | |
| "loss": 0.0115, | |
| "step": 798 | |
| }, | |
| { | |
| "epoch": 79.9, | |
| "learning_rate": 7.99e-05, | |
| "loss": 0.01, | |
| "step": 799 | |
| }, | |
| { | |
| "epoch": 80.0, | |
| "learning_rate": 8e-05, | |
| "loss": 0.0115, | |
| "step": 800 | |
| }, | |
| { | |
| "epoch": 80.0, | |
| "eval_accuracy_safe": 0.8362014795625305, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9962431458752986, | |
| "eval_iou_safe": 0.744329889831977, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.991300903541046, | |
| "eval_loss": 0.03468828648328781, | |
| "eval_mean_accuracy": 0.9162223127189146, | |
| "eval_mean_iou": 0.8678153966865115, | |
| "eval_overall_accuracy": 0.9915157716665695, | |
| "eval_runtime": 9.6306, | |
| "eval_samples_per_second": 6.957, | |
| "eval_steps_per_second": 0.519, | |
| "step": 800 | |
| }, | |
| { | |
| "epoch": 80.1, | |
| "learning_rate": 8.010000000000001e-05, | |
| "loss": 0.0116, | |
| "step": 801 | |
| }, | |
| { | |
| "epoch": 80.2, | |
| "learning_rate": 8.020000000000001e-05, | |
| "loss": 0.0116, | |
| "step": 802 | |
| }, | |
| { | |
| "epoch": 80.3, | |
| "learning_rate": 8.030000000000001e-05, | |
| "loss": 0.0123, | |
| "step": 803 | |
| }, | |
| { | |
| "epoch": 80.4, | |
| "learning_rate": 8.04e-05, | |
| "loss": 0.0125, | |
| "step": 804 | |
| }, | |
| { | |
| "epoch": 80.5, | |
| "learning_rate": 8.05e-05, | |
| "loss": 0.0104, | |
| "step": 805 | |
| }, | |
| { | |
| "epoch": 80.6, | |
| "learning_rate": 8.060000000000001e-05, | |
| "loss": 0.0122, | |
| "step": 806 | |
| }, | |
| { | |
| "epoch": 80.7, | |
| "learning_rate": 8.070000000000001e-05, | |
| "loss": 0.0113, | |
| "step": 807 | |
| }, | |
| { | |
| "epoch": 80.8, | |
| "learning_rate": 8.080000000000001e-05, | |
| "loss": 0.0099, | |
| "step": 808 | |
| }, | |
| { | |
| "epoch": 80.9, | |
| "learning_rate": 8.090000000000001e-05, | |
| "loss": 0.0112, | |
| "step": 809 | |
| }, | |
| { | |
| "epoch": 81.0, | |
| "learning_rate": 8.1e-05, | |
| "loss": 0.009, | |
| "step": 810 | |
| }, | |
| { | |
| "epoch": 81.1, | |
| "learning_rate": 8.11e-05, | |
| "loss": 0.0098, | |
| "step": 811 | |
| }, | |
| { | |
| "epoch": 81.2, | |
| "learning_rate": 8.120000000000001e-05, | |
| "loss": 0.0093, | |
| "step": 812 | |
| }, | |
| { | |
| "epoch": 81.3, | |
| "learning_rate": 8.13e-05, | |
| "loss": 0.0125, | |
| "step": 813 | |
| }, | |
| { | |
| "epoch": 81.4, | |
| "learning_rate": 8.14e-05, | |
| "loss": 0.0121, | |
| "step": 814 | |
| }, | |
| { | |
| "epoch": 81.5, | |
| "learning_rate": 8.15e-05, | |
| "loss": 0.0103, | |
| "step": 815 | |
| }, | |
| { | |
| "epoch": 81.6, | |
| "learning_rate": 8.16e-05, | |
| "loss": 0.0122, | |
| "step": 816 | |
| }, | |
| { | |
| "epoch": 81.7, | |
| "learning_rate": 8.17e-05, | |
| "loss": 0.0109, | |
| "step": 817 | |
| }, | |
| { | |
| "epoch": 81.8, | |
| "learning_rate": 8.18e-05, | |
| "loss": 0.0108, | |
| "step": 818 | |
| }, | |
| { | |
| "epoch": 81.9, | |
| "learning_rate": 8.19e-05, | |
| "loss": 0.0119, | |
| "step": 819 | |
| }, | |
| { | |
| "epoch": 82.0, | |
| "learning_rate": 8.2e-05, | |
| "loss": 0.0117, | |
| "step": 820 | |
| }, | |
| { | |
| "epoch": 82.0, | |
| "eval_accuracy_safe": 0.8196653058392219, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9970733088465569, | |
| "eval_iou_safe": 0.7477645875499176, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9916303175021431, | |
| "eval_loss": 0.032025035470724106, | |
| "eval_mean_accuracy": 0.9083693073428893, | |
| "eval_mean_iou": 0.8696974525260304, | |
| "eval_overall_accuracy": 0.9918329608974172, | |
| "eval_runtime": 9.5737, | |
| "eval_samples_per_second": 6.998, | |
| "eval_steps_per_second": 0.522, | |
| "step": 820 | |
| }, | |
| { | |
| "epoch": 82.1, | |
| "learning_rate": 8.21e-05, | |
| "loss": 0.0095, | |
| "step": 821 | |
| }, | |
| { | |
| "epoch": 82.2, | |
| "learning_rate": 8.22e-05, | |
| "loss": 0.0106, | |
| "step": 822 | |
| }, | |
| { | |
| "epoch": 82.3, | |
| "learning_rate": 8.23e-05, | |
| "loss": 0.0105, | |
| "step": 823 | |
| }, | |
| { | |
| "epoch": 82.4, | |
| "learning_rate": 8.24e-05, | |
| "loss": 0.0097, | |
| "step": 824 | |
| }, | |
| { | |
| "epoch": 82.5, | |
| "learning_rate": 8.25e-05, | |
| "loss": 0.0104, | |
| "step": 825 | |
| }, | |
| { | |
| "epoch": 82.6, | |
| "learning_rate": 8.26e-05, | |
| "loss": 0.0105, | |
| "step": 826 | |
| }, | |
| { | |
| "epoch": 82.7, | |
| "learning_rate": 8.27e-05, | |
| "loss": 0.0144, | |
| "step": 827 | |
| }, | |
| { | |
| "epoch": 82.8, | |
| "learning_rate": 8.28e-05, | |
| "loss": 0.0102, | |
| "step": 828 | |
| }, | |
| { | |
| "epoch": 82.9, | |
| "learning_rate": 8.29e-05, | |
| "loss": 0.0122, | |
| "step": 829 | |
| }, | |
| { | |
| "epoch": 83.0, | |
| "learning_rate": 8.3e-05, | |
| "loss": 0.0116, | |
| "step": 830 | |
| }, | |
| { | |
| "epoch": 83.1, | |
| "learning_rate": 8.31e-05, | |
| "loss": 0.01, | |
| "step": 831 | |
| }, | |
| { | |
| "epoch": 83.2, | |
| "learning_rate": 8.32e-05, | |
| "loss": 0.0108, | |
| "step": 832 | |
| }, | |
| { | |
| "epoch": 83.3, | |
| "learning_rate": 8.33e-05, | |
| "loss": 0.0115, | |
| "step": 833 | |
| }, | |
| { | |
| "epoch": 83.4, | |
| "learning_rate": 8.34e-05, | |
| "loss": 0.0132, | |
| "step": 834 | |
| }, | |
| { | |
| "epoch": 83.5, | |
| "learning_rate": 8.35e-05, | |
| "loss": 0.0135, | |
| "step": 835 | |
| }, | |
| { | |
| "epoch": 83.6, | |
| "learning_rate": 8.36e-05, | |
| "loss": 0.0103, | |
| "step": 836 | |
| }, | |
| { | |
| "epoch": 83.7, | |
| "learning_rate": 8.37e-05, | |
| "loss": 0.0122, | |
| "step": 837 | |
| }, | |
| { | |
| "epoch": 83.8, | |
| "learning_rate": 8.38e-05, | |
| "loss": 0.0098, | |
| "step": 838 | |
| }, | |
| { | |
| "epoch": 83.9, | |
| "learning_rate": 8.39e-05, | |
| "loss": 0.0109, | |
| "step": 839 | |
| }, | |
| { | |
| "epoch": 84.0, | |
| "learning_rate": 8.4e-05, | |
| "loss": 0.0108, | |
| "step": 840 | |
| }, | |
| { | |
| "epoch": 84.0, | |
| "eval_accuracy_safe": 0.8422924352643205, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9961086770745832, | |
| "eval_iou_safe": 0.746814804940449, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9913499796954048, | |
| "eval_loss": 0.03481964394450188, | |
| "eval_mean_accuracy": 0.9192005561694518, | |
| "eval_mean_iou": 0.8690823923179269, | |
| "eval_overall_accuracy": 0.9915651919236824, | |
| "eval_runtime": 9.5854, | |
| "eval_samples_per_second": 6.99, | |
| "eval_steps_per_second": 0.522, | |
| "step": 840 | |
| }, | |
| { | |
| "epoch": 84.1, | |
| "learning_rate": 8.41e-05, | |
| "loss": 0.0102, | |
| "step": 841 | |
| }, | |
| { | |
| "epoch": 84.2, | |
| "learning_rate": 8.42e-05, | |
| "loss": 0.01, | |
| "step": 842 | |
| }, | |
| { | |
| "epoch": 84.3, | |
| "learning_rate": 8.43e-05, | |
| "loss": 0.0117, | |
| "step": 843 | |
| }, | |
| { | |
| "epoch": 84.4, | |
| "learning_rate": 8.44e-05, | |
| "loss": 0.0118, | |
| "step": 844 | |
| }, | |
| { | |
| "epoch": 84.5, | |
| "learning_rate": 8.450000000000001e-05, | |
| "loss": 0.01, | |
| "step": 845 | |
| }, | |
| { | |
| "epoch": 84.6, | |
| "learning_rate": 8.46e-05, | |
| "loss": 0.0113, | |
| "step": 846 | |
| }, | |
| { | |
| "epoch": 84.7, | |
| "learning_rate": 8.47e-05, | |
| "loss": 0.0094, | |
| "step": 847 | |
| }, | |
| { | |
| "epoch": 84.8, | |
| "learning_rate": 8.48e-05, | |
| "loss": 0.0129, | |
| "step": 848 | |
| }, | |
| { | |
| "epoch": 84.9, | |
| "learning_rate": 8.49e-05, | |
| "loss": 0.0117, | |
| "step": 849 | |
| }, | |
| { | |
| "epoch": 85.0, | |
| "learning_rate": 8.5e-05, | |
| "loss": 0.0089, | |
| "step": 850 | |
| }, | |
| { | |
| "epoch": 85.1, | |
| "learning_rate": 8.510000000000001e-05, | |
| "loss": 0.0113, | |
| "step": 851 | |
| }, | |
| { | |
| "epoch": 85.2, | |
| "learning_rate": 8.52e-05, | |
| "loss": 0.0105, | |
| "step": 852 | |
| }, | |
| { | |
| "epoch": 85.3, | |
| "learning_rate": 8.53e-05, | |
| "loss": 0.0122, | |
| "step": 853 | |
| }, | |
| { | |
| "epoch": 85.4, | |
| "learning_rate": 8.54e-05, | |
| "loss": 0.0092, | |
| "step": 854 | |
| }, | |
| { | |
| "epoch": 85.5, | |
| "learning_rate": 8.55e-05, | |
| "loss": 0.012, | |
| "step": 855 | |
| }, | |
| { | |
| "epoch": 85.6, | |
| "learning_rate": 8.560000000000001e-05, | |
| "loss": 0.0134, | |
| "step": 856 | |
| }, | |
| { | |
| "epoch": 85.7, | |
| "learning_rate": 8.57e-05, | |
| "loss": 0.0091, | |
| "step": 857 | |
| }, | |
| { | |
| "epoch": 85.8, | |
| "learning_rate": 8.58e-05, | |
| "loss": 0.0096, | |
| "step": 858 | |
| }, | |
| { | |
| "epoch": 85.9, | |
| "learning_rate": 8.59e-05, | |
| "loss": 0.01, | |
| "step": 859 | |
| }, | |
| { | |
| "epoch": 86.0, | |
| "learning_rate": 8.6e-05, | |
| "loss": 0.0101, | |
| "step": 860 | |
| }, | |
| { | |
| "epoch": 86.0, | |
| "eval_accuracy_safe": 0.8191641512561633, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9969775614282465, | |
| "eval_iou_safe": 0.7451689317732707, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9915200508044267, | |
| "eval_loss": 0.03419874235987663, | |
| "eval_mean_accuracy": 0.9080708563422049, | |
| "eval_mean_iou": 0.8683444912888487, | |
| "eval_overall_accuracy": 0.9917252384014984, | |
| "eval_runtime": 9.713, | |
| "eval_samples_per_second": 6.898, | |
| "eval_steps_per_second": 0.515, | |
| "step": 860 | |
| }, | |
| { | |
| "epoch": 86.1, | |
| "learning_rate": 8.61e-05, | |
| "loss": 0.0091, | |
| "step": 861 | |
| }, | |
| { | |
| "epoch": 86.2, | |
| "learning_rate": 8.620000000000001e-05, | |
| "loss": 0.0108, | |
| "step": 862 | |
| }, | |
| { | |
| "epoch": 86.3, | |
| "learning_rate": 8.63e-05, | |
| "loss": 0.0092, | |
| "step": 863 | |
| }, | |
| { | |
| "epoch": 86.4, | |
| "learning_rate": 8.64e-05, | |
| "loss": 0.0117, | |
| "step": 864 | |
| }, | |
| { | |
| "epoch": 86.5, | |
| "learning_rate": 8.65e-05, | |
| "loss": 0.0084, | |
| "step": 865 | |
| }, | |
| { | |
| "epoch": 86.6, | |
| "learning_rate": 8.66e-05, | |
| "loss": 0.0109, | |
| "step": 866 | |
| }, | |
| { | |
| "epoch": 86.7, | |
| "learning_rate": 8.67e-05, | |
| "loss": 0.011, | |
| "step": 867 | |
| }, | |
| { | |
| "epoch": 86.8, | |
| "learning_rate": 8.680000000000001e-05, | |
| "loss": 0.0106, | |
| "step": 868 | |
| }, | |
| { | |
| "epoch": 86.9, | |
| "learning_rate": 8.69e-05, | |
| "loss": 0.0109, | |
| "step": 869 | |
| }, | |
| { | |
| "epoch": 87.0, | |
| "learning_rate": 8.7e-05, | |
| "loss": 0.0091, | |
| "step": 870 | |
| }, | |
| { | |
| "epoch": 87.1, | |
| "learning_rate": 8.71e-05, | |
| "loss": 0.009, | |
| "step": 871 | |
| }, | |
| { | |
| "epoch": 87.2, | |
| "learning_rate": 8.72e-05, | |
| "loss": 0.0098, | |
| "step": 872 | |
| }, | |
| { | |
| "epoch": 87.3, | |
| "learning_rate": 8.730000000000001e-05, | |
| "loss": 0.0098, | |
| "step": 873 | |
| }, | |
| { | |
| "epoch": 87.4, | |
| "learning_rate": 8.740000000000001e-05, | |
| "loss": 0.0095, | |
| "step": 874 | |
| }, | |
| { | |
| "epoch": 87.5, | |
| "learning_rate": 8.75e-05, | |
| "loss": 0.0143, | |
| "step": 875 | |
| }, | |
| { | |
| "epoch": 87.6, | |
| "learning_rate": 8.76e-05, | |
| "loss": 0.0113, | |
| "step": 876 | |
| }, | |
| { | |
| "epoch": 87.7, | |
| "learning_rate": 8.77e-05, | |
| "loss": 0.0112, | |
| "step": 877 | |
| }, | |
| { | |
| "epoch": 87.8, | |
| "learning_rate": 8.78e-05, | |
| "loss": 0.0092, | |
| "step": 878 | |
| }, | |
| { | |
| "epoch": 87.9, | |
| "learning_rate": 8.790000000000001e-05, | |
| "loss": 0.0087, | |
| "step": 879 | |
| }, | |
| { | |
| "epoch": 88.0, | |
| "learning_rate": 8.800000000000001e-05, | |
| "loss": 0.0085, | |
| "step": 880 | |
| }, | |
| { | |
| "epoch": 88.0, | |
| "eval_accuracy_safe": 0.8473849368352474, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9954396185216341, | |
| "eval_iou_safe": 0.7369667730033376, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9908369662899892, | |
| "eval_loss": 0.04408281296491623, | |
| "eval_mean_accuracy": 0.9214122776784408, | |
| "eval_mean_iou": 0.8639018696466634, | |
| "eval_overall_accuracy": 0.9910663206185868, | |
| "eval_runtime": 9.6602, | |
| "eval_samples_per_second": 6.936, | |
| "eval_steps_per_second": 0.518, | |
| "step": 880 | |
| }, | |
| { | |
| "epoch": 88.1, | |
| "learning_rate": 8.81e-05, | |
| "loss": 0.009, | |
| "step": 881 | |
| }, | |
| { | |
| "epoch": 88.2, | |
| "learning_rate": 8.82e-05, | |
| "loss": 0.0119, | |
| "step": 882 | |
| }, | |
| { | |
| "epoch": 88.3, | |
| "learning_rate": 8.83e-05, | |
| "loss": 0.0112, | |
| "step": 883 | |
| }, | |
| { | |
| "epoch": 88.4, | |
| "learning_rate": 8.840000000000001e-05, | |
| "loss": 0.0092, | |
| "step": 884 | |
| }, | |
| { | |
| "epoch": 88.5, | |
| "learning_rate": 8.850000000000001e-05, | |
| "loss": 0.009, | |
| "step": 885 | |
| }, | |
| { | |
| "epoch": 88.6, | |
| "learning_rate": 8.86e-05, | |
| "loss": 0.0093, | |
| "step": 886 | |
| }, | |
| { | |
| "epoch": 88.7, | |
| "learning_rate": 8.87e-05, | |
| "loss": 0.0097, | |
| "step": 887 | |
| }, | |
| { | |
| "epoch": 88.8, | |
| "learning_rate": 8.88e-05, | |
| "loss": 0.0131, | |
| "step": 888 | |
| }, | |
| { | |
| "epoch": 88.9, | |
| "learning_rate": 8.89e-05, | |
| "loss": 0.0094, | |
| "step": 889 | |
| }, | |
| { | |
| "epoch": 89.0, | |
| "learning_rate": 8.900000000000001e-05, | |
| "loss": 0.0089, | |
| "step": 890 | |
| }, | |
| { | |
| "epoch": 89.1, | |
| "learning_rate": 8.910000000000001e-05, | |
| "loss": 0.0103, | |
| "step": 891 | |
| }, | |
| { | |
| "epoch": 89.2, | |
| "learning_rate": 8.92e-05, | |
| "loss": 0.0091, | |
| "step": 892 | |
| }, | |
| { | |
| "epoch": 89.3, | |
| "learning_rate": 8.93e-05, | |
| "loss": 0.0099, | |
| "step": 893 | |
| }, | |
| { | |
| "epoch": 89.4, | |
| "learning_rate": 8.94e-05, | |
| "loss": 0.0087, | |
| "step": 894 | |
| }, | |
| { | |
| "epoch": 89.5, | |
| "learning_rate": 8.950000000000001e-05, | |
| "loss": 0.0093, | |
| "step": 895 | |
| }, | |
| { | |
| "epoch": 89.6, | |
| "learning_rate": 8.960000000000001e-05, | |
| "loss": 0.0083, | |
| "step": 896 | |
| }, | |
| { | |
| "epoch": 89.7, | |
| "learning_rate": 8.970000000000001e-05, | |
| "loss": 0.0099, | |
| "step": 897 | |
| }, | |
| { | |
| "epoch": 89.8, | |
| "learning_rate": 8.98e-05, | |
| "loss": 0.0102, | |
| "step": 898 | |
| }, | |
| { | |
| "epoch": 89.9, | |
| "learning_rate": 8.99e-05, | |
| "loss": 0.0109, | |
| "step": 899 | |
| }, | |
| { | |
| "epoch": 90.0, | |
| "learning_rate": 9e-05, | |
| "loss": 0.009, | |
| "step": 900 | |
| }, | |
| { | |
| "epoch": 90.0, | |
| "eval_accuracy_safe": 0.8208565117327998, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9963495123393898, | |
| "eval_iou_safe": 0.7329507903287988, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9909462050698964, | |
| "eval_loss": 0.04276752471923828, | |
| "eval_mean_accuracy": 0.9086030120360948, | |
| "eval_mean_iou": 0.8619484976993477, | |
| "eval_overall_accuracy": 0.9911657304906133, | |
| "eval_runtime": 9.7841, | |
| "eval_samples_per_second": 6.848, | |
| "eval_steps_per_second": 0.511, | |
| "step": 900 | |
| }, | |
| { | |
| "epoch": 90.1, | |
| "learning_rate": 9.010000000000001e-05, | |
| "loss": 0.009, | |
| "step": 901 | |
| }, | |
| { | |
| "epoch": 90.2, | |
| "learning_rate": 9.020000000000001e-05, | |
| "loss": 0.009, | |
| "step": 902 | |
| }, | |
| { | |
| "epoch": 90.3, | |
| "learning_rate": 9.030000000000001e-05, | |
| "loss": 0.0097, | |
| "step": 903 | |
| }, | |
| { | |
| "epoch": 90.4, | |
| "learning_rate": 9.04e-05, | |
| "loss": 0.0112, | |
| "step": 904 | |
| }, | |
| { | |
| "epoch": 90.5, | |
| "learning_rate": 9.05e-05, | |
| "loss": 0.009, | |
| "step": 905 | |
| }, | |
| { | |
| "epoch": 90.6, | |
| "learning_rate": 9.06e-05, | |
| "loss": 0.0084, | |
| "step": 906 | |
| }, | |
| { | |
| "epoch": 90.7, | |
| "learning_rate": 9.070000000000001e-05, | |
| "loss": 0.0098, | |
| "step": 907 | |
| }, | |
| { | |
| "epoch": 90.8, | |
| "learning_rate": 9.080000000000001e-05, | |
| "loss": 0.0095, | |
| "step": 908 | |
| }, | |
| { | |
| "epoch": 90.9, | |
| "learning_rate": 9.090000000000001e-05, | |
| "loss": 0.0095, | |
| "step": 909 | |
| }, | |
| { | |
| "epoch": 91.0, | |
| "learning_rate": 9.1e-05, | |
| "loss": 0.01, | |
| "step": 910 | |
| }, | |
| { | |
| "epoch": 91.1, | |
| "learning_rate": 9.11e-05, | |
| "loss": 0.0104, | |
| "step": 911 | |
| }, | |
| { | |
| "epoch": 91.2, | |
| "learning_rate": 9.120000000000001e-05, | |
| "loss": 0.01, | |
| "step": 912 | |
| }, | |
| { | |
| "epoch": 91.3, | |
| "learning_rate": 9.130000000000001e-05, | |
| "loss": 0.0079, | |
| "step": 913 | |
| }, | |
| { | |
| "epoch": 91.4, | |
| "learning_rate": 9.140000000000001e-05, | |
| "loss": 0.011, | |
| "step": 914 | |
| }, | |
| { | |
| "epoch": 91.5, | |
| "learning_rate": 9.15e-05, | |
| "loss": 0.0095, | |
| "step": 915 | |
| }, | |
| { | |
| "epoch": 91.6, | |
| "learning_rate": 9.16e-05, | |
| "loss": 0.0118, | |
| "step": 916 | |
| }, | |
| { | |
| "epoch": 91.7, | |
| "learning_rate": 9.17e-05, | |
| "loss": 0.01, | |
| "step": 917 | |
| }, | |
| { | |
| "epoch": 91.8, | |
| "learning_rate": 9.180000000000001e-05, | |
| "loss": 0.0083, | |
| "step": 918 | |
| }, | |
| { | |
| "epoch": 91.9, | |
| "learning_rate": 9.190000000000001e-05, | |
| "loss": 0.009, | |
| "step": 919 | |
| }, | |
| { | |
| "epoch": 92.0, | |
| "learning_rate": 9.200000000000001e-05, | |
| "loss": 0.009, | |
| "step": 920 | |
| }, | |
| { | |
| "epoch": 92.0, | |
| "eval_accuracy_safe": 0.821469462338233, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9963327917424423, | |
| "eval_iou_safe": 0.7331384857279003, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9909479626745328, | |
| "eval_loss": 0.044428784400224686, | |
| "eval_mean_accuracy": 0.9089011270403377, | |
| "eval_mean_iou": 0.8620432242012166, | |
| "eval_overall_accuracy": 0.9911676093713561, | |
| "eval_runtime": 9.7009, | |
| "eval_samples_per_second": 6.907, | |
| "eval_steps_per_second": 0.515, | |
| "step": 920 | |
| }, | |
| { | |
| "epoch": 92.1, | |
| "learning_rate": 9.21e-05, | |
| "loss": 0.0081, | |
| "step": 921 | |
| }, | |
| { | |
| "epoch": 92.2, | |
| "learning_rate": 9.22e-05, | |
| "loss": 0.0088, | |
| "step": 922 | |
| }, | |
| { | |
| "epoch": 92.3, | |
| "learning_rate": 9.230000000000001e-05, | |
| "loss": 0.0091, | |
| "step": 923 | |
| }, | |
| { | |
| "epoch": 92.4, | |
| "learning_rate": 9.240000000000001e-05, | |
| "loss": 0.0104, | |
| "step": 924 | |
| }, | |
| { | |
| "epoch": 92.5, | |
| "learning_rate": 9.250000000000001e-05, | |
| "loss": 0.0096, | |
| "step": 925 | |
| }, | |
| { | |
| "epoch": 92.6, | |
| "learning_rate": 9.260000000000001e-05, | |
| "loss": 0.0095, | |
| "step": 926 | |
| }, | |
| { | |
| "epoch": 92.7, | |
| "learning_rate": 9.27e-05, | |
| "loss": 0.0088, | |
| "step": 927 | |
| }, | |
| { | |
| "epoch": 92.8, | |
| "learning_rate": 9.28e-05, | |
| "loss": 0.0127, | |
| "step": 928 | |
| }, | |
| { | |
| "epoch": 92.9, | |
| "learning_rate": 9.290000000000001e-05, | |
| "loss": 0.0105, | |
| "step": 929 | |
| }, | |
| { | |
| "epoch": 93.0, | |
| "learning_rate": 9.300000000000001e-05, | |
| "loss": 0.0103, | |
| "step": 930 | |
| }, | |
| { | |
| "epoch": 93.1, | |
| "learning_rate": 9.310000000000001e-05, | |
| "loss": 0.0093, | |
| "step": 931 | |
| }, | |
| { | |
| "epoch": 93.2, | |
| "learning_rate": 9.320000000000002e-05, | |
| "loss": 0.0096, | |
| "step": 932 | |
| }, | |
| { | |
| "epoch": 93.3, | |
| "learning_rate": 9.33e-05, | |
| "loss": 0.0098, | |
| "step": 933 | |
| }, | |
| { | |
| "epoch": 93.4, | |
| "learning_rate": 9.340000000000001e-05, | |
| "loss": 0.0074, | |
| "step": 934 | |
| }, | |
| { | |
| "epoch": 93.5, | |
| "learning_rate": 9.350000000000001e-05, | |
| "loss": 0.0105, | |
| "step": 935 | |
| }, | |
| { | |
| "epoch": 93.6, | |
| "learning_rate": 9.360000000000001e-05, | |
| "loss": 0.0122, | |
| "step": 936 | |
| }, | |
| { | |
| "epoch": 93.7, | |
| "learning_rate": 9.370000000000001e-05, | |
| "loss": 0.0096, | |
| "step": 937 | |
| }, | |
| { | |
| "epoch": 93.8, | |
| "learning_rate": 9.38e-05, | |
| "loss": 0.0105, | |
| "step": 938 | |
| }, | |
| { | |
| "epoch": 93.9, | |
| "learning_rate": 9.39e-05, | |
| "loss": 0.0096, | |
| "step": 939 | |
| }, | |
| { | |
| "epoch": 94.0, | |
| "learning_rate": 9.4e-05, | |
| "loss": 0.0089, | |
| "step": 940 | |
| }, | |
| { | |
| "epoch": 94.0, | |
| "eval_accuracy_safe": 0.8334335642499451, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9960640301472949, | |
| "eval_iou_safe": 0.7380003072249057, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9910395971434911, | |
| "eval_loss": 0.04098622128367424, | |
| "eval_mean_accuracy": 0.91474879719862, | |
| "eval_mean_iou": 0.8645199521841984, | |
| "eval_overall_accuracy": 0.9912601869497726, | |
| "eval_runtime": 9.7789, | |
| "eval_samples_per_second": 6.852, | |
| "eval_steps_per_second": 0.511, | |
| "step": 940 | |
| }, | |
| { | |
| "epoch": 94.1, | |
| "learning_rate": 9.41e-05, | |
| "loss": 0.0085, | |
| "step": 941 | |
| }, | |
| { | |
| "epoch": 94.2, | |
| "learning_rate": 9.42e-05, | |
| "loss": 0.0097, | |
| "step": 942 | |
| }, | |
| { | |
| "epoch": 94.3, | |
| "learning_rate": 9.43e-05, | |
| "loss": 0.0105, | |
| "step": 943 | |
| }, | |
| { | |
| "epoch": 94.4, | |
| "learning_rate": 9.44e-05, | |
| "loss": 0.0097, | |
| "step": 944 | |
| }, | |
| { | |
| "epoch": 94.5, | |
| "learning_rate": 9.449999999999999e-05, | |
| "loss": 0.0083, | |
| "step": 945 | |
| }, | |
| { | |
| "epoch": 94.6, | |
| "learning_rate": 9.46e-05, | |
| "loss": 0.0081, | |
| "step": 946 | |
| }, | |
| { | |
| "epoch": 94.7, | |
| "learning_rate": 9.47e-05, | |
| "loss": 0.0101, | |
| "step": 947 | |
| }, | |
| { | |
| "epoch": 94.8, | |
| "learning_rate": 9.48e-05, | |
| "loss": 0.0088, | |
| "step": 948 | |
| }, | |
| { | |
| "epoch": 94.9, | |
| "learning_rate": 9.49e-05, | |
| "loss": 0.0086, | |
| "step": 949 | |
| }, | |
| { | |
| "epoch": 95.0, | |
| "learning_rate": 9.5e-05, | |
| "loss": 0.0102, | |
| "step": 950 | |
| }, | |
| { | |
| "epoch": 95.1, | |
| "learning_rate": 9.51e-05, | |
| "loss": 0.0075, | |
| "step": 951 | |
| }, | |
| { | |
| "epoch": 95.2, | |
| "learning_rate": 9.52e-05, | |
| "loss": 0.01, | |
| "step": 952 | |
| }, | |
| { | |
| "epoch": 95.3, | |
| "learning_rate": 9.53e-05, | |
| "loss": 0.012, | |
| "step": 953 | |
| }, | |
| { | |
| "epoch": 95.4, | |
| "learning_rate": 9.54e-05, | |
| "loss": 0.0088, | |
| "step": 954 | |
| }, | |
| { | |
| "epoch": 95.5, | |
| "learning_rate": 9.55e-05, | |
| "loss": 0.0094, | |
| "step": 955 | |
| }, | |
| { | |
| "epoch": 95.6, | |
| "learning_rate": 9.56e-05, | |
| "loss": 0.0089, | |
| "step": 956 | |
| }, | |
| { | |
| "epoch": 95.7, | |
| "learning_rate": 9.57e-05, | |
| "loss": 0.0091, | |
| "step": 957 | |
| }, | |
| { | |
| "epoch": 95.8, | |
| "learning_rate": 9.58e-05, | |
| "loss": 0.0089, | |
| "step": 958 | |
| }, | |
| { | |
| "epoch": 95.9, | |
| "learning_rate": 9.59e-05, | |
| "loss": 0.0099, | |
| "step": 959 | |
| }, | |
| { | |
| "epoch": 96.0, | |
| "learning_rate": 9.6e-05, | |
| "loss": 0.0091, | |
| "step": 960 | |
| }, | |
| { | |
| "epoch": 96.0, | |
| "eval_accuracy_safe": 0.8349370279991211, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9961565507837383, | |
| "eval_iou_safe": 0.74132699426506, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9911767801499561, | |
| "eval_loss": 0.04181906208395958, | |
| "eval_mean_accuracy": 0.9155467893914297, | |
| "eval_mean_iou": 0.866251887207508, | |
| "eval_overall_accuracy": 0.9913943845834305, | |
| "eval_runtime": 9.8088, | |
| "eval_samples_per_second": 6.831, | |
| "eval_steps_per_second": 0.51, | |
| "step": 960 | |
| }, | |
| { | |
| "epoch": 96.1, | |
| "learning_rate": 9.61e-05, | |
| "loss": 0.0079, | |
| "step": 961 | |
| }, | |
| { | |
| "epoch": 96.2, | |
| "learning_rate": 9.620000000000001e-05, | |
| "loss": 0.0089, | |
| "step": 962 | |
| }, | |
| { | |
| "epoch": 96.3, | |
| "learning_rate": 9.63e-05, | |
| "loss": 0.0091, | |
| "step": 963 | |
| }, | |
| { | |
| "epoch": 96.4, | |
| "learning_rate": 9.64e-05, | |
| "loss": 0.0076, | |
| "step": 964 | |
| }, | |
| { | |
| "epoch": 96.5, | |
| "learning_rate": 9.65e-05, | |
| "loss": 0.0102, | |
| "step": 965 | |
| }, | |
| { | |
| "epoch": 96.6, | |
| "learning_rate": 9.66e-05, | |
| "loss": 0.0089, | |
| "step": 966 | |
| }, | |
| { | |
| "epoch": 96.7, | |
| "learning_rate": 9.67e-05, | |
| "loss": 0.01, | |
| "step": 967 | |
| }, | |
| { | |
| "epoch": 96.8, | |
| "learning_rate": 9.680000000000001e-05, | |
| "loss": 0.0104, | |
| "step": 968 | |
| }, | |
| { | |
| "epoch": 96.9, | |
| "learning_rate": 9.69e-05, | |
| "loss": 0.0108, | |
| "step": 969 | |
| }, | |
| { | |
| "epoch": 97.0, | |
| "learning_rate": 9.7e-05, | |
| "loss": 0.008, | |
| "step": 970 | |
| }, | |
| { | |
| "epoch": 97.1, | |
| "learning_rate": 9.71e-05, | |
| "loss": 0.008, | |
| "step": 971 | |
| }, | |
| { | |
| "epoch": 97.2, | |
| "learning_rate": 9.72e-05, | |
| "loss": 0.0096, | |
| "step": 972 | |
| }, | |
| { | |
| "epoch": 97.3, | |
| "learning_rate": 9.730000000000001e-05, | |
| "loss": 0.0085, | |
| "step": 973 | |
| }, | |
| { | |
| "epoch": 97.4, | |
| "learning_rate": 9.74e-05, | |
| "loss": 0.0108, | |
| "step": 974 | |
| }, | |
| { | |
| "epoch": 97.5, | |
| "learning_rate": 9.75e-05, | |
| "loss": 0.0102, | |
| "step": 975 | |
| }, | |
| { | |
| "epoch": 97.6, | |
| "learning_rate": 9.76e-05, | |
| "loss": 0.0093, | |
| "step": 976 | |
| }, | |
| { | |
| "epoch": 97.7, | |
| "learning_rate": 9.77e-05, | |
| "loss": 0.0107, | |
| "step": 977 | |
| }, | |
| { | |
| "epoch": 97.8, | |
| "learning_rate": 9.78e-05, | |
| "loss": 0.0079, | |
| "step": 978 | |
| }, | |
| { | |
| "epoch": 97.9, | |
| "learning_rate": 9.790000000000001e-05, | |
| "loss": 0.0092, | |
| "step": 979 | |
| }, | |
| { | |
| "epoch": 98.0, | |
| "learning_rate": 9.8e-05, | |
| "loss": 0.0079, | |
| "step": 980 | |
| }, | |
| { | |
| "epoch": 98.0, | |
| "eval_accuracy_safe": 0.8204594431016071, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9964533560467487, | |
| "eval_iou_safe": 0.7348348047661303, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9910375731299209, | |
| "eval_loss": 0.03976387903094292, | |
| "eval_mean_accuracy": 0.9084563995741779, | |
| "eval_mean_iou": 0.8629361889480256, | |
| "eval_overall_accuracy": 0.9912547780506646, | |
| "eval_runtime": 9.9093, | |
| "eval_samples_per_second": 6.761, | |
| "eval_steps_per_second": 0.505, | |
| "step": 980 | |
| }, | |
| { | |
| "epoch": 98.1, | |
| "learning_rate": 9.81e-05, | |
| "loss": 0.0081, | |
| "step": 981 | |
| }, | |
| { | |
| "epoch": 98.2, | |
| "learning_rate": 9.82e-05, | |
| "loss": 0.0094, | |
| "step": 982 | |
| }, | |
| { | |
| "epoch": 98.3, | |
| "learning_rate": 9.83e-05, | |
| "loss": 0.0077, | |
| "step": 983 | |
| }, | |
| { | |
| "epoch": 98.4, | |
| "learning_rate": 9.84e-05, | |
| "loss": 0.0097, | |
| "step": 984 | |
| }, | |
| { | |
| "epoch": 98.5, | |
| "learning_rate": 9.850000000000001e-05, | |
| "loss": 0.0086, | |
| "step": 985 | |
| }, | |
| { | |
| "epoch": 98.6, | |
| "learning_rate": 9.86e-05, | |
| "loss": 0.0075, | |
| "step": 986 | |
| }, | |
| { | |
| "epoch": 98.7, | |
| "learning_rate": 9.87e-05, | |
| "loss": 0.0087, | |
| "step": 987 | |
| }, | |
| { | |
| "epoch": 98.8, | |
| "learning_rate": 9.88e-05, | |
| "loss": 0.0111, | |
| "step": 988 | |
| }, | |
| { | |
| "epoch": 98.9, | |
| "learning_rate": 9.89e-05, | |
| "loss": 0.0081, | |
| "step": 989 | |
| }, | |
| { | |
| "epoch": 99.0, | |
| "learning_rate": 9.900000000000001e-05, | |
| "loss": 0.0108, | |
| "step": 990 | |
| }, | |
| { | |
| "epoch": 99.1, | |
| "learning_rate": 9.910000000000001e-05, | |
| "loss": 0.0089, | |
| "step": 991 | |
| }, | |
| { | |
| "epoch": 99.2, | |
| "learning_rate": 9.92e-05, | |
| "loss": 0.0124, | |
| "step": 992 | |
| }, | |
| { | |
| "epoch": 99.3, | |
| "learning_rate": 9.93e-05, | |
| "loss": 0.0087, | |
| "step": 993 | |
| }, | |
| { | |
| "epoch": 99.4, | |
| "learning_rate": 9.94e-05, | |
| "loss": 0.0077, | |
| "step": 994 | |
| }, | |
| { | |
| "epoch": 99.5, | |
| "learning_rate": 9.95e-05, | |
| "loss": 0.0108, | |
| "step": 995 | |
| }, | |
| { | |
| "epoch": 99.6, | |
| "learning_rate": 9.960000000000001e-05, | |
| "loss": 0.0088, | |
| "step": 996 | |
| }, | |
| { | |
| "epoch": 99.7, | |
| "learning_rate": 9.970000000000001e-05, | |
| "loss": 0.0097, | |
| "step": 997 | |
| }, | |
| { | |
| "epoch": 99.8, | |
| "learning_rate": 9.98e-05, | |
| "loss": 0.0085, | |
| "step": 998 | |
| }, | |
| { | |
| "epoch": 99.9, | |
| "learning_rate": 9.99e-05, | |
| "loss": 0.0078, | |
| "step": 999 | |
| }, | |
| { | |
| "epoch": 100.0, | |
| "learning_rate": 0.0001, | |
| "loss": 0.0084, | |
| "step": 1000 | |
| }, | |
| { | |
| "epoch": 100.0, | |
| "eval_accuracy_safe": 0.8262015181128831, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9955301444201959, | |
| "eval_iou_safe": 0.7204070656649691, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.990291515973755, | |
| "eval_loss": 0.049743711948394775, | |
| "eval_mean_accuracy": 0.9108658312665395, | |
| "eval_mean_iou": 0.8553492908193621, | |
| "eval_overall_accuracy": 0.9905284483041337, | |
| "eval_runtime": 9.603, | |
| "eval_samples_per_second": 6.977, | |
| "eval_steps_per_second": 0.521, | |
| "step": 1000 | |
| }, | |
| { | |
| "epoch": 100.1, | |
| "learning_rate": 9.999473684210527e-05, | |
| "loss": 0.0091, | |
| "step": 1001 | |
| }, | |
| { | |
| "epoch": 100.2, | |
| "learning_rate": 9.998947368421053e-05, | |
| "loss": 0.0103, | |
| "step": 1002 | |
| }, | |
| { | |
| "epoch": 100.3, | |
| "learning_rate": 9.998421052631579e-05, | |
| "loss": 0.0083, | |
| "step": 1003 | |
| }, | |
| { | |
| "epoch": 100.4, | |
| "learning_rate": 9.997894736842107e-05, | |
| "loss": 0.0105, | |
| "step": 1004 | |
| }, | |
| { | |
| "epoch": 100.5, | |
| "learning_rate": 9.997368421052632e-05, | |
| "loss": 0.0091, | |
| "step": 1005 | |
| }, | |
| { | |
| "epoch": 100.6, | |
| "learning_rate": 9.996842105263159e-05, | |
| "loss": 0.0114, | |
| "step": 1006 | |
| }, | |
| { | |
| "epoch": 100.7, | |
| "learning_rate": 9.996315789473684e-05, | |
| "loss": 0.0126, | |
| "step": 1007 | |
| }, | |
| { | |
| "epoch": 100.8, | |
| "learning_rate": 9.99578947368421e-05, | |
| "loss": 0.0105, | |
| "step": 1008 | |
| }, | |
| { | |
| "epoch": 100.9, | |
| "learning_rate": 9.995263157894738e-05, | |
| "loss": 0.0076, | |
| "step": 1009 | |
| }, | |
| { | |
| "epoch": 101.0, | |
| "learning_rate": 9.994736842105263e-05, | |
| "loss": 0.0092, | |
| "step": 1010 | |
| }, | |
| { | |
| "epoch": 101.1, | |
| "learning_rate": 9.99421052631579e-05, | |
| "loss": 0.0098, | |
| "step": 1011 | |
| }, | |
| { | |
| "epoch": 101.2, | |
| "learning_rate": 9.993684210526317e-05, | |
| "loss": 0.0097, | |
| "step": 1012 | |
| }, | |
| { | |
| "epoch": 101.3, | |
| "learning_rate": 9.993157894736841e-05, | |
| "loss": 0.0104, | |
| "step": 1013 | |
| }, | |
| { | |
| "epoch": 101.4, | |
| "learning_rate": 9.992631578947369e-05, | |
| "loss": 0.0114, | |
| "step": 1014 | |
| }, | |
| { | |
| "epoch": 101.5, | |
| "learning_rate": 9.992105263157895e-05, | |
| "loss": 0.008, | |
| "step": 1015 | |
| }, | |
| { | |
| "epoch": 101.6, | |
| "learning_rate": 9.991578947368422e-05, | |
| "loss": 0.0085, | |
| "step": 1016 | |
| }, | |
| { | |
| "epoch": 101.7, | |
| "learning_rate": 9.991052631578948e-05, | |
| "loss": 0.0117, | |
| "step": 1017 | |
| }, | |
| { | |
| "epoch": 101.8, | |
| "learning_rate": 9.990526315789474e-05, | |
| "loss": 0.0077, | |
| "step": 1018 | |
| }, | |
| { | |
| "epoch": 101.9, | |
| "learning_rate": 9.99e-05, | |
| "loss": 0.0108, | |
| "step": 1019 | |
| }, | |
| { | |
| "epoch": 102.0, | |
| "learning_rate": 9.989473684210526e-05, | |
| "loss": 0.0088, | |
| "step": 1020 | |
| }, | |
| { | |
| "epoch": 102.0, | |
| "eval_accuracy_safe": 0.8155596932933952, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9960180925072599, | |
| "eval_iou_safe": 0.721209259672765, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9904577652014809, | |
| "eval_loss": 0.039893802255392075, | |
| "eval_mean_accuracy": 0.9057888929003275, | |
| "eval_mean_iou": 0.8558335124371229, | |
| "eval_overall_accuracy": 0.9906876407452484, | |
| "eval_runtime": 9.8062, | |
| "eval_samples_per_second": 6.832, | |
| "eval_steps_per_second": 0.51, | |
| "step": 1020 | |
| }, | |
| { | |
| "epoch": 102.1, | |
| "learning_rate": 9.988947368421053e-05, | |
| "loss": 0.0114, | |
| "step": 1021 | |
| }, | |
| { | |
| "epoch": 102.2, | |
| "learning_rate": 9.988421052631579e-05, | |
| "loss": 0.0108, | |
| "step": 1022 | |
| }, | |
| { | |
| "epoch": 102.3, | |
| "learning_rate": 9.987894736842107e-05, | |
| "loss": 0.0082, | |
| "step": 1023 | |
| }, | |
| { | |
| "epoch": 102.4, | |
| "learning_rate": 9.987368421052631e-05, | |
| "loss": 0.0083, | |
| "step": 1024 | |
| }, | |
| { | |
| "epoch": 102.5, | |
| "learning_rate": 9.986842105263159e-05, | |
| "loss": 0.0091, | |
| "step": 1025 | |
| }, | |
| { | |
| "epoch": 102.6, | |
| "learning_rate": 9.986315789473685e-05, | |
| "loss": 0.0083, | |
| "step": 1026 | |
| }, | |
| { | |
| "epoch": 102.7, | |
| "learning_rate": 9.98578947368421e-05, | |
| "loss": 0.0075, | |
| "step": 1027 | |
| }, | |
| { | |
| "epoch": 102.8, | |
| "learning_rate": 9.985263157894738e-05, | |
| "loss": 0.0085, | |
| "step": 1028 | |
| }, | |
| { | |
| "epoch": 102.9, | |
| "learning_rate": 9.984736842105264e-05, | |
| "loss": 0.0119, | |
| "step": 1029 | |
| }, | |
| { | |
| "epoch": 103.0, | |
| "learning_rate": 9.98421052631579e-05, | |
| "loss": 0.008, | |
| "step": 1030 | |
| }, | |
| { | |
| "epoch": 103.1, | |
| "learning_rate": 9.983684210526316e-05, | |
| "loss": 0.0078, | |
| "step": 1031 | |
| }, | |
| { | |
| "epoch": 103.2, | |
| "learning_rate": 9.983157894736843e-05, | |
| "loss": 0.0078, | |
| "step": 1032 | |
| }, | |
| { | |
| "epoch": 103.3, | |
| "learning_rate": 9.982631578947369e-05, | |
| "loss": 0.0102, | |
| "step": 1033 | |
| }, | |
| { | |
| "epoch": 103.4, | |
| "learning_rate": 9.982105263157895e-05, | |
| "loss": 0.008, | |
| "step": 1034 | |
| }, | |
| { | |
| "epoch": 103.5, | |
| "learning_rate": 9.981578947368421e-05, | |
| "loss": 0.011, | |
| "step": 1035 | |
| }, | |
| { | |
| "epoch": 103.6, | |
| "learning_rate": 9.981052631578948e-05, | |
| "loss": 0.0074, | |
| "step": 1036 | |
| }, | |
| { | |
| "epoch": 103.7, | |
| "learning_rate": 9.980526315789475e-05, | |
| "loss": 0.0077, | |
| "step": 1037 | |
| }, | |
| { | |
| "epoch": 103.8, | |
| "learning_rate": 9.98e-05, | |
| "loss": 0.0094, | |
| "step": 1038 | |
| }, | |
| { | |
| "epoch": 103.9, | |
| "learning_rate": 9.979473684210526e-05, | |
| "loss": 0.0096, | |
| "step": 1039 | |
| }, | |
| { | |
| "epoch": 104.0, | |
| "learning_rate": 9.978947368421054e-05, | |
| "loss": 0.0089, | |
| "step": 1040 | |
| }, | |
| { | |
| "epoch": 104.0, | |
| "eval_accuracy_safe": 0.8493741350264649, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9957055640162428, | |
| "eval_iou_safe": 0.7443530405405405, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9911614156662233, | |
| "eval_loss": 0.03877120092511177, | |
| "eval_mean_accuracy": 0.9225398495213538, | |
| "eval_mean_iou": 0.8677572281033819, | |
| "eval_overall_accuracy": 0.9913831682347539, | |
| "eval_runtime": 9.5733, | |
| "eval_samples_per_second": 6.999, | |
| "eval_steps_per_second": 0.522, | |
| "step": 1040 | |
| }, | |
| { | |
| "epoch": 104.1, | |
| "learning_rate": 9.978421052631579e-05, | |
| "loss": 0.0088, | |
| "step": 1041 | |
| }, | |
| { | |
| "epoch": 104.2, | |
| "learning_rate": 9.977894736842106e-05, | |
| "loss": 0.0075, | |
| "step": 1042 | |
| }, | |
| { | |
| "epoch": 104.3, | |
| "learning_rate": 9.977368421052633e-05, | |
| "loss": 0.0088, | |
| "step": 1043 | |
| }, | |
| { | |
| "epoch": 104.4, | |
| "learning_rate": 9.976842105263159e-05, | |
| "loss": 0.0099, | |
| "step": 1044 | |
| }, | |
| { | |
| "epoch": 104.5, | |
| "learning_rate": 9.976315789473685e-05, | |
| "loss": 0.0084, | |
| "step": 1045 | |
| }, | |
| { | |
| "epoch": 104.6, | |
| "learning_rate": 9.975789473684211e-05, | |
| "loss": 0.0073, | |
| "step": 1046 | |
| }, | |
| { | |
| "epoch": 104.7, | |
| "learning_rate": 9.975263157894737e-05, | |
| "loss": 0.0085, | |
| "step": 1047 | |
| }, | |
| { | |
| "epoch": 104.8, | |
| "learning_rate": 9.974736842105264e-05, | |
| "loss": 0.0082, | |
| "step": 1048 | |
| }, | |
| { | |
| "epoch": 104.9, | |
| "learning_rate": 9.97421052631579e-05, | |
| "loss": 0.0081, | |
| "step": 1049 | |
| }, | |
| { | |
| "epoch": 105.0, | |
| "learning_rate": 9.973684210526316e-05, | |
| "loss": 0.0086, | |
| "step": 1050 | |
| }, | |
| { | |
| "epoch": 105.1, | |
| "learning_rate": 9.973157894736842e-05, | |
| "loss": 0.0082, | |
| "step": 1051 | |
| }, | |
| { | |
| "epoch": 105.2, | |
| "learning_rate": 9.972631578947369e-05, | |
| "loss": 0.0072, | |
| "step": 1052 | |
| }, | |
| { | |
| "epoch": 105.3, | |
| "learning_rate": 9.972105263157895e-05, | |
| "loss": 0.0091, | |
| "step": 1053 | |
| }, | |
| { | |
| "epoch": 105.4, | |
| "learning_rate": 9.971578947368422e-05, | |
| "loss": 0.0079, | |
| "step": 1054 | |
| }, | |
| { | |
| "epoch": 105.5, | |
| "learning_rate": 9.971052631578947e-05, | |
| "loss": 0.0091, | |
| "step": 1055 | |
| }, | |
| { | |
| "epoch": 105.6, | |
| "learning_rate": 9.970526315789475e-05, | |
| "loss": 0.0075, | |
| "step": 1056 | |
| }, | |
| { | |
| "epoch": 105.7, | |
| "learning_rate": 9.970000000000001e-05, | |
| "loss": 0.0094, | |
| "step": 1057 | |
| }, | |
| { | |
| "epoch": 105.8, | |
| "learning_rate": 9.969473684210526e-05, | |
| "loss": 0.0085, | |
| "step": 1058 | |
| }, | |
| { | |
| "epoch": 105.9, | |
| "learning_rate": 9.968947368421054e-05, | |
| "loss": 0.0071, | |
| "step": 1059 | |
| }, | |
| { | |
| "epoch": 106.0, | |
| "learning_rate": 9.968421052631578e-05, | |
| "loss": 0.008, | |
| "step": 1060 | |
| }, | |
| { | |
| "epoch": 106.0, | |
| "eval_accuracy_safe": 0.8497846962810475, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.995183998729, | |
| "eval_iou_safe": 0.7336950190550683, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9906545538346639, | |
| "eval_loss": 0.044908296316862106, | |
| "eval_mean_accuracy": 0.9224843475050237, | |
| "eval_mean_iou": 0.8621747864448661, | |
| "eval_overall_accuracy": 0.9908891364709654, | |
| "eval_runtime": 9.8596, | |
| "eval_samples_per_second": 6.795, | |
| "eval_steps_per_second": 0.507, | |
| "step": 1060 | |
| }, | |
| { | |
| "epoch": 106.1, | |
| "learning_rate": 9.967894736842106e-05, | |
| "loss": 0.0091, | |
| "step": 1061 | |
| }, | |
| { | |
| "epoch": 106.2, | |
| "learning_rate": 9.967368421052632e-05, | |
| "loss": 0.0079, | |
| "step": 1062 | |
| }, | |
| { | |
| "epoch": 106.3, | |
| "learning_rate": 9.966842105263158e-05, | |
| "loss": 0.0083, | |
| "step": 1063 | |
| }, | |
| { | |
| "epoch": 106.4, | |
| "learning_rate": 9.966315789473685e-05, | |
| "loss": 0.0078, | |
| "step": 1064 | |
| }, | |
| { | |
| "epoch": 106.5, | |
| "learning_rate": 9.965789473684211e-05, | |
| "loss": 0.0087, | |
| "step": 1065 | |
| }, | |
| { | |
| "epoch": 106.6, | |
| "learning_rate": 9.965263157894737e-05, | |
| "loss": 0.0073, | |
| "step": 1066 | |
| }, | |
| { | |
| "epoch": 106.7, | |
| "learning_rate": 9.964736842105263e-05, | |
| "loss": 0.0085, | |
| "step": 1067 | |
| }, | |
| { | |
| "epoch": 106.8, | |
| "learning_rate": 9.96421052631579e-05, | |
| "loss": 0.0068, | |
| "step": 1068 | |
| }, | |
| { | |
| "epoch": 106.9, | |
| "learning_rate": 9.963684210526316e-05, | |
| "loss": 0.0085, | |
| "step": 1069 | |
| }, | |
| { | |
| "epoch": 107.0, | |
| "learning_rate": 9.963157894736843e-05, | |
| "loss": 0.0072, | |
| "step": 1070 | |
| }, | |
| { | |
| "epoch": 107.1, | |
| "learning_rate": 9.962631578947368e-05, | |
| "loss": 0.0085, | |
| "step": 1071 | |
| }, | |
| { | |
| "epoch": 107.2, | |
| "learning_rate": 9.962105263157895e-05, | |
| "loss": 0.0085, | |
| "step": 1072 | |
| }, | |
| { | |
| "epoch": 107.3, | |
| "learning_rate": 9.961578947368422e-05, | |
| "loss": 0.008, | |
| "step": 1073 | |
| }, | |
| { | |
| "epoch": 107.4, | |
| "learning_rate": 9.961052631578947e-05, | |
| "loss": 0.0072, | |
| "step": 1074 | |
| }, | |
| { | |
| "epoch": 107.5, | |
| "learning_rate": 9.960526315789475e-05, | |
| "loss": 0.0069, | |
| "step": 1075 | |
| }, | |
| { | |
| "epoch": 107.6, | |
| "learning_rate": 9.960000000000001e-05, | |
| "loss": 0.0077, | |
| "step": 1076 | |
| }, | |
| { | |
| "epoch": 107.7, | |
| "learning_rate": 9.959473684210526e-05, | |
| "loss": 0.0093, | |
| "step": 1077 | |
| }, | |
| { | |
| "epoch": 107.8, | |
| "learning_rate": 9.958947368421053e-05, | |
| "loss": 0.0098, | |
| "step": 1078 | |
| }, | |
| { | |
| "epoch": 107.9, | |
| "learning_rate": 9.95842105263158e-05, | |
| "loss": 0.0072, | |
| "step": 1079 | |
| }, | |
| { | |
| "epoch": 108.0, | |
| "learning_rate": 9.957894736842106e-05, | |
| "loss": 0.0084, | |
| "step": 1080 | |
| }, | |
| { | |
| "epoch": 108.0, | |
| "eval_accuracy_safe": 0.8509604820336082, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9957255113950575, | |
| "eval_iou_safe": 0.7461717878511307, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9912289144692424, | |
| "eval_loss": 0.04285858944058418, | |
| "eval_mean_accuracy": 0.9233429967143328, | |
| "eval_mean_iou": 0.8687003511601865, | |
| "eval_overall_accuracy": 0.9914493845469916, | |
| "eval_runtime": 9.6865, | |
| "eval_samples_per_second": 6.917, | |
| "eval_steps_per_second": 0.516, | |
| "step": 1080 | |
| }, | |
| { | |
| "epoch": 108.1, | |
| "learning_rate": 9.957368421052632e-05, | |
| "loss": 0.0072, | |
| "step": 1081 | |
| }, | |
| { | |
| "epoch": 108.2, | |
| "learning_rate": 9.956842105263158e-05, | |
| "loss": 0.0068, | |
| "step": 1082 | |
| }, | |
| { | |
| "epoch": 108.3, | |
| "learning_rate": 9.956315789473684e-05, | |
| "loss": 0.0077, | |
| "step": 1083 | |
| }, | |
| { | |
| "epoch": 108.4, | |
| "learning_rate": 9.955789473684211e-05, | |
| "loss": 0.0088, | |
| "step": 1084 | |
| }, | |
| { | |
| "epoch": 108.5, | |
| "learning_rate": 9.955263157894737e-05, | |
| "loss": 0.0076, | |
| "step": 1085 | |
| }, | |
| { | |
| "epoch": 108.6, | |
| "learning_rate": 9.954736842105263e-05, | |
| "loss": 0.0081, | |
| "step": 1086 | |
| }, | |
| { | |
| "epoch": 108.7, | |
| "learning_rate": 9.954210526315791e-05, | |
| "loss": 0.0087, | |
| "step": 1087 | |
| }, | |
| { | |
| "epoch": 108.8, | |
| "learning_rate": 9.953684210526316e-05, | |
| "loss": 0.0076, | |
| "step": 1088 | |
| }, | |
| { | |
| "epoch": 108.9, | |
| "learning_rate": 9.953157894736843e-05, | |
| "loss": 0.0072, | |
| "step": 1089 | |
| }, | |
| { | |
| "epoch": 109.0, | |
| "learning_rate": 9.95263157894737e-05, | |
| "loss": 0.0087, | |
| "step": 1090 | |
| }, | |
| { | |
| "epoch": 109.1, | |
| "learning_rate": 9.952105263157894e-05, | |
| "loss": 0.0069, | |
| "step": 1091 | |
| }, | |
| { | |
| "epoch": 109.2, | |
| "learning_rate": 9.951578947368422e-05, | |
| "loss": 0.0079, | |
| "step": 1092 | |
| }, | |
| { | |
| "epoch": 109.3, | |
| "learning_rate": 9.951052631578948e-05, | |
| "loss": 0.0099, | |
| "step": 1093 | |
| }, | |
| { | |
| "epoch": 109.4, | |
| "learning_rate": 9.950526315789474e-05, | |
| "loss": 0.0081, | |
| "step": 1094 | |
| }, | |
| { | |
| "epoch": 109.5, | |
| "learning_rate": 9.95e-05, | |
| "loss": 0.0093, | |
| "step": 1095 | |
| }, | |
| { | |
| "epoch": 109.6, | |
| "learning_rate": 9.949473684210527e-05, | |
| "loss": 0.008, | |
| "step": 1096 | |
| }, | |
| { | |
| "epoch": 109.7, | |
| "learning_rate": 9.948947368421053e-05, | |
| "loss": 0.0071, | |
| "step": 1097 | |
| }, | |
| { | |
| "epoch": 109.8, | |
| "learning_rate": 9.948421052631579e-05, | |
| "loss": 0.008, | |
| "step": 1098 | |
| }, | |
| { | |
| "epoch": 109.9, | |
| "learning_rate": 9.947894736842106e-05, | |
| "loss": 0.0065, | |
| "step": 1099 | |
| }, | |
| { | |
| "epoch": 110.0, | |
| "learning_rate": 9.947368421052632e-05, | |
| "loss": 0.0084, | |
| "step": 1100 | |
| }, | |
| { | |
| "epoch": 110.0, | |
| "eval_accuracy_safe": 0.8374852063022117, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9962660853609355, | |
| "eval_iou_safe": 0.7459730172410833, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9913622729522215, | |
| "eval_loss": 0.04052352160215378, | |
| "eval_mean_accuracy": 0.9168756458315737, | |
| "eval_mean_iou": 0.8686676450966524, | |
| "eval_overall_accuracy": 0.9915759527861182, | |
| "eval_runtime": 9.728, | |
| "eval_samples_per_second": 6.887, | |
| "eval_steps_per_second": 0.514, | |
| "step": 1100 | |
| }, | |
| { | |
| "epoch": 110.1, | |
| "learning_rate": 9.94684210526316e-05, | |
| "loss": 0.0092, | |
| "step": 1101 | |
| }, | |
| { | |
| "epoch": 110.2, | |
| "learning_rate": 9.946315789473684e-05, | |
| "loss": 0.0081, | |
| "step": 1102 | |
| }, | |
| { | |
| "epoch": 110.3, | |
| "learning_rate": 9.94578947368421e-05, | |
| "loss": 0.0067, | |
| "step": 1103 | |
| }, | |
| { | |
| "epoch": 110.4, | |
| "learning_rate": 9.945263157894738e-05, | |
| "loss": 0.0068, | |
| "step": 1104 | |
| }, | |
| { | |
| "epoch": 110.5, | |
| "learning_rate": 9.944736842105263e-05, | |
| "loss": 0.008, | |
| "step": 1105 | |
| }, | |
| { | |
| "epoch": 110.6, | |
| "learning_rate": 9.94421052631579e-05, | |
| "loss": 0.0087, | |
| "step": 1106 | |
| }, | |
| { | |
| "epoch": 110.7, | |
| "learning_rate": 9.943684210526317e-05, | |
| "loss": 0.0069, | |
| "step": 1107 | |
| }, | |
| { | |
| "epoch": 110.8, | |
| "learning_rate": 9.943157894736843e-05, | |
| "loss": 0.0076, | |
| "step": 1108 | |
| }, | |
| { | |
| "epoch": 110.9, | |
| "learning_rate": 9.942631578947369e-05, | |
| "loss": 0.0064, | |
| "step": 1109 | |
| }, | |
| { | |
| "epoch": 111.0, | |
| "learning_rate": 9.942105263157895e-05, | |
| "loss": 0.007, | |
| "step": 1110 | |
| }, | |
| { | |
| "epoch": 111.1, | |
| "learning_rate": 9.941578947368422e-05, | |
| "loss": 0.0071, | |
| "step": 1111 | |
| }, | |
| { | |
| "epoch": 111.2, | |
| "learning_rate": 9.941052631578948e-05, | |
| "loss": 0.008, | |
| "step": 1112 | |
| }, | |
| { | |
| "epoch": 111.3, | |
| "learning_rate": 9.940526315789474e-05, | |
| "loss": 0.0068, | |
| "step": 1113 | |
| }, | |
| { | |
| "epoch": 111.4, | |
| "learning_rate": 9.94e-05, | |
| "loss": 0.0093, | |
| "step": 1114 | |
| }, | |
| { | |
| "epoch": 111.5, | |
| "learning_rate": 9.939473684210527e-05, | |
| "loss": 0.007, | |
| "step": 1115 | |
| }, | |
| { | |
| "epoch": 111.6, | |
| "learning_rate": 9.938947368421053e-05, | |
| "loss": 0.0079, | |
| "step": 1116 | |
| }, | |
| { | |
| "epoch": 111.7, | |
| "learning_rate": 9.938421052631579e-05, | |
| "loss": 0.0071, | |
| "step": 1117 | |
| }, | |
| { | |
| "epoch": 111.8, | |
| "learning_rate": 9.937894736842107e-05, | |
| "loss": 0.0096, | |
| "step": 1118 | |
| }, | |
| { | |
| "epoch": 111.9, | |
| "learning_rate": 9.937368421052632e-05, | |
| "loss": 0.0074, | |
| "step": 1119 | |
| }, | |
| { | |
| "epoch": 112.0, | |
| "learning_rate": 9.936842105263159e-05, | |
| "loss": 0.007, | |
| "step": 1120 | |
| }, | |
| { | |
| "epoch": 112.0, | |
| "eval_accuracy_safe": 0.840355280049036, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9955587747756712, | |
| "eval_iou_safe": 0.7333499298572587, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9907445671244249, | |
| "eval_loss": 0.054369520395994186, | |
| "eval_mean_accuracy": 0.9179570274123536, | |
| "eval_mean_iou": 0.8620472484908418, | |
| "eval_overall_accuracy": 0.9909743123979711, | |
| "eval_runtime": 9.6881, | |
| "eval_samples_per_second": 6.916, | |
| "eval_steps_per_second": 0.516, | |
| "step": 1120 | |
| }, | |
| { | |
| "epoch": 112.1, | |
| "learning_rate": 9.936315789473685e-05, | |
| "loss": 0.0078, | |
| "step": 1121 | |
| }, | |
| { | |
| "epoch": 112.2, | |
| "learning_rate": 9.93578947368421e-05, | |
| "loss": 0.0073, | |
| "step": 1122 | |
| }, | |
| { | |
| "epoch": 112.3, | |
| "learning_rate": 9.935263157894738e-05, | |
| "loss": 0.0069, | |
| "step": 1123 | |
| }, | |
| { | |
| "epoch": 112.4, | |
| "learning_rate": 9.934736842105263e-05, | |
| "loss": 0.0068, | |
| "step": 1124 | |
| }, | |
| { | |
| "epoch": 112.5, | |
| "learning_rate": 9.93421052631579e-05, | |
| "loss": 0.0085, | |
| "step": 1125 | |
| }, | |
| { | |
| "epoch": 112.6, | |
| "learning_rate": 9.933684210526317e-05, | |
| "loss": 0.0063, | |
| "step": 1126 | |
| }, | |
| { | |
| "epoch": 112.7, | |
| "learning_rate": 9.933157894736843e-05, | |
| "loss": 0.007, | |
| "step": 1127 | |
| }, | |
| { | |
| "epoch": 112.8, | |
| "learning_rate": 9.932631578947369e-05, | |
| "loss": 0.0089, | |
| "step": 1128 | |
| }, | |
| { | |
| "epoch": 112.9, | |
| "learning_rate": 9.932105263157895e-05, | |
| "loss": 0.0073, | |
| "step": 1129 | |
| }, | |
| { | |
| "epoch": 113.0, | |
| "learning_rate": 9.931578947368421e-05, | |
| "loss": 0.0086, | |
| "step": 1130 | |
| }, | |
| { | |
| "epoch": 113.1, | |
| "learning_rate": 9.931052631578948e-05, | |
| "loss": 0.0068, | |
| "step": 1131 | |
| }, | |
| { | |
| "epoch": 113.2, | |
| "learning_rate": 9.930526315789474e-05, | |
| "loss": 0.0073, | |
| "step": 1132 | |
| }, | |
| { | |
| "epoch": 113.3, | |
| "learning_rate": 9.93e-05, | |
| "loss": 0.0068, | |
| "step": 1133 | |
| }, | |
| { | |
| "epoch": 113.4, | |
| "learning_rate": 9.929473684210526e-05, | |
| "loss": 0.0078, | |
| "step": 1134 | |
| }, | |
| { | |
| "epoch": 113.5, | |
| "learning_rate": 9.928947368421053e-05, | |
| "loss": 0.0071, | |
| "step": 1135 | |
| }, | |
| { | |
| "epoch": 113.6, | |
| "learning_rate": 9.928421052631579e-05, | |
| "loss": 0.0076, | |
| "step": 1136 | |
| }, | |
| { | |
| "epoch": 113.7, | |
| "learning_rate": 9.927894736842106e-05, | |
| "loss": 0.0071, | |
| "step": 1137 | |
| }, | |
| { | |
| "epoch": 113.8, | |
| "learning_rate": 9.927368421052631e-05, | |
| "loss": 0.0085, | |
| "step": 1138 | |
| }, | |
| { | |
| "epoch": 113.9, | |
| "learning_rate": 9.926842105263159e-05, | |
| "loss": 0.0076, | |
| "step": 1139 | |
| }, | |
| { | |
| "epoch": 114.0, | |
| "learning_rate": 9.926315789473685e-05, | |
| "loss": 0.0079, | |
| "step": 1140 | |
| }, | |
| { | |
| "epoch": 114.0, | |
| "eval_accuracy_safe": 0.8398502704307231, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9954145669605933, | |
| "eval_iou_safe": 0.7298914500134013, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9905859037740224, | |
| "eval_loss": 0.050063032656908035, | |
| "eval_mean_accuracy": 0.9176324186956581, | |
| "eval_mean_iou": 0.8602386768937118, | |
| "eval_overall_accuracy": 0.9908194470761428, | |
| "eval_runtime": 9.9077, | |
| "eval_samples_per_second": 6.762, | |
| "eval_steps_per_second": 0.505, | |
| "step": 1140 | |
| }, | |
| { | |
| "epoch": 114.1, | |
| "learning_rate": 9.92578947368421e-05, | |
| "loss": 0.008, | |
| "step": 1141 | |
| }, | |
| { | |
| "epoch": 114.2, | |
| "learning_rate": 9.925263157894738e-05, | |
| "loss": 0.0073, | |
| "step": 1142 | |
| }, | |
| { | |
| "epoch": 114.3, | |
| "learning_rate": 9.924736842105264e-05, | |
| "loss": 0.0102, | |
| "step": 1143 | |
| }, | |
| { | |
| "epoch": 114.4, | |
| "learning_rate": 9.92421052631579e-05, | |
| "loss": 0.0066, | |
| "step": 1144 | |
| }, | |
| { | |
| "epoch": 114.5, | |
| "learning_rate": 9.923684210526316e-05, | |
| "loss": 0.0072, | |
| "step": 1145 | |
| }, | |
| { | |
| "epoch": 114.6, | |
| "learning_rate": 9.923157894736842e-05, | |
| "loss": 0.0078, | |
| "step": 1146 | |
| }, | |
| { | |
| "epoch": 114.7, | |
| "learning_rate": 9.922631578947369e-05, | |
| "loss": 0.0085, | |
| "step": 1147 | |
| }, | |
| { | |
| "epoch": 114.8, | |
| "learning_rate": 9.922105263157895e-05, | |
| "loss": 0.0059, | |
| "step": 1148 | |
| }, | |
| { | |
| "epoch": 114.9, | |
| "learning_rate": 9.921578947368421e-05, | |
| "loss": 0.0069, | |
| "step": 1149 | |
| }, | |
| { | |
| "epoch": 115.0, | |
| "learning_rate": 9.921052631578947e-05, | |
| "loss": 0.0094, | |
| "step": 1150 | |
| }, | |
| { | |
| "epoch": 115.1, | |
| "learning_rate": 9.920526315789475e-05, | |
| "loss": 0.007, | |
| "step": 1151 | |
| }, | |
| { | |
| "epoch": 115.2, | |
| "learning_rate": 9.92e-05, | |
| "loss": 0.0072, | |
| "step": 1152 | |
| }, | |
| { | |
| "epoch": 115.3, | |
| "learning_rate": 9.919473684210526e-05, | |
| "loss": 0.0075, | |
| "step": 1153 | |
| }, | |
| { | |
| "epoch": 115.4, | |
| "learning_rate": 9.918947368421054e-05, | |
| "loss": 0.0083, | |
| "step": 1154 | |
| }, | |
| { | |
| "epoch": 115.5, | |
| "learning_rate": 9.918421052631579e-05, | |
| "loss": 0.0067, | |
| "step": 1155 | |
| }, | |
| { | |
| "epoch": 115.6, | |
| "learning_rate": 9.917894736842106e-05, | |
| "loss": 0.0074, | |
| "step": 1156 | |
| }, | |
| { | |
| "epoch": 115.7, | |
| "learning_rate": 9.917368421052632e-05, | |
| "loss": 0.008, | |
| "step": 1157 | |
| }, | |
| { | |
| "epoch": 115.8, | |
| "learning_rate": 9.916842105263159e-05, | |
| "loss": 0.0086, | |
| "step": 1158 | |
| }, | |
| { | |
| "epoch": 115.9, | |
| "learning_rate": 9.916315789473685e-05, | |
| "loss": 0.0077, | |
| "step": 1159 | |
| }, | |
| { | |
| "epoch": 116.0, | |
| "learning_rate": 9.915789473684211e-05, | |
| "loss": 0.0084, | |
| "step": 1160 | |
| }, | |
| { | |
| "epoch": 116.0, | |
| "eval_accuracy_safe": 0.8473271113064329, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9951262686679598, | |
| "eval_iou_safe": 0.7303771221219059, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9905233299616627, | |
| "eval_loss": 0.05078176409006119, | |
| "eval_mean_accuracy": 0.9212266899871964, | |
| "eval_mean_iou": 0.8604502260417843, | |
| "eval_overall_accuracy": 0.9907605185437558, | |
| "eval_runtime": 9.6949, | |
| "eval_samples_per_second": 6.911, | |
| "eval_steps_per_second": 0.516, | |
| "step": 1160 | |
| }, | |
| { | |
| "epoch": 116.1, | |
| "learning_rate": 9.915263157894737e-05, | |
| "loss": 0.0076, | |
| "step": 1161 | |
| }, | |
| { | |
| "epoch": 116.2, | |
| "learning_rate": 9.914736842105264e-05, | |
| "loss": 0.0064, | |
| "step": 1162 | |
| }, | |
| { | |
| "epoch": 116.3, | |
| "learning_rate": 9.91421052631579e-05, | |
| "loss": 0.0072, | |
| "step": 1163 | |
| }, | |
| { | |
| "epoch": 116.4, | |
| "learning_rate": 9.913684210526316e-05, | |
| "loss": 0.0068, | |
| "step": 1164 | |
| }, | |
| { | |
| "epoch": 116.5, | |
| "learning_rate": 9.913157894736844e-05, | |
| "loss": 0.009, | |
| "step": 1165 | |
| }, | |
| { | |
| "epoch": 116.6, | |
| "learning_rate": 9.912631578947368e-05, | |
| "loss": 0.0069, | |
| "step": 1166 | |
| }, | |
| { | |
| "epoch": 116.7, | |
| "learning_rate": 9.912105263157895e-05, | |
| "loss": 0.0068, | |
| "step": 1167 | |
| }, | |
| { | |
| "epoch": 116.8, | |
| "learning_rate": 9.911578947368422e-05, | |
| "loss": 0.0072, | |
| "step": 1168 | |
| }, | |
| { | |
| "epoch": 116.9, | |
| "learning_rate": 9.911052631578947e-05, | |
| "loss": 0.0068, | |
| "step": 1169 | |
| }, | |
| { | |
| "epoch": 117.0, | |
| "learning_rate": 9.910526315789475e-05, | |
| "loss": 0.0072, | |
| "step": 1170 | |
| }, | |
| { | |
| "epoch": 117.1, | |
| "learning_rate": 9.910000000000001e-05, | |
| "loss": 0.0066, | |
| "step": 1171 | |
| }, | |
| { | |
| "epoch": 117.2, | |
| "learning_rate": 9.909473684210526e-05, | |
| "loss": 0.0068, | |
| "step": 1172 | |
| }, | |
| { | |
| "epoch": 117.3, | |
| "learning_rate": 9.908947368421053e-05, | |
| "loss": 0.0072, | |
| "step": 1173 | |
| }, | |
| { | |
| "epoch": 117.4, | |
| "learning_rate": 9.90842105263158e-05, | |
| "loss": 0.0068, | |
| "step": 1174 | |
| }, | |
| { | |
| "epoch": 117.5, | |
| "learning_rate": 9.907894736842106e-05, | |
| "loss": 0.0078, | |
| "step": 1175 | |
| }, | |
| { | |
| "epoch": 117.6, | |
| "learning_rate": 9.907368421052632e-05, | |
| "loss": 0.0064, | |
| "step": 1176 | |
| }, | |
| { | |
| "epoch": 117.7, | |
| "learning_rate": 9.906842105263158e-05, | |
| "loss": 0.0059, | |
| "step": 1177 | |
| }, | |
| { | |
| "epoch": 117.8, | |
| "learning_rate": 9.906315789473685e-05, | |
| "loss": 0.008, | |
| "step": 1178 | |
| }, | |
| { | |
| "epoch": 117.9, | |
| "learning_rate": 9.905789473684211e-05, | |
| "loss": 0.007, | |
| "step": 1179 | |
| }, | |
| { | |
| "epoch": 118.0, | |
| "learning_rate": 9.905263157894737e-05, | |
| "loss": 0.0113, | |
| "step": 1180 | |
| }, | |
| { | |
| "epoch": 118.0, | |
| "eval_accuracy_safe": 0.8506829194952988, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9949560705916616, | |
| "eval_iou_safe": 0.7297523872514572, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9904546185117991, | |
| "eval_loss": 0.05113836005330086, | |
| "eval_mean_accuracy": 0.9228194950434803, | |
| "eval_mean_iou": 0.8601035028816282, | |
| "eval_overall_accuracy": 0.9906944730388585, | |
| "eval_runtime": 9.8084, | |
| "eval_samples_per_second": 6.831, | |
| "eval_steps_per_second": 0.51, | |
| "step": 1180 | |
| }, | |
| { | |
| "epoch": 118.1, | |
| "learning_rate": 9.904736842105263e-05, | |
| "loss": 0.006, | |
| "step": 1181 | |
| }, | |
| { | |
| "epoch": 118.2, | |
| "learning_rate": 9.904210526315791e-05, | |
| "loss": 0.0067, | |
| "step": 1182 | |
| }, | |
| { | |
| "epoch": 118.3, | |
| "learning_rate": 9.903684210526316e-05, | |
| "loss": 0.0083, | |
| "step": 1183 | |
| }, | |
| { | |
| "epoch": 118.4, | |
| "learning_rate": 9.903157894736843e-05, | |
| "loss": 0.0071, | |
| "step": 1184 | |
| }, | |
| { | |
| "epoch": 118.5, | |
| "learning_rate": 9.90263157894737e-05, | |
| "loss": 0.008, | |
| "step": 1185 | |
| }, | |
| { | |
| "epoch": 118.6, | |
| "learning_rate": 9.902105263157894e-05, | |
| "loss": 0.0092, | |
| "step": 1186 | |
| }, | |
| { | |
| "epoch": 118.7, | |
| "learning_rate": 9.901578947368422e-05, | |
| "loss": 0.0069, | |
| "step": 1187 | |
| }, | |
| { | |
| "epoch": 118.8, | |
| "learning_rate": 9.901052631578947e-05, | |
| "loss": 0.008, | |
| "step": 1188 | |
| }, | |
| { | |
| "epoch": 118.9, | |
| "learning_rate": 9.900526315789475e-05, | |
| "loss": 0.0061, | |
| "step": 1189 | |
| }, | |
| { | |
| "epoch": 119.0, | |
| "learning_rate": 9.900000000000001e-05, | |
| "loss": 0.0092, | |
| "step": 1190 | |
| }, | |
| { | |
| "epoch": 119.1, | |
| "learning_rate": 9.899473684210527e-05, | |
| "loss": 0.0081, | |
| "step": 1191 | |
| }, | |
| { | |
| "epoch": 119.2, | |
| "learning_rate": 9.898947368421053e-05, | |
| "loss": 0.0065, | |
| "step": 1192 | |
| }, | |
| { | |
| "epoch": 119.3, | |
| "learning_rate": 9.89842105263158e-05, | |
| "loss": 0.0068, | |
| "step": 1193 | |
| }, | |
| { | |
| "epoch": 119.4, | |
| "learning_rate": 9.897894736842106e-05, | |
| "loss": 0.0066, | |
| "step": 1194 | |
| }, | |
| { | |
| "epoch": 119.5, | |
| "learning_rate": 9.897368421052632e-05, | |
| "loss": 0.0074, | |
| "step": 1195 | |
| }, | |
| { | |
| "epoch": 119.6, | |
| "learning_rate": 9.896842105263158e-05, | |
| "loss": 0.0077, | |
| "step": 1196 | |
| }, | |
| { | |
| "epoch": 119.7, | |
| "learning_rate": 9.896315789473684e-05, | |
| "loss": 0.0073, | |
| "step": 1197 | |
| }, | |
| { | |
| "epoch": 119.8, | |
| "learning_rate": 9.89578947368421e-05, | |
| "loss": 0.0069, | |
| "step": 1198 | |
| }, | |
| { | |
| "epoch": 119.9, | |
| "learning_rate": 9.895263157894737e-05, | |
| "loss": 0.0071, | |
| "step": 1199 | |
| }, | |
| { | |
| "epoch": 120.0, | |
| "learning_rate": 9.894736842105263e-05, | |
| "loss": 0.0076, | |
| "step": 1200 | |
| }, | |
| { | |
| "epoch": 120.0, | |
| "eval_accuracy_safe": 0.8581597603710086, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9946534571212905, | |
| "eval_iou_safe": 0.7299408295665262, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9903777407663423, | |
| "eval_loss": 0.05562065914273262, | |
| "eval_mean_accuracy": 0.9264066087461496, | |
| "eval_mean_iou": 0.8601592851664343, | |
| "eval_overall_accuracy": 0.9906216521761311, | |
| "eval_runtime": 9.7647, | |
| "eval_samples_per_second": 6.861, | |
| "eval_steps_per_second": 0.512, | |
| "step": 1200 | |
| }, | |
| { | |
| "epoch": 120.1, | |
| "learning_rate": 9.89421052631579e-05, | |
| "loss": 0.0062, | |
| "step": 1201 | |
| }, | |
| { | |
| "epoch": 120.2, | |
| "learning_rate": 9.893684210526316e-05, | |
| "loss": 0.0079, | |
| "step": 1202 | |
| }, | |
| { | |
| "epoch": 120.3, | |
| "learning_rate": 9.893157894736843e-05, | |
| "loss": 0.0073, | |
| "step": 1203 | |
| }, | |
| { | |
| "epoch": 120.4, | |
| "learning_rate": 9.89263157894737e-05, | |
| "loss": 0.0064, | |
| "step": 1204 | |
| }, | |
| { | |
| "epoch": 120.5, | |
| "learning_rate": 9.892105263157894e-05, | |
| "loss": 0.0071, | |
| "step": 1205 | |
| }, | |
| { | |
| "epoch": 120.6, | |
| "learning_rate": 9.891578947368422e-05, | |
| "loss": 0.0064, | |
| "step": 1206 | |
| }, | |
| { | |
| "epoch": 120.7, | |
| "learning_rate": 9.891052631578948e-05, | |
| "loss": 0.0071, | |
| "step": 1207 | |
| }, | |
| { | |
| "epoch": 120.8, | |
| "learning_rate": 9.890526315789474e-05, | |
| "loss": 0.0085, | |
| "step": 1208 | |
| }, | |
| { | |
| "epoch": 120.9, | |
| "learning_rate": 9.89e-05, | |
| "loss": 0.0062, | |
| "step": 1209 | |
| }, | |
| { | |
| "epoch": 121.0, | |
| "learning_rate": 9.889473684210527e-05, | |
| "loss": 0.0078, | |
| "step": 1210 | |
| }, | |
| { | |
| "epoch": 121.1, | |
| "learning_rate": 9.888947368421053e-05, | |
| "loss": 0.0072, | |
| "step": 1211 | |
| }, | |
| { | |
| "epoch": 121.2, | |
| "learning_rate": 9.888421052631579e-05, | |
| "loss": 0.0065, | |
| "step": 1212 | |
| }, | |
| { | |
| "epoch": 121.3, | |
| "learning_rate": 9.887894736842105e-05, | |
| "loss": 0.0067, | |
| "step": 1213 | |
| }, | |
| { | |
| "epoch": 121.4, | |
| "learning_rate": 9.887368421052632e-05, | |
| "loss": 0.0059, | |
| "step": 1214 | |
| }, | |
| { | |
| "epoch": 121.5, | |
| "learning_rate": 9.886842105263159e-05, | |
| "loss": 0.0076, | |
| "step": 1215 | |
| }, | |
| { | |
| "epoch": 121.6, | |
| "learning_rate": 9.886315789473684e-05, | |
| "loss": 0.0062, | |
| "step": 1216 | |
| }, | |
| { | |
| "epoch": 121.7, | |
| "learning_rate": 9.88578947368421e-05, | |
| "loss": 0.0092, | |
| "step": 1217 | |
| }, | |
| { | |
| "epoch": 121.8, | |
| "learning_rate": 9.885263157894738e-05, | |
| "loss": 0.0069, | |
| "step": 1218 | |
| }, | |
| { | |
| "epoch": 121.9, | |
| "learning_rate": 9.884736842105263e-05, | |
| "loss": 0.0076, | |
| "step": 1219 | |
| }, | |
| { | |
| "epoch": 122.0, | |
| "learning_rate": 9.88421052631579e-05, | |
| "loss": 0.0081, | |
| "step": 1220 | |
| }, | |
| { | |
| "epoch": 122.0, | |
| "eval_accuracy_safe": 0.8559276949587704, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9953280305377943, | |
| "eval_iou_safe": 0.742030462790445, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9909823780252695, | |
| "eval_loss": 0.04713164269924164, | |
| "eval_mean_accuracy": 0.9256278627482823, | |
| "eval_mean_iou": 0.8665064204078572, | |
| "eval_overall_accuracy": 0.9912103681421992, | |
| "eval_runtime": 9.8825, | |
| "eval_samples_per_second": 6.78, | |
| "eval_steps_per_second": 0.506, | |
| "step": 1220 | |
| }, | |
| { | |
| "epoch": 122.1, | |
| "learning_rate": 9.883684210526317e-05, | |
| "loss": 0.0066, | |
| "step": 1221 | |
| }, | |
| { | |
| "epoch": 122.2, | |
| "learning_rate": 9.883157894736843e-05, | |
| "loss": 0.0067, | |
| "step": 1222 | |
| }, | |
| { | |
| "epoch": 122.3, | |
| "learning_rate": 9.882631578947369e-05, | |
| "loss": 0.0072, | |
| "step": 1223 | |
| }, | |
| { | |
| "epoch": 122.4, | |
| "learning_rate": 9.882105263157895e-05, | |
| "loss": 0.0068, | |
| "step": 1224 | |
| }, | |
| { | |
| "epoch": 122.5, | |
| "learning_rate": 9.881578947368422e-05, | |
| "loss": 0.0064, | |
| "step": 1225 | |
| }, | |
| { | |
| "epoch": 122.6, | |
| "learning_rate": 9.881052631578948e-05, | |
| "loss": 0.007, | |
| "step": 1226 | |
| }, | |
| { | |
| "epoch": 122.7, | |
| "learning_rate": 9.880526315789474e-05, | |
| "loss": 0.0088, | |
| "step": 1227 | |
| }, | |
| { | |
| "epoch": 122.8, | |
| "learning_rate": 9.88e-05, | |
| "loss": 0.0071, | |
| "step": 1228 | |
| }, | |
| { | |
| "epoch": 122.9, | |
| "learning_rate": 9.879473684210528e-05, | |
| "loss": 0.008, | |
| "step": 1229 | |
| }, | |
| { | |
| "epoch": 123.0, | |
| "learning_rate": 9.878947368421053e-05, | |
| "loss": 0.0069, | |
| "step": 1230 | |
| }, | |
| { | |
| "epoch": 123.1, | |
| "learning_rate": 9.878421052631579e-05, | |
| "loss": 0.0073, | |
| "step": 1231 | |
| }, | |
| { | |
| "epoch": 123.2, | |
| "learning_rate": 9.877894736842107e-05, | |
| "loss": 0.0077, | |
| "step": 1232 | |
| }, | |
| { | |
| "epoch": 123.3, | |
| "learning_rate": 9.877368421052631e-05, | |
| "loss": 0.0079, | |
| "step": 1233 | |
| }, | |
| { | |
| "epoch": 123.4, | |
| "learning_rate": 9.876842105263159e-05, | |
| "loss": 0.006, | |
| "step": 1234 | |
| }, | |
| { | |
| "epoch": 123.5, | |
| "learning_rate": 9.876315789473685e-05, | |
| "loss": 0.0054, | |
| "step": 1235 | |
| }, | |
| { | |
| "epoch": 123.6, | |
| "learning_rate": 9.87578947368421e-05, | |
| "loss": 0.0072, | |
| "step": 1236 | |
| }, | |
| { | |
| "epoch": 123.7, | |
| "learning_rate": 9.875263157894738e-05, | |
| "loss": 0.0074, | |
| "step": 1237 | |
| }, | |
| { | |
| "epoch": 123.8, | |
| "learning_rate": 9.874736842105264e-05, | |
| "loss": 0.0067, | |
| "step": 1238 | |
| }, | |
| { | |
| "epoch": 123.9, | |
| "learning_rate": 9.87421052631579e-05, | |
| "loss": 0.0065, | |
| "step": 1239 | |
| }, | |
| { | |
| "epoch": 124.0, | |
| "learning_rate": 9.873684210526316e-05, | |
| "loss": 0.0054, | |
| "step": 1240 | |
| }, | |
| { | |
| "epoch": 124.0, | |
| "eval_accuracy_safe": 0.8388672364408772, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9959063871858977, | |
| "eval_iou_safe": 0.7394206705324877, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9910458289201084, | |
| "eval_loss": 0.05043962970376015, | |
| "eval_mean_accuracy": 0.9173868118133874, | |
| "eval_mean_iou": 0.865233249726298, | |
| "eval_overall_accuracy": 0.9912677024727437, | |
| "eval_runtime": 9.6912, | |
| "eval_samples_per_second": 6.913, | |
| "eval_steps_per_second": 0.516, | |
| "step": 1240 | |
| }, | |
| { | |
| "epoch": 124.1, | |
| "learning_rate": 9.873157894736843e-05, | |
| "loss": 0.0069, | |
| "step": 1241 | |
| }, | |
| { | |
| "epoch": 124.2, | |
| "learning_rate": 9.872631578947369e-05, | |
| "loss": 0.0058, | |
| "step": 1242 | |
| }, | |
| { | |
| "epoch": 124.3, | |
| "learning_rate": 9.872105263157895e-05, | |
| "loss": 0.007, | |
| "step": 1243 | |
| }, | |
| { | |
| "epoch": 124.4, | |
| "learning_rate": 9.871578947368421e-05, | |
| "loss": 0.0083, | |
| "step": 1244 | |
| }, | |
| { | |
| "epoch": 124.5, | |
| "learning_rate": 9.871052631578948e-05, | |
| "loss": 0.0066, | |
| "step": 1245 | |
| }, | |
| { | |
| "epoch": 124.6, | |
| "learning_rate": 9.870526315789475e-05, | |
| "loss": 0.0052, | |
| "step": 1246 | |
| }, | |
| { | |
| "epoch": 124.7, | |
| "learning_rate": 9.87e-05, | |
| "loss": 0.0062, | |
| "step": 1247 | |
| }, | |
| { | |
| "epoch": 124.8, | |
| "learning_rate": 9.869473684210528e-05, | |
| "loss": 0.0071, | |
| "step": 1248 | |
| }, | |
| { | |
| "epoch": 124.9, | |
| "learning_rate": 9.868947368421052e-05, | |
| "loss": 0.0101, | |
| "step": 1249 | |
| }, | |
| { | |
| "epoch": 125.0, | |
| "learning_rate": 9.868421052631579e-05, | |
| "loss": 0.0049, | |
| "step": 1250 | |
| }, | |
| { | |
| "epoch": 125.1, | |
| "learning_rate": 9.867894736842106e-05, | |
| "loss": 0.0051, | |
| "step": 1251 | |
| }, | |
| { | |
| "epoch": 125.2, | |
| "learning_rate": 9.867368421052631e-05, | |
| "loss": 0.0067, | |
| "step": 1252 | |
| }, | |
| { | |
| "epoch": 125.3, | |
| "learning_rate": 9.866842105263159e-05, | |
| "loss": 0.0054, | |
| "step": 1253 | |
| }, | |
| { | |
| "epoch": 125.4, | |
| "learning_rate": 9.866315789473685e-05, | |
| "loss": 0.007, | |
| "step": 1254 | |
| }, | |
| { | |
| "epoch": 125.5, | |
| "learning_rate": 9.86578947368421e-05, | |
| "loss": 0.0058, | |
| "step": 1255 | |
| }, | |
| { | |
| "epoch": 125.6, | |
| "learning_rate": 9.865263157894737e-05, | |
| "loss": 0.0071, | |
| "step": 1256 | |
| }, | |
| { | |
| "epoch": 125.7, | |
| "learning_rate": 9.864736842105264e-05, | |
| "loss": 0.0073, | |
| "step": 1257 | |
| }, | |
| { | |
| "epoch": 125.8, | |
| "learning_rate": 9.86421052631579e-05, | |
| "loss": 0.0081, | |
| "step": 1258 | |
| }, | |
| { | |
| "epoch": 125.9, | |
| "learning_rate": 9.863684210526316e-05, | |
| "loss": 0.0074, | |
| "step": 1259 | |
| }, | |
| { | |
| "epoch": 126.0, | |
| "learning_rate": 9.863157894736842e-05, | |
| "loss": 0.0054, | |
| "step": 1260 | |
| }, | |
| { | |
| "epoch": 126.0, | |
| "eval_accuracy_safe": 0.8460800074016677, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9957325516464038, | |
| "eval_iou_safe": 0.7420428035297697, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9910893621494099, | |
| "eval_loss": 0.05023125186562538, | |
| "eval_mean_accuracy": 0.9209062795240357, | |
| "eval_mean_iou": 0.8665660828395898, | |
| "eval_overall_accuracy": 0.9913120554454291, | |
| "eval_runtime": 9.8617, | |
| "eval_samples_per_second": 6.794, | |
| "eval_steps_per_second": 0.507, | |
| "step": 1260 | |
| }, | |
| { | |
| "epoch": 126.1, | |
| "learning_rate": 9.862631578947369e-05, | |
| "loss": 0.0054, | |
| "step": 1261 | |
| }, | |
| { | |
| "epoch": 126.2, | |
| "learning_rate": 9.862105263157895e-05, | |
| "loss": 0.0081, | |
| "step": 1262 | |
| }, | |
| { | |
| "epoch": 126.3, | |
| "learning_rate": 9.861578947368421e-05, | |
| "loss": 0.0066, | |
| "step": 1263 | |
| }, | |
| { | |
| "epoch": 126.4, | |
| "learning_rate": 9.861052631578947e-05, | |
| "loss": 0.0077, | |
| "step": 1264 | |
| }, | |
| { | |
| "epoch": 126.5, | |
| "learning_rate": 9.860526315789475e-05, | |
| "loss": 0.006, | |
| "step": 1265 | |
| }, | |
| { | |
| "epoch": 126.6, | |
| "learning_rate": 9.86e-05, | |
| "loss": 0.0056, | |
| "step": 1266 | |
| }, | |
| { | |
| "epoch": 126.7, | |
| "learning_rate": 9.859473684210527e-05, | |
| "loss": 0.0064, | |
| "step": 1267 | |
| }, | |
| { | |
| "epoch": 126.8, | |
| "learning_rate": 9.858947368421054e-05, | |
| "loss": 0.0058, | |
| "step": 1268 | |
| }, | |
| { | |
| "epoch": 126.9, | |
| "learning_rate": 9.858421052631578e-05, | |
| "loss": 0.008, | |
| "step": 1269 | |
| }, | |
| { | |
| "epoch": 127.0, | |
| "learning_rate": 9.857894736842106e-05, | |
| "loss": 0.0073, | |
| "step": 1270 | |
| }, | |
| { | |
| "epoch": 127.1, | |
| "learning_rate": 9.857368421052632e-05, | |
| "loss": 0.0062, | |
| "step": 1271 | |
| }, | |
| { | |
| "epoch": 127.2, | |
| "learning_rate": 9.856842105263159e-05, | |
| "loss": 0.0074, | |
| "step": 1272 | |
| }, | |
| { | |
| "epoch": 127.3, | |
| "learning_rate": 9.856315789473685e-05, | |
| "loss": 0.0057, | |
| "step": 1273 | |
| }, | |
| { | |
| "epoch": 127.4, | |
| "learning_rate": 9.855789473684211e-05, | |
| "loss": 0.0069, | |
| "step": 1274 | |
| }, | |
| { | |
| "epoch": 127.5, | |
| "learning_rate": 9.855263157894737e-05, | |
| "loss": 0.0058, | |
| "step": 1275 | |
| }, | |
| { | |
| "epoch": 127.6, | |
| "learning_rate": 9.854736842105263e-05, | |
| "loss": 0.0064, | |
| "step": 1276 | |
| }, | |
| { | |
| "epoch": 127.7, | |
| "learning_rate": 9.85421052631579e-05, | |
| "loss": 0.0072, | |
| "step": 1277 | |
| }, | |
| { | |
| "epoch": 127.8, | |
| "learning_rate": 9.853684210526316e-05, | |
| "loss": 0.0081, | |
| "step": 1278 | |
| }, | |
| { | |
| "epoch": 127.9, | |
| "learning_rate": 9.853157894736844e-05, | |
| "loss": 0.007, | |
| "step": 1279 | |
| }, | |
| { | |
| "epoch": 128.0, | |
| "learning_rate": 9.852631578947368e-05, | |
| "loss": 0.0092, | |
| "step": 1280 | |
| }, | |
| { | |
| "epoch": 128.0, | |
| "eval_accuracy_safe": 0.8491852382990043, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9953976703573619, | |
| "eval_iou_safe": 0.7376483470852979, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9908492562294104, | |
| "eval_loss": 0.05396096780896187, | |
| "eval_mean_accuracy": 0.922291454328183, | |
| "eval_mean_iou": 0.8642488016573542, | |
| "eval_overall_accuracy": 0.9910787895544252, | |
| "eval_runtime": 9.656, | |
| "eval_samples_per_second": 6.939, | |
| "eval_steps_per_second": 0.518, | |
| "step": 1280 | |
| }, | |
| { | |
| "epoch": 128.1, | |
| "learning_rate": 9.852105263157895e-05, | |
| "loss": 0.0066, | |
| "step": 1281 | |
| }, | |
| { | |
| "epoch": 128.2, | |
| "learning_rate": 9.851578947368422e-05, | |
| "loss": 0.007, | |
| "step": 1282 | |
| }, | |
| { | |
| "epoch": 128.3, | |
| "learning_rate": 9.851052631578947e-05, | |
| "loss": 0.0067, | |
| "step": 1283 | |
| }, | |
| { | |
| "epoch": 128.4, | |
| "learning_rate": 9.850526315789475e-05, | |
| "loss": 0.0078, | |
| "step": 1284 | |
| }, | |
| { | |
| "epoch": 128.5, | |
| "learning_rate": 9.850000000000001e-05, | |
| "loss": 0.0052, | |
| "step": 1285 | |
| }, | |
| { | |
| "epoch": 128.6, | |
| "learning_rate": 9.849473684210527e-05, | |
| "loss": 0.0057, | |
| "step": 1286 | |
| }, | |
| { | |
| "epoch": 128.7, | |
| "learning_rate": 9.848947368421053e-05, | |
| "loss": 0.0071, | |
| "step": 1287 | |
| }, | |
| { | |
| "epoch": 128.8, | |
| "learning_rate": 9.84842105263158e-05, | |
| "loss": 0.0064, | |
| "step": 1288 | |
| }, | |
| { | |
| "epoch": 128.9, | |
| "learning_rate": 9.847894736842106e-05, | |
| "loss": 0.0068, | |
| "step": 1289 | |
| }, | |
| { | |
| "epoch": 129.0, | |
| "learning_rate": 9.847368421052632e-05, | |
| "loss": 0.0076, | |
| "step": 1290 | |
| }, | |
| { | |
| "epoch": 129.1, | |
| "learning_rate": 9.846842105263158e-05, | |
| "loss": 0.0081, | |
| "step": 1291 | |
| }, | |
| { | |
| "epoch": 129.2, | |
| "learning_rate": 9.846315789473685e-05, | |
| "loss": 0.0079, | |
| "step": 1292 | |
| }, | |
| { | |
| "epoch": 129.3, | |
| "learning_rate": 9.845789473684211e-05, | |
| "loss": 0.0069, | |
| "step": 1293 | |
| }, | |
| { | |
| "epoch": 129.4, | |
| "learning_rate": 9.845263157894737e-05, | |
| "loss": 0.0058, | |
| "step": 1294 | |
| }, | |
| { | |
| "epoch": 129.5, | |
| "learning_rate": 9.844736842105263e-05, | |
| "loss": 0.0058, | |
| "step": 1295 | |
| }, | |
| { | |
| "epoch": 129.6, | |
| "learning_rate": 9.844210526315791e-05, | |
| "loss": 0.0054, | |
| "step": 1296 | |
| }, | |
| { | |
| "epoch": 129.7, | |
| "learning_rate": 9.843684210526316e-05, | |
| "loss": 0.0065, | |
| "step": 1297 | |
| }, | |
| { | |
| "epoch": 129.8, | |
| "learning_rate": 9.843157894736843e-05, | |
| "loss": 0.0072, | |
| "step": 1298 | |
| }, | |
| { | |
| "epoch": 129.9, | |
| "learning_rate": 9.84263157894737e-05, | |
| "loss": 0.0055, | |
| "step": 1299 | |
| }, | |
| { | |
| "epoch": 130.0, | |
| "learning_rate": 9.842105263157894e-05, | |
| "loss": 0.007, | |
| "step": 1300 | |
| }, | |
| { | |
| "epoch": 130.0, | |
| "eval_accuracy_safe": 0.8458968932270886, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.995481801360951, | |
| "eval_iou_safe": 0.7365604030788132, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9908342844396093, | |
| "eval_loss": 0.05330672860145569, | |
| "eval_mean_accuracy": 0.9206893472940199, | |
| "eval_mean_iou": 0.8636973437592113, | |
| "eval_overall_accuracy": 0.9910633030222423, | |
| "eval_runtime": 9.9044, | |
| "eval_samples_per_second": 6.765, | |
| "eval_steps_per_second": 0.505, | |
| "step": 1300 | |
| }, | |
| { | |
| "epoch": 130.1, | |
| "learning_rate": 9.841578947368422e-05, | |
| "loss": 0.0058, | |
| "step": 1301 | |
| }, | |
| { | |
| "epoch": 130.2, | |
| "learning_rate": 9.841052631578948e-05, | |
| "loss": 0.0059, | |
| "step": 1302 | |
| }, | |
| { | |
| "epoch": 130.3, | |
| "learning_rate": 9.840526315789474e-05, | |
| "loss": 0.0065, | |
| "step": 1303 | |
| }, | |
| { | |
| "epoch": 130.4, | |
| "learning_rate": 9.84e-05, | |
| "loss": 0.0068, | |
| "step": 1304 | |
| }, | |
| { | |
| "epoch": 130.5, | |
| "learning_rate": 9.839473684210527e-05, | |
| "loss": 0.0068, | |
| "step": 1305 | |
| }, | |
| { | |
| "epoch": 130.6, | |
| "learning_rate": 9.838947368421053e-05, | |
| "loss": 0.0054, | |
| "step": 1306 | |
| }, | |
| { | |
| "epoch": 130.7, | |
| "learning_rate": 9.83842105263158e-05, | |
| "loss": 0.0056, | |
| "step": 1307 | |
| }, | |
| { | |
| "epoch": 130.8, | |
| "learning_rate": 9.837894736842106e-05, | |
| "loss": 0.0066, | |
| "step": 1308 | |
| }, | |
| { | |
| "epoch": 130.9, | |
| "learning_rate": 9.837368421052632e-05, | |
| "loss": 0.0078, | |
| "step": 1309 | |
| }, | |
| { | |
| "epoch": 131.0, | |
| "learning_rate": 9.83684210526316e-05, | |
| "loss": 0.0068, | |
| "step": 1310 | |
| }, | |
| { | |
| "epoch": 131.1, | |
| "learning_rate": 9.836315789473684e-05, | |
| "loss": 0.0065, | |
| "step": 1311 | |
| }, | |
| { | |
| "epoch": 131.2, | |
| "learning_rate": 9.83578947368421e-05, | |
| "loss": 0.0058, | |
| "step": 1312 | |
| }, | |
| { | |
| "epoch": 131.3, | |
| "learning_rate": 9.835263157894737e-05, | |
| "loss": 0.0059, | |
| "step": 1313 | |
| }, | |
| { | |
| "epoch": 131.4, | |
| "learning_rate": 9.834736842105263e-05, | |
| "loss": 0.0075, | |
| "step": 1314 | |
| }, | |
| { | |
| "epoch": 131.5, | |
| "learning_rate": 9.83421052631579e-05, | |
| "loss": 0.0068, | |
| "step": 1315 | |
| }, | |
| { | |
| "epoch": 131.6, | |
| "learning_rate": 9.833684210526315e-05, | |
| "loss": 0.0074, | |
| "step": 1316 | |
| }, | |
| { | |
| "epoch": 131.7, | |
| "learning_rate": 9.833157894736843e-05, | |
| "loss": 0.0067, | |
| "step": 1317 | |
| }, | |
| { | |
| "epoch": 131.8, | |
| "learning_rate": 9.832631578947369e-05, | |
| "loss": 0.0066, | |
| "step": 1318 | |
| }, | |
| { | |
| "epoch": 131.9, | |
| "learning_rate": 9.832105263157894e-05, | |
| "loss": 0.0071, | |
| "step": 1319 | |
| }, | |
| { | |
| "epoch": 132.0, | |
| "learning_rate": 9.831578947368422e-05, | |
| "loss": 0.0063, | |
| "step": 1320 | |
| }, | |
| { | |
| "epoch": 132.0, | |
| "eval_accuracy_safe": 0.8567468899503086, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9951015104507251, | |
| "eval_iou_safe": 0.7379793324212679, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9907814434418125, | |
| "eval_loss": 0.05263291671872139, | |
| "eval_mean_accuracy": 0.9259242002005168, | |
| "eval_mean_iou": 0.8643803879315402, | |
| "eval_overall_accuracy": 0.9910147368018307, | |
| "eval_runtime": 9.7459, | |
| "eval_samples_per_second": 6.875, | |
| "eval_steps_per_second": 0.513, | |
| "step": 1320 | |
| }, | |
| { | |
| "epoch": 132.1, | |
| "learning_rate": 9.831052631578948e-05, | |
| "loss": 0.0071, | |
| "step": 1321 | |
| }, | |
| { | |
| "epoch": 132.2, | |
| "learning_rate": 9.830526315789474e-05, | |
| "loss": 0.0069, | |
| "step": 1322 | |
| }, | |
| { | |
| "epoch": 132.3, | |
| "learning_rate": 9.83e-05, | |
| "loss": 0.0066, | |
| "step": 1323 | |
| }, | |
| { | |
| "epoch": 132.4, | |
| "learning_rate": 9.829473684210527e-05, | |
| "loss": 0.0056, | |
| "step": 1324 | |
| }, | |
| { | |
| "epoch": 132.5, | |
| "learning_rate": 9.828947368421053e-05, | |
| "loss": 0.0057, | |
| "step": 1325 | |
| }, | |
| { | |
| "epoch": 132.6, | |
| "learning_rate": 9.828421052631579e-05, | |
| "loss": 0.0104, | |
| "step": 1326 | |
| }, | |
| { | |
| "epoch": 132.7, | |
| "learning_rate": 9.827894736842105e-05, | |
| "loss": 0.0066, | |
| "step": 1327 | |
| }, | |
| { | |
| "epoch": 132.8, | |
| "learning_rate": 9.827368421052632e-05, | |
| "loss": 0.0059, | |
| "step": 1328 | |
| }, | |
| { | |
| "epoch": 132.9, | |
| "learning_rate": 9.826842105263159e-05, | |
| "loss": 0.0067, | |
| "step": 1329 | |
| }, | |
| { | |
| "epoch": 133.0, | |
| "learning_rate": 9.826315789473684e-05, | |
| "loss": 0.0083, | |
| "step": 1330 | |
| }, | |
| { | |
| "epoch": 133.1, | |
| "learning_rate": 9.825789473684212e-05, | |
| "loss": 0.0063, | |
| "step": 1331 | |
| }, | |
| { | |
| "epoch": 133.2, | |
| "learning_rate": 9.825263157894738e-05, | |
| "loss": 0.0065, | |
| "step": 1332 | |
| }, | |
| { | |
| "epoch": 133.3, | |
| "learning_rate": 9.824736842105263e-05, | |
| "loss": 0.0083, | |
| "step": 1333 | |
| }, | |
| { | |
| "epoch": 133.4, | |
| "learning_rate": 9.82421052631579e-05, | |
| "loss": 0.0078, | |
| "step": 1334 | |
| }, | |
| { | |
| "epoch": 133.5, | |
| "learning_rate": 9.823684210526317e-05, | |
| "loss": 0.0066, | |
| "step": 1335 | |
| }, | |
| { | |
| "epoch": 133.6, | |
| "learning_rate": 9.823157894736843e-05, | |
| "loss": 0.0111, | |
| "step": 1336 | |
| }, | |
| { | |
| "epoch": 133.7, | |
| "learning_rate": 9.822631578947369e-05, | |
| "loss": 0.0073, | |
| "step": 1337 | |
| }, | |
| { | |
| "epoch": 133.8, | |
| "learning_rate": 9.822105263157895e-05, | |
| "loss": 0.0076, | |
| "step": 1338 | |
| }, | |
| { | |
| "epoch": 133.9, | |
| "learning_rate": 9.821578947368421e-05, | |
| "loss": 0.0191, | |
| "step": 1339 | |
| }, | |
| { | |
| "epoch": 134.0, | |
| "learning_rate": 9.821052631578948e-05, | |
| "loss": 0.0101, | |
| "step": 1340 | |
| }, | |
| { | |
| "epoch": 134.0, | |
| "eval_accuracy_safe": 0.816633320611717, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9968146382783394, | |
| "eval_iou_safe": 0.7392670686935522, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_iou_unsafe": 0.9912820769829505, | |
| "eval_loss": 0.046224527060985565, | |
| "eval_mean_accuracy": 0.9067239794450281, | |
| "eval_mean_iou": 0.8652745728382514, | |
| "eval_overall_accuracy": 0.991492371060955, | |
| "eval_runtime": 9.7164, | |
| "eval_samples_per_second": 6.896, | |
| "eval_steps_per_second": 0.515, | |
| "step": 1340 | |
| }, | |
| { | |
| "epoch": 134.1, | |
| "learning_rate": 9.820526315789474e-05, | |
| "loss": 0.0079, | |
| "step": 1341 | |
| }, | |
| { | |
| "epoch": 134.2, | |
| "learning_rate": 9.82e-05, | |
| "loss": 0.0087, | |
| "step": 1342 | |
| }, | |
| { | |
| "epoch": 134.3, | |
| "learning_rate": 9.819473684210528e-05, | |
| "loss": 0.0081, | |
| "step": 1343 | |
| }, | |
| { | |
| "epoch": 134.4, | |
| "learning_rate": 9.818947368421053e-05, | |
| "loss": 0.0252, | |
| "step": 1344 | |
| }, | |
| { | |
| "epoch": 134.5, | |
| "learning_rate": 9.818421052631579e-05, | |
| "loss": 0.0115, | |
| "step": 1345 | |
| }, | |
| { | |
| "epoch": 134.6, | |
| "learning_rate": 9.817894736842106e-05, | |
| "loss": 0.0102, | |
| "step": 1346 | |
| }, | |
| { | |
| "epoch": 134.7, | |
| "learning_rate": 9.817368421052631e-05, | |
| "loss": 0.0129, | |
| "step": 1347 | |
| }, | |
| { | |
| "epoch": 134.8, | |
| "learning_rate": 9.816842105263159e-05, | |
| "loss": 0.0308, | |
| "step": 1348 | |
| }, | |
| { | |
| "epoch": 134.9, | |
| "learning_rate": 9.816315789473685e-05, | |
| "loss": 0.0124, | |
| "step": 1349 | |
| }, | |
| { | |
| "epoch": 135.0, | |
| "learning_rate": 9.815789473684211e-05, | |
| "loss": 0.016, | |
| "step": 1350 | |
| }, | |
| { | |
| "epoch": 135.1, | |
| "learning_rate": 9.815263157894738e-05, | |
| "loss": 0.0105, | |
| "step": 1351 | |
| }, | |
| { | |
| "epoch": 135.2, | |
| "learning_rate": 9.814736842105264e-05, | |
| "loss": 0.0092, | |
| "step": 1352 | |
| }, | |
| { | |
| "epoch": 135.3, | |
| "learning_rate": 9.81421052631579e-05, | |
| "loss": 0.0171, | |
| "step": 1353 | |
| }, | |
| { | |
| "epoch": 135.4, | |
| "learning_rate": 9.813684210526316e-05, | |
| "loss": 0.0116, | |
| "step": 1354 | |
| }, | |
| { | |
| "epoch": 135.5, | |
| "learning_rate": 9.813157894736843e-05, | |
| "loss": 0.0148, | |
| "step": 1355 | |
| }, | |
| { | |
| "epoch": 135.6, | |
| "learning_rate": 9.812631578947369e-05, | |
| "loss": 0.0111, | |
| "step": 1356 | |
| }, | |
| { | |
| "epoch": 135.7, | |
| "learning_rate": 9.812105263157895e-05, | |
| "loss": 0.0139, | |
| "step": 1357 | |
| }, | |
| { | |
| "epoch": 135.8, | |
| "learning_rate": 9.811578947368421e-05, | |
| "loss": 0.033, | |
| "step": 1358 | |
| }, | |
| { | |
| "epoch": 135.9, | |
| "learning_rate": 9.811052631578947e-05, | |
| "loss": 0.0113, | |
| "step": 1359 | |
| }, | |
| { | |
| "epoch": 136.0, | |
| "learning_rate": 9.810526315789475e-05, | |
| "loss": 0.0183, | |
| "step": 1360 | |
| }, | |
| { | |
| "epoch": 136.0, | |
| "eval_accuracy_safe": 0.8089367427265123, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_accuracy_unsafe": 0.9958718312855394, | |
| "eval_iou_safe": 0.7123303946961956, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_iou_unsafe": 0.990113841776438, | |
| "eval_loss": 0.05164387822151184, | |
| "eval_mean_accuracy": 0.9024042870060258, | |
| "eval_mean_iou": 0.5674814121575446, | |
| "eval_overall_accuracy": 0.9903500685051306, | |
| "eval_runtime": 9.7346, | |
| "eval_samples_per_second": 6.883, | |
| "eval_steps_per_second": 0.514, | |
| "step": 1360 | |
| } | |
| ], | |
| "max_steps": 20000, | |
| "num_train_epochs": 2000, | |
| "total_flos": 8.360265950636802e+18, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |