| { | |
| "best_metric": 0.14111237227916718, | |
| "best_model_checkpoint": "/robodata/smodak/Projects/nspl/scripts/terrainseg/training/models/safety-userstudy-terrain/checkpoint-240", | |
| "epoch": 400.0, | |
| "global_step": 400, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 1.0, | |
| "learning_rate": 1.6666666666666667e-06, | |
| "loss": 2.8187, | |
| "step": 1 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "learning_rate": 3.3333333333333333e-06, | |
| "loss": 2.8228, | |
| "step": 2 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "learning_rate": 5e-06, | |
| "loss": 2.821, | |
| "step": 3 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "learning_rate": 6.666666666666667e-06, | |
| "loss": 2.7963, | |
| "step": 4 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "learning_rate": 8.333333333333334e-06, | |
| "loss": 2.7811, | |
| "step": 5 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "learning_rate": 1e-05, | |
| "loss": 2.7249, | |
| "step": 6 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "learning_rate": 1.1666666666666668e-05, | |
| "loss": 2.6948, | |
| "step": 7 | |
| }, | |
| { | |
| "epoch": 8.0, | |
| "learning_rate": 1.3333333333333333e-05, | |
| "loss": 2.6495, | |
| "step": 8 | |
| }, | |
| { | |
| "epoch": 9.0, | |
| "learning_rate": 1.5e-05, | |
| "loss": 2.594, | |
| "step": 9 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "learning_rate": 1.6666666666666667e-05, | |
| "loss": 2.538, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 11.0, | |
| "learning_rate": 1.8333333333333333e-05, | |
| "loss": 2.4672, | |
| "step": 11 | |
| }, | |
| { | |
| "epoch": 12.0, | |
| "learning_rate": 2e-05, | |
| "loss": 2.4293, | |
| "step": 12 | |
| }, | |
| { | |
| "epoch": 13.0, | |
| "learning_rate": 2.1666666666666667e-05, | |
| "loss": 2.3298, | |
| "step": 13 | |
| }, | |
| { | |
| "epoch": 14.0, | |
| "learning_rate": 2.3333333333333336e-05, | |
| "loss": 2.258, | |
| "step": 14 | |
| }, | |
| { | |
| "epoch": 15.0, | |
| "learning_rate": 2.5e-05, | |
| "loss": 2.1281, | |
| "step": 15 | |
| }, | |
| { | |
| "epoch": 16.0, | |
| "learning_rate": 2.6666666666666667e-05, | |
| "loss": 2.0277, | |
| "step": 16 | |
| }, | |
| { | |
| "epoch": 17.0, | |
| "learning_rate": 2.8333333333333335e-05, | |
| "loss": 1.9414, | |
| "step": 17 | |
| }, | |
| { | |
| "epoch": 18.0, | |
| "learning_rate": 3e-05, | |
| "loss": 1.8256, | |
| "step": 18 | |
| }, | |
| { | |
| "epoch": 19.0, | |
| "learning_rate": 3.1666666666666666e-05, | |
| "loss": 1.678, | |
| "step": 19 | |
| }, | |
| { | |
| "epoch": 20.0, | |
| "learning_rate": 3.3333333333333335e-05, | |
| "loss": 1.5957, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 20.0, | |
| "eval_accuracy_NAT": 0.8321817496578309, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.0071490677229253214, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.0, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.0, | |
| "eval_accuracy_speedway-bricks": 0.9400317341795781, | |
| "eval_accuracy_steel": 0.0, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.8227595719506057, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.006510645785676579, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.0, | |
| "eval_iou_red-bricks": 0.0, | |
| "eval_iou_road": 0.0, | |
| "eval_iou_rough-red-sidewalk": 0.0, | |
| "eval_iou_speedway-bricks": 0.6827730558356707, | |
| "eval_iou_steel": 0.0, | |
| "eval_iou_steel-sidewalk": 0.0, | |
| "eval_iou_tiles-marble": 0.0, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_loss": 1.5208492279052734, | |
| "eval_mean_accuracy": 0.2965604252600557, | |
| "eval_mean_iou": 0.13745847941563208, | |
| "eval_overall_accuracy": 0.7877578735351562, | |
| "eval_runtime": 0.7158, | |
| "eval_samples_per_second": 1.397, | |
| "eval_steps_per_second": 1.397, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 21.0, | |
| "learning_rate": 3.5e-05, | |
| "loss": 1.4548, | |
| "step": 21 | |
| }, | |
| { | |
| "epoch": 22.0, | |
| "learning_rate": 3.6666666666666666e-05, | |
| "loss": 1.3462, | |
| "step": 22 | |
| }, | |
| { | |
| "epoch": 23.0, | |
| "learning_rate": 3.8333333333333334e-05, | |
| "loss": 1.2189, | |
| "step": 23 | |
| }, | |
| { | |
| "epoch": 24.0, | |
| "learning_rate": 4e-05, | |
| "loss": 1.1207, | |
| "step": 24 | |
| }, | |
| { | |
| "epoch": 25.0, | |
| "learning_rate": 4.166666666666667e-05, | |
| "loss": 0.9904, | |
| "step": 25 | |
| }, | |
| { | |
| "epoch": 26.0, | |
| "learning_rate": 4.3333333333333334e-05, | |
| "loss": 0.9286, | |
| "step": 26 | |
| }, | |
| { | |
| "epoch": 27.0, | |
| "learning_rate": 4.5e-05, | |
| "loss": 0.8425, | |
| "step": 27 | |
| }, | |
| { | |
| "epoch": 28.0, | |
| "learning_rate": 4.666666666666667e-05, | |
| "loss": 0.7906, | |
| "step": 28 | |
| }, | |
| { | |
| "epoch": 29.0, | |
| "learning_rate": 4.8333333333333334e-05, | |
| "loss": 0.7611, | |
| "step": 29 | |
| }, | |
| { | |
| "epoch": 30.0, | |
| "learning_rate": 5e-05, | |
| "loss": 0.6952, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 31.0, | |
| "learning_rate": 4.991228070175439e-05, | |
| "loss": 0.6077, | |
| "step": 31 | |
| }, | |
| { | |
| "epoch": 32.0, | |
| "learning_rate": 4.9824561403508773e-05, | |
| "loss": 0.5674, | |
| "step": 32 | |
| }, | |
| { | |
| "epoch": 33.0, | |
| "learning_rate": 4.973684210526316e-05, | |
| "loss": 0.5183, | |
| "step": 33 | |
| }, | |
| { | |
| "epoch": 34.0, | |
| "learning_rate": 4.9649122807017544e-05, | |
| "loss": 0.4915, | |
| "step": 34 | |
| }, | |
| { | |
| "epoch": 35.0, | |
| "learning_rate": 4.956140350877193e-05, | |
| "loss": 0.4782, | |
| "step": 35 | |
| }, | |
| { | |
| "epoch": 36.0, | |
| "learning_rate": 4.9473684210526315e-05, | |
| "loss": 0.4367, | |
| "step": 36 | |
| }, | |
| { | |
| "epoch": 37.0, | |
| "learning_rate": 4.93859649122807e-05, | |
| "loss": 0.4252, | |
| "step": 37 | |
| }, | |
| { | |
| "epoch": 38.0, | |
| "learning_rate": 4.9298245614035086e-05, | |
| "loss": 0.3915, | |
| "step": 38 | |
| }, | |
| { | |
| "epoch": 39.0, | |
| "learning_rate": 4.921052631578947e-05, | |
| "loss": 0.3803, | |
| "step": 39 | |
| }, | |
| { | |
| "epoch": 40.0, | |
| "learning_rate": 4.912280701754386e-05, | |
| "loss": 0.3589, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 40.0, | |
| "eval_accuracy_NAT": 0.962933331570143, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.44266254468167326, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.14368837885889768, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.0, | |
| "eval_accuracy_speedway-bricks": 1.0, | |
| "eval_accuracy_steel": 0.0, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9404239931293225, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.34041604754829125, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.11037993543580829, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.0, | |
| "eval_iou_speedway-bricks": 0.836688077155854, | |
| "eval_iou_steel": 0.0, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.37735000252723694, | |
| "eval_mean_accuracy": 0.424880709185119, | |
| "eval_mean_iou": 0.37131800887821265, | |
| "eval_overall_accuracy": 0.9033889770507812, | |
| "eval_runtime": 0.5957, | |
| "eval_samples_per_second": 1.679, | |
| "eval_steps_per_second": 1.679, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 41.0, | |
| "learning_rate": 4.903508771929825e-05, | |
| "loss": 0.3388, | |
| "step": 41 | |
| }, | |
| { | |
| "epoch": 42.0, | |
| "learning_rate": 4.8947368421052635e-05, | |
| "loss": 0.3296, | |
| "step": 42 | |
| }, | |
| { | |
| "epoch": 43.0, | |
| "learning_rate": 4.885964912280702e-05, | |
| "loss": 0.3273, | |
| "step": 43 | |
| }, | |
| { | |
| "epoch": 44.0, | |
| "learning_rate": 4.8771929824561406e-05, | |
| "loss": 0.2959, | |
| "step": 44 | |
| }, | |
| { | |
| "epoch": 45.0, | |
| "learning_rate": 4.868421052631579e-05, | |
| "loss": 0.2805, | |
| "step": 45 | |
| }, | |
| { | |
| "epoch": 46.0, | |
| "learning_rate": 4.859649122807018e-05, | |
| "loss": 0.2713, | |
| "step": 46 | |
| }, | |
| { | |
| "epoch": 47.0, | |
| "learning_rate": 4.850877192982456e-05, | |
| "loss": 0.2579, | |
| "step": 47 | |
| }, | |
| { | |
| "epoch": 48.0, | |
| "learning_rate": 4.842105263157895e-05, | |
| "loss": 0.2477, | |
| "step": 48 | |
| }, | |
| { | |
| "epoch": 49.0, | |
| "learning_rate": 4.8333333333333334e-05, | |
| "loss": 0.2412, | |
| "step": 49 | |
| }, | |
| { | |
| "epoch": 50.0, | |
| "learning_rate": 4.824561403508772e-05, | |
| "loss": 0.2234, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 51.0, | |
| "learning_rate": 4.8157894736842105e-05, | |
| "loss": 0.2311, | |
| "step": 51 | |
| }, | |
| { | |
| "epoch": 52.0, | |
| "learning_rate": 4.807017543859649e-05, | |
| "loss": 0.2132, | |
| "step": 52 | |
| }, | |
| { | |
| "epoch": 53.0, | |
| "learning_rate": 4.7982456140350876e-05, | |
| "loss": 0.214, | |
| "step": 53 | |
| }, | |
| { | |
| "epoch": 54.0, | |
| "learning_rate": 4.789473684210526e-05, | |
| "loss": 0.2097, | |
| "step": 54 | |
| }, | |
| { | |
| "epoch": 55.0, | |
| "learning_rate": 4.780701754385965e-05, | |
| "loss": 0.2033, | |
| "step": 55 | |
| }, | |
| { | |
| "epoch": 56.0, | |
| "learning_rate": 4.771929824561404e-05, | |
| "loss": 0.192, | |
| "step": 56 | |
| }, | |
| { | |
| "epoch": 57.0, | |
| "learning_rate": 4.7631578947368424e-05, | |
| "loss": 0.1857, | |
| "step": 57 | |
| }, | |
| { | |
| "epoch": 58.0, | |
| "learning_rate": 4.754385964912281e-05, | |
| "loss": 0.1799, | |
| "step": 58 | |
| }, | |
| { | |
| "epoch": 59.0, | |
| "learning_rate": 4.7456140350877195e-05, | |
| "loss": 0.1864, | |
| "step": 59 | |
| }, | |
| { | |
| "epoch": 60.0, | |
| "learning_rate": 4.736842105263158e-05, | |
| "loss": 0.173, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 60.0, | |
| "eval_accuracy_NAT": 0.9537294781177061, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.6674717418606898, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5639243575238403, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.5100017702248185, | |
| "eval_accuracy_speedway-bricks": 1.0, | |
| "eval_accuracy_steel": 0.0, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.940778617689453, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.635193527627103, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.29731572219855135, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.4458372021046116, | |
| "eval_iou_speedway-bricks": 0.8960722611941079, | |
| "eval_iou_steel": 0.0, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.25648337602615356, | |
| "eval_mean_accuracy": 0.6158545579545092, | |
| "eval_mean_iou": 0.5358662218023046, | |
| "eval_overall_accuracy": 0.9278640747070312, | |
| "eval_runtime": 0.5992, | |
| "eval_samples_per_second": 1.669, | |
| "eval_steps_per_second": 1.669, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 61.0, | |
| "learning_rate": 4.728070175438597e-05, | |
| "loss": 0.1641, | |
| "step": 61 | |
| }, | |
| { | |
| "epoch": 62.0, | |
| "learning_rate": 4.719298245614036e-05, | |
| "loss": 0.1643, | |
| "step": 62 | |
| }, | |
| { | |
| "epoch": 63.0, | |
| "learning_rate": 4.7105263157894744e-05, | |
| "loss": 0.1636, | |
| "step": 63 | |
| }, | |
| { | |
| "epoch": 64.0, | |
| "learning_rate": 4.701754385964913e-05, | |
| "loss": 0.16, | |
| "step": 64 | |
| }, | |
| { | |
| "epoch": 65.0, | |
| "learning_rate": 4.6929824561403515e-05, | |
| "loss": 0.1544, | |
| "step": 65 | |
| }, | |
| { | |
| "epoch": 66.0, | |
| "learning_rate": 4.68421052631579e-05, | |
| "loss": 0.1483, | |
| "step": 66 | |
| }, | |
| { | |
| "epoch": 67.0, | |
| "learning_rate": 4.6754385964912286e-05, | |
| "loss": 0.1445, | |
| "step": 67 | |
| }, | |
| { | |
| "epoch": 68.0, | |
| "learning_rate": 4.666666666666667e-05, | |
| "loss": 0.1532, | |
| "step": 68 | |
| }, | |
| { | |
| "epoch": 69.0, | |
| "learning_rate": 4.657894736842106e-05, | |
| "loss": 0.1446, | |
| "step": 69 | |
| }, | |
| { | |
| "epoch": 70.0, | |
| "learning_rate": 4.649122807017544e-05, | |
| "loss": 0.1374, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 71.0, | |
| "learning_rate": 4.640350877192983e-05, | |
| "loss": 0.1345, | |
| "step": 71 | |
| }, | |
| { | |
| "epoch": 72.0, | |
| "learning_rate": 4.6315789473684214e-05, | |
| "loss": 0.1318, | |
| "step": 72 | |
| }, | |
| { | |
| "epoch": 73.0, | |
| "learning_rate": 4.62280701754386e-05, | |
| "loss": 0.1328, | |
| "step": 73 | |
| }, | |
| { | |
| "epoch": 74.0, | |
| "learning_rate": 4.6140350877192985e-05, | |
| "loss": 0.124, | |
| "step": 74 | |
| }, | |
| { | |
| "epoch": 75.0, | |
| "learning_rate": 4.605263157894737e-05, | |
| "loss": 0.1365, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 76.0, | |
| "learning_rate": 4.5964912280701756e-05, | |
| "loss": 0.1256, | |
| "step": 76 | |
| }, | |
| { | |
| "epoch": 77.0, | |
| "learning_rate": 4.587719298245614e-05, | |
| "loss": 0.1216, | |
| "step": 77 | |
| }, | |
| { | |
| "epoch": 78.0, | |
| "learning_rate": 4.5789473684210527e-05, | |
| "loss": 0.124, | |
| "step": 78 | |
| }, | |
| { | |
| "epoch": 79.0, | |
| "learning_rate": 4.570175438596491e-05, | |
| "loss": 0.1213, | |
| "step": 79 | |
| }, | |
| { | |
| "epoch": 80.0, | |
| "learning_rate": 4.56140350877193e-05, | |
| "loss": 0.1134, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 80.0, | |
| "eval_accuracy_NAT": 0.9792516579498945, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.8183750362283837, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.49070631970260226, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.9412285360240751, | |
| "eval_accuracy_speedway-bricks": 0.9946098562628337, | |
| "eval_accuracy_steel": 0.5342876165113183, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9568551695621555, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7767284063818082, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.365739067582219, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.7858409695536506, | |
| "eval_iou_speedway-bricks": 0.9649559685780907, | |
| "eval_iou_steel": 0.47122724603640637, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.16272249817848206, | |
| "eval_mean_accuracy": 0.7930765037798513, | |
| "eval_mean_iou": 0.7202244712823885, | |
| "eval_overall_accuracy": 0.9604721069335938, | |
| "eval_runtime": 0.6081, | |
| "eval_samples_per_second": 1.644, | |
| "eval_steps_per_second": 1.644, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 81.0, | |
| "learning_rate": 4.552631578947369e-05, | |
| "loss": 0.1129, | |
| "step": 81 | |
| }, | |
| { | |
| "epoch": 82.0, | |
| "learning_rate": 4.5438596491228075e-05, | |
| "loss": 0.1262, | |
| "step": 82 | |
| }, | |
| { | |
| "epoch": 83.0, | |
| "learning_rate": 4.535087719298246e-05, | |
| "loss": 0.1174, | |
| "step": 83 | |
| }, | |
| { | |
| "epoch": 84.0, | |
| "learning_rate": 4.5263157894736846e-05, | |
| "loss": 0.1124, | |
| "step": 84 | |
| }, | |
| { | |
| "epoch": 85.0, | |
| "learning_rate": 4.517543859649123e-05, | |
| "loss": 0.111, | |
| "step": 85 | |
| }, | |
| { | |
| "epoch": 86.0, | |
| "learning_rate": 4.508771929824562e-05, | |
| "loss": 0.1085, | |
| "step": 86 | |
| }, | |
| { | |
| "epoch": 87.0, | |
| "learning_rate": 4.5e-05, | |
| "loss": 0.105, | |
| "step": 87 | |
| }, | |
| { | |
| "epoch": 88.0, | |
| "learning_rate": 4.491228070175439e-05, | |
| "loss": 0.1071, | |
| "step": 88 | |
| }, | |
| { | |
| "epoch": 89.0, | |
| "learning_rate": 4.4824561403508774e-05, | |
| "loss": 0.1021, | |
| "step": 89 | |
| }, | |
| { | |
| "epoch": 90.0, | |
| "learning_rate": 4.473684210526316e-05, | |
| "loss": 0.099, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 91.0, | |
| "learning_rate": 4.4649122807017545e-05, | |
| "loss": 0.1008, | |
| "step": 91 | |
| }, | |
| { | |
| "epoch": 92.0, | |
| "learning_rate": 4.456140350877193e-05, | |
| "loss": 0.0986, | |
| "step": 92 | |
| }, | |
| { | |
| "epoch": 93.0, | |
| "learning_rate": 4.4473684210526316e-05, | |
| "loss": 0.1006, | |
| "step": 93 | |
| }, | |
| { | |
| "epoch": 94.0, | |
| "learning_rate": 4.43859649122807e-05, | |
| "loss": 0.0982, | |
| "step": 94 | |
| }, | |
| { | |
| "epoch": 95.0, | |
| "learning_rate": 4.429824561403509e-05, | |
| "loss": 0.0949, | |
| "step": 95 | |
| }, | |
| { | |
| "epoch": 96.0, | |
| "learning_rate": 4.421052631578947e-05, | |
| "loss": 0.0995, | |
| "step": 96 | |
| }, | |
| { | |
| "epoch": 97.0, | |
| "learning_rate": 4.412280701754386e-05, | |
| "loss": 0.0963, | |
| "step": 97 | |
| }, | |
| { | |
| "epoch": 98.0, | |
| "learning_rate": 4.403508771929824e-05, | |
| "loss": 0.0944, | |
| "step": 98 | |
| }, | |
| { | |
| "epoch": 99.0, | |
| "learning_rate": 4.394736842105263e-05, | |
| "loss": 0.0924, | |
| "step": 99 | |
| }, | |
| { | |
| "epoch": 100.0, | |
| "learning_rate": 4.3859649122807014e-05, | |
| "loss": 0.0925, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 100.0, | |
| "eval_accuracy_NAT": 0.9773738602627594, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7627282388175055, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5282042993373202, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.8376703841387856, | |
| "eval_accuracy_speedway-bricks": 0.9968965839089042, | |
| "eval_accuracy_steel": 0.5838881491344874, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9558231113927488, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7395784543325526, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.37933836331979104, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.7238794554076794, | |
| "eval_iou_speedway-bricks": 0.9531277886846332, | |
| "eval_iou_steel": 0.5400246305418719, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.16368532180786133, | |
| "eval_mean_accuracy": 0.7811269192666271, | |
| "eval_mean_iou": 0.7152953006132129, | |
| "eval_overall_accuracy": 0.9571609497070312, | |
| "eval_runtime": 0.6356, | |
| "eval_samples_per_second": 1.573, | |
| "eval_steps_per_second": 1.573, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 101.0, | |
| "learning_rate": 4.37719298245614e-05, | |
| "loss": 0.1101, | |
| "step": 101 | |
| }, | |
| { | |
| "epoch": 102.0, | |
| "learning_rate": 4.368421052631579e-05, | |
| "loss": 0.0919, | |
| "step": 102 | |
| }, | |
| { | |
| "epoch": 103.0, | |
| "learning_rate": 4.359649122807018e-05, | |
| "loss": 0.0923, | |
| "step": 103 | |
| }, | |
| { | |
| "epoch": 104.0, | |
| "learning_rate": 4.350877192982456e-05, | |
| "loss": 0.0908, | |
| "step": 104 | |
| }, | |
| { | |
| "epoch": 105.0, | |
| "learning_rate": 4.342105263157895e-05, | |
| "loss": 0.0903, | |
| "step": 105 | |
| }, | |
| { | |
| "epoch": 106.0, | |
| "learning_rate": 4.3333333333333334e-05, | |
| "loss": 0.088, | |
| "step": 106 | |
| }, | |
| { | |
| "epoch": 107.0, | |
| "learning_rate": 4.324561403508772e-05, | |
| "loss": 0.086, | |
| "step": 107 | |
| }, | |
| { | |
| "epoch": 108.0, | |
| "learning_rate": 4.3157894736842105e-05, | |
| "loss": 0.0894, | |
| "step": 108 | |
| }, | |
| { | |
| "epoch": 109.0, | |
| "learning_rate": 4.30701754385965e-05, | |
| "loss": 0.0861, | |
| "step": 109 | |
| }, | |
| { | |
| "epoch": 110.0, | |
| "learning_rate": 4.298245614035088e-05, | |
| "loss": 0.085, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 111.0, | |
| "learning_rate": 4.289473684210527e-05, | |
| "loss": 0.0877, | |
| "step": 111 | |
| }, | |
| { | |
| "epoch": 112.0, | |
| "learning_rate": 4.2807017543859654e-05, | |
| "loss": 0.0873, | |
| "step": 112 | |
| }, | |
| { | |
| "epoch": 113.0, | |
| "learning_rate": 4.271929824561404e-05, | |
| "loss": 0.0799, | |
| "step": 113 | |
| }, | |
| { | |
| "epoch": 114.0, | |
| "learning_rate": 4.2631578947368425e-05, | |
| "loss": 0.0818, | |
| "step": 114 | |
| }, | |
| { | |
| "epoch": 115.0, | |
| "learning_rate": 4.254385964912281e-05, | |
| "loss": 0.079, | |
| "step": 115 | |
| }, | |
| { | |
| "epoch": 116.0, | |
| "learning_rate": 4.2456140350877196e-05, | |
| "loss": 0.0845, | |
| "step": 116 | |
| }, | |
| { | |
| "epoch": 117.0, | |
| "learning_rate": 4.236842105263158e-05, | |
| "loss": 0.0779, | |
| "step": 117 | |
| }, | |
| { | |
| "epoch": 118.0, | |
| "learning_rate": 4.228070175438597e-05, | |
| "loss": 0.0784, | |
| "step": 118 | |
| }, | |
| { | |
| "epoch": 119.0, | |
| "learning_rate": 4.219298245614035e-05, | |
| "loss": 0.0745, | |
| "step": 119 | |
| }, | |
| { | |
| "epoch": 120.0, | |
| "learning_rate": 4.210526315789474e-05, | |
| "loss": 0.076, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 120.0, | |
| "eval_accuracy_NAT": 0.9815856811314392, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.8138344121340934, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5185065459835139, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.9499026376349796, | |
| "eval_accuracy_speedway-bricks": 0.9870496546574575, | |
| "eval_accuracy_steel": 0.7936085219707057, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9593775445580386, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7564655172413793, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.39468503937007876, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.8212427303336394, | |
| "eval_iou_speedway-bricks": 0.9676762593219563, | |
| "eval_iou_steel": 0.6144329896907217, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.14839401841163635, | |
| "eval_mean_accuracy": 0.8407479089186981, | |
| "eval_mean_iou": 0.7523133467526356, | |
| "eval_overall_accuracy": 0.962982177734375, | |
| "eval_runtime": 0.6102, | |
| "eval_samples_per_second": 1.639, | |
| "eval_steps_per_second": 1.639, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 121.0, | |
| "learning_rate": 4.201754385964912e-05, | |
| "loss": 0.0739, | |
| "step": 121 | |
| }, | |
| { | |
| "epoch": 122.0, | |
| "learning_rate": 4.1929824561403516e-05, | |
| "loss": 0.0753, | |
| "step": 122 | |
| }, | |
| { | |
| "epoch": 123.0, | |
| "learning_rate": 4.18421052631579e-05, | |
| "loss": 0.0706, | |
| "step": 123 | |
| }, | |
| { | |
| "epoch": 124.0, | |
| "learning_rate": 4.1754385964912287e-05, | |
| "loss": 0.0751, | |
| "step": 124 | |
| }, | |
| { | |
| "epoch": 125.0, | |
| "learning_rate": 4.166666666666667e-05, | |
| "loss": 0.0737, | |
| "step": 125 | |
| }, | |
| { | |
| "epoch": 126.0, | |
| "learning_rate": 4.157894736842106e-05, | |
| "loss": 0.0704, | |
| "step": 126 | |
| }, | |
| { | |
| "epoch": 127.0, | |
| "learning_rate": 4.149122807017544e-05, | |
| "loss": 0.071, | |
| "step": 127 | |
| }, | |
| { | |
| "epoch": 128.0, | |
| "learning_rate": 4.140350877192983e-05, | |
| "loss": 0.07, | |
| "step": 128 | |
| }, | |
| { | |
| "epoch": 129.0, | |
| "learning_rate": 4.1315789473684214e-05, | |
| "loss": 0.0735, | |
| "step": 129 | |
| }, | |
| { | |
| "epoch": 130.0, | |
| "learning_rate": 4.12280701754386e-05, | |
| "loss": 0.0708, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 131.0, | |
| "learning_rate": 4.1140350877192985e-05, | |
| "loss": 0.0688, | |
| "step": 131 | |
| }, | |
| { | |
| "epoch": 132.0, | |
| "learning_rate": 4.105263157894737e-05, | |
| "loss": 0.0671, | |
| "step": 132 | |
| }, | |
| { | |
| "epoch": 133.0, | |
| "learning_rate": 4.0964912280701756e-05, | |
| "loss": 0.0676, | |
| "step": 133 | |
| }, | |
| { | |
| "epoch": 134.0, | |
| "learning_rate": 4.087719298245614e-05, | |
| "loss": 0.0695, | |
| "step": 134 | |
| }, | |
| { | |
| "epoch": 135.0, | |
| "learning_rate": 4.078947368421053e-05, | |
| "loss": 0.0646, | |
| "step": 135 | |
| }, | |
| { | |
| "epoch": 136.0, | |
| "learning_rate": 4.070175438596491e-05, | |
| "loss": 0.0668, | |
| "step": 136 | |
| }, | |
| { | |
| "epoch": 137.0, | |
| "learning_rate": 4.06140350877193e-05, | |
| "loss": 0.0645, | |
| "step": 137 | |
| }, | |
| { | |
| "epoch": 138.0, | |
| "learning_rate": 4.0526315789473684e-05, | |
| "loss": 0.0634, | |
| "step": 138 | |
| }, | |
| { | |
| "epoch": 139.0, | |
| "learning_rate": 4.043859649122807e-05, | |
| "loss": 0.0658, | |
| "step": 139 | |
| }, | |
| { | |
| "epoch": 140.0, | |
| "learning_rate": 4.0350877192982455e-05, | |
| "loss": 0.0648, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 140.0, | |
| "eval_accuracy_NAT": 0.9782201916147076, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.8271664573471162, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5430741878131566, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.8104089219330854, | |
| "eval_accuracy_speedway-bricks": 0.9863496359902931, | |
| "eval_accuracy_steel": 0.8022636484687083, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9579143654457516, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7443922796035473, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.3991921112035167, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.682468694096601, | |
| "eval_iou_speedway-bricks": 0.9595922907538988, | |
| "eval_iou_steel": 0.64907083221115, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.15345287322998047, | |
| "eval_mean_accuracy": 0.8245805071945113, | |
| "eval_mean_iou": 0.732105095552411, | |
| "eval_overall_accuracy": 0.9590110778808594, | |
| "eval_runtime": 0.6185, | |
| "eval_samples_per_second": 1.617, | |
| "eval_steps_per_second": 1.617, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 141.0, | |
| "learning_rate": 4.026315789473684e-05, | |
| "loss": 0.0662, | |
| "step": 141 | |
| }, | |
| { | |
| "epoch": 142.0, | |
| "learning_rate": 4.017543859649123e-05, | |
| "loss": 0.0637, | |
| "step": 142 | |
| }, | |
| { | |
| "epoch": 143.0, | |
| "learning_rate": 4.008771929824562e-05, | |
| "loss": 0.0635, | |
| "step": 143 | |
| }, | |
| { | |
| "epoch": 144.0, | |
| "learning_rate": 4e-05, | |
| "loss": 0.0642, | |
| "step": 144 | |
| }, | |
| { | |
| "epoch": 145.0, | |
| "learning_rate": 3.991228070175439e-05, | |
| "loss": 0.066, | |
| "step": 145 | |
| }, | |
| { | |
| "epoch": 146.0, | |
| "learning_rate": 3.9824561403508774e-05, | |
| "loss": 0.0606, | |
| "step": 146 | |
| }, | |
| { | |
| "epoch": 147.0, | |
| "learning_rate": 3.973684210526316e-05, | |
| "loss": 0.0631, | |
| "step": 147 | |
| }, | |
| { | |
| "epoch": 148.0, | |
| "learning_rate": 3.9649122807017545e-05, | |
| "loss": 0.0606, | |
| "step": 148 | |
| }, | |
| { | |
| "epoch": 149.0, | |
| "learning_rate": 3.956140350877193e-05, | |
| "loss": 0.0654, | |
| "step": 149 | |
| }, | |
| { | |
| "epoch": 150.0, | |
| "learning_rate": 3.9473684210526316e-05, | |
| "loss": 0.0629, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 151.0, | |
| "learning_rate": 3.93859649122807e-05, | |
| "loss": 0.0631, | |
| "step": 151 | |
| }, | |
| { | |
| "epoch": 152.0, | |
| "learning_rate": 3.929824561403509e-05, | |
| "loss": 0.0602, | |
| "step": 152 | |
| }, | |
| { | |
| "epoch": 153.0, | |
| "learning_rate": 3.921052631578947e-05, | |
| "loss": 0.0584, | |
| "step": 153 | |
| }, | |
| { | |
| "epoch": 154.0, | |
| "learning_rate": 3.912280701754386e-05, | |
| "loss": 0.0581, | |
| "step": 154 | |
| }, | |
| { | |
| "epoch": 155.0, | |
| "learning_rate": 3.9035087719298244e-05, | |
| "loss": 0.0593, | |
| "step": 155 | |
| }, | |
| { | |
| "epoch": 156.0, | |
| "learning_rate": 3.894736842105263e-05, | |
| "loss": 0.0618, | |
| "step": 156 | |
| }, | |
| { | |
| "epoch": 157.0, | |
| "learning_rate": 3.8859649122807015e-05, | |
| "loss": 0.0569, | |
| "step": 157 | |
| }, | |
| { | |
| "epoch": 158.0, | |
| "learning_rate": 3.877192982456141e-05, | |
| "loss": 0.0634, | |
| "step": 158 | |
| }, | |
| { | |
| "epoch": 159.0, | |
| "learning_rate": 3.868421052631579e-05, | |
| "loss": 0.0595, | |
| "step": 159 | |
| }, | |
| { | |
| "epoch": 160.0, | |
| "learning_rate": 3.859649122807018e-05, | |
| "loss": 0.0647, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 160.0, | |
| "eval_accuracy_NAT": 0.9807062899610556, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7850449231958265, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5291740746727008, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.8890069038767924, | |
| "eval_accuracy_speedway-bricks": 0.9944115176404704, | |
| "eval_accuracy_steel": 0.7689747003994674, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9588402611674963, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7218619525628498, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.3935569178987859, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.7595281306715064, | |
| "eval_iou_speedway-bricks": 0.9702105862265225, | |
| "eval_iou_steel": 0.7059902200488998, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.14740905165672302, | |
| "eval_mean_accuracy": 0.8245530682910521, | |
| "eval_mean_iou": 0.75166467809601, | |
| "eval_overall_accuracy": 0.96240234375, | |
| "eval_runtime": 0.6115, | |
| "eval_samples_per_second": 1.635, | |
| "eval_steps_per_second": 1.635, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 161.0, | |
| "learning_rate": 3.8508771929824563e-05, | |
| "loss": 0.0573, | |
| "step": 161 | |
| }, | |
| { | |
| "epoch": 162.0, | |
| "learning_rate": 3.842105263157895e-05, | |
| "loss": 0.0591, | |
| "step": 162 | |
| }, | |
| { | |
| "epoch": 163.0, | |
| "learning_rate": 3.8333333333333334e-05, | |
| "loss": 0.0588, | |
| "step": 163 | |
| }, | |
| { | |
| "epoch": 164.0, | |
| "learning_rate": 3.824561403508773e-05, | |
| "loss": 0.0568, | |
| "step": 164 | |
| }, | |
| { | |
| "epoch": 165.0, | |
| "learning_rate": 3.815789473684211e-05, | |
| "loss": 0.059, | |
| "step": 165 | |
| }, | |
| { | |
| "epoch": 166.0, | |
| "learning_rate": 3.80701754385965e-05, | |
| "loss": 0.0551, | |
| "step": 166 | |
| }, | |
| { | |
| "epoch": 167.0, | |
| "learning_rate": 3.798245614035088e-05, | |
| "loss": 0.0563, | |
| "step": 167 | |
| }, | |
| { | |
| "epoch": 168.0, | |
| "learning_rate": 3.789473684210527e-05, | |
| "loss": 0.0543, | |
| "step": 168 | |
| }, | |
| { | |
| "epoch": 169.0, | |
| "learning_rate": 3.7807017543859654e-05, | |
| "loss": 0.0549, | |
| "step": 169 | |
| }, | |
| { | |
| "epoch": 170.0, | |
| "learning_rate": 3.771929824561404e-05, | |
| "loss": 0.0566, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 171.0, | |
| "learning_rate": 3.7631578947368425e-05, | |
| "loss": 0.0541, | |
| "step": 171 | |
| }, | |
| { | |
| "epoch": 172.0, | |
| "learning_rate": 3.754385964912281e-05, | |
| "loss": 0.0531, | |
| "step": 172 | |
| }, | |
| { | |
| "epoch": 173.0, | |
| "learning_rate": 3.7456140350877196e-05, | |
| "loss": 0.0549, | |
| "step": 173 | |
| }, | |
| { | |
| "epoch": 174.0, | |
| "learning_rate": 3.736842105263158e-05, | |
| "loss": 0.0535, | |
| "step": 174 | |
| }, | |
| { | |
| "epoch": 175.0, | |
| "learning_rate": 3.728070175438597e-05, | |
| "loss": 0.0538, | |
| "step": 175 | |
| }, | |
| { | |
| "epoch": 176.0, | |
| "learning_rate": 3.719298245614035e-05, | |
| "loss": 0.0539, | |
| "step": 176 | |
| }, | |
| { | |
| "epoch": 177.0, | |
| "learning_rate": 3.710526315789474e-05, | |
| "loss": 0.0557, | |
| "step": 177 | |
| }, | |
| { | |
| "epoch": 178.0, | |
| "learning_rate": 3.7017543859649124e-05, | |
| "loss": 0.053, | |
| "step": 178 | |
| }, | |
| { | |
| "epoch": 179.0, | |
| "learning_rate": 3.692982456140351e-05, | |
| "loss": 0.0528, | |
| "step": 179 | |
| }, | |
| { | |
| "epoch": 180.0, | |
| "learning_rate": 3.6842105263157895e-05, | |
| "loss": 0.0536, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 180.0, | |
| "eval_accuracy_NAT": 0.9788946119107914, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.8163462467394454, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5758849199935349, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.9368029739776952, | |
| "eval_accuracy_speedway-bricks": 0.9898263953705432, | |
| "eval_accuracy_steel": 0.8608521970705726, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9596310532354142, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7403189066059226, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.4216069104248018, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.7822616407982261, | |
| "eval_iou_speedway-bricks": 0.9738739152394509, | |
| "eval_iou_steel": 0.7420373027259685, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.14183500409126282, | |
| "eval_mean_accuracy": 0.8597678908437638, | |
| "eval_mean_iou": 0.7699549548382972, | |
| "eval_overall_accuracy": 0.9642791748046875, | |
| "eval_runtime": 0.6075, | |
| "eval_samples_per_second": 1.646, | |
| "eval_steps_per_second": 1.646, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 181.0, | |
| "learning_rate": 3.675438596491228e-05, | |
| "loss": 0.0539, | |
| "step": 181 | |
| }, | |
| { | |
| "epoch": 182.0, | |
| "learning_rate": 3.6666666666666666e-05, | |
| "loss": 0.0511, | |
| "step": 182 | |
| }, | |
| { | |
| "epoch": 183.0, | |
| "learning_rate": 3.657894736842106e-05, | |
| "loss": 0.0507, | |
| "step": 183 | |
| }, | |
| { | |
| "epoch": 184.0, | |
| "learning_rate": 3.6491228070175443e-05, | |
| "loss": 0.0494, | |
| "step": 184 | |
| }, | |
| { | |
| "epoch": 185.0, | |
| "learning_rate": 3.640350877192983e-05, | |
| "loss": 0.0525, | |
| "step": 185 | |
| }, | |
| { | |
| "epoch": 186.0, | |
| "learning_rate": 3.6315789473684214e-05, | |
| "loss": 0.0494, | |
| "step": 186 | |
| }, | |
| { | |
| "epoch": 187.0, | |
| "learning_rate": 3.62280701754386e-05, | |
| "loss": 0.0547, | |
| "step": 187 | |
| }, | |
| { | |
| "epoch": 188.0, | |
| "learning_rate": 3.6140350877192985e-05, | |
| "loss": 0.0499, | |
| "step": 188 | |
| }, | |
| { | |
| "epoch": 189.0, | |
| "learning_rate": 3.605263157894737e-05, | |
| "loss": 0.0527, | |
| "step": 189 | |
| }, | |
| { | |
| "epoch": 190.0, | |
| "learning_rate": 3.5964912280701756e-05, | |
| "loss": 0.0531, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 191.0, | |
| "learning_rate": 3.587719298245614e-05, | |
| "loss": 0.049, | |
| "step": 191 | |
| }, | |
| { | |
| "epoch": 192.0, | |
| "learning_rate": 3.578947368421053e-05, | |
| "loss": 0.049, | |
| "step": 192 | |
| }, | |
| { | |
| "epoch": 193.0, | |
| "learning_rate": 3.570175438596491e-05, | |
| "loss": 0.0519, | |
| "step": 193 | |
| }, | |
| { | |
| "epoch": 194.0, | |
| "learning_rate": 3.56140350877193e-05, | |
| "loss": 0.0507, | |
| "step": 194 | |
| }, | |
| { | |
| "epoch": 195.0, | |
| "learning_rate": 3.5526315789473684e-05, | |
| "loss": 0.0503, | |
| "step": 195 | |
| }, | |
| { | |
| "epoch": 196.0, | |
| "learning_rate": 3.543859649122807e-05, | |
| "loss": 0.0495, | |
| "step": 196 | |
| }, | |
| { | |
| "epoch": 197.0, | |
| "learning_rate": 3.5350877192982455e-05, | |
| "loss": 0.0486, | |
| "step": 197 | |
| }, | |
| { | |
| "epoch": 198.0, | |
| "learning_rate": 3.526315789473684e-05, | |
| "loss": 0.0506, | |
| "step": 198 | |
| }, | |
| { | |
| "epoch": 199.0, | |
| "learning_rate": 3.5175438596491226e-05, | |
| "loss": 0.0477, | |
| "step": 199 | |
| }, | |
| { | |
| "epoch": 200.0, | |
| "learning_rate": 3.508771929824561e-05, | |
| "loss": 0.0508, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 200.0, | |
| "eval_accuracy_NAT": 0.9823460569554552, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.8078446526905613, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5829966057863262, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.9417596034696406, | |
| "eval_accuracy_speedway-bricks": 0.9883096882583535, | |
| "eval_accuracy_steel": 0.9037949400798935, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9617055156744581, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7411806417301897, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.42646015606526366, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.8077740662010325, | |
| "eval_iou_speedway-bricks": 0.9782094067923831, | |
| "eval_iou_steel": 0.7556359588087949, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.13466748595237732, | |
| "eval_mean_accuracy": 0.8678419245400385, | |
| "eval_mean_iou": 0.778494290878687, | |
| "eval_overall_accuracy": 0.9662055969238281, | |
| "eval_runtime": 0.8563, | |
| "eval_samples_per_second": 1.168, | |
| "eval_steps_per_second": 1.168, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 201.0, | |
| "learning_rate": 3.5e-05, | |
| "loss": 0.0484, | |
| "step": 201 | |
| }, | |
| { | |
| "epoch": 202.0, | |
| "learning_rate": 3.491228070175438e-05, | |
| "loss": 0.0475, | |
| "step": 202 | |
| }, | |
| { | |
| "epoch": 203.0, | |
| "learning_rate": 3.482456140350877e-05, | |
| "loss": 0.0486, | |
| "step": 203 | |
| }, | |
| { | |
| "epoch": 204.0, | |
| "learning_rate": 3.473684210526316e-05, | |
| "loss": 0.0474, | |
| "step": 204 | |
| }, | |
| { | |
| "epoch": 205.0, | |
| "learning_rate": 3.4649122807017546e-05, | |
| "loss": 0.0498, | |
| "step": 205 | |
| }, | |
| { | |
| "epoch": 206.0, | |
| "learning_rate": 3.456140350877193e-05, | |
| "loss": 0.0498, | |
| "step": 206 | |
| }, | |
| { | |
| "epoch": 207.0, | |
| "learning_rate": 3.447368421052632e-05, | |
| "loss": 0.0476, | |
| "step": 207 | |
| }, | |
| { | |
| "epoch": 208.0, | |
| "learning_rate": 3.43859649122807e-05, | |
| "loss": 0.0461, | |
| "step": 208 | |
| }, | |
| { | |
| "epoch": 209.0, | |
| "learning_rate": 3.429824561403509e-05, | |
| "loss": 0.0478, | |
| "step": 209 | |
| }, | |
| { | |
| "epoch": 210.0, | |
| "learning_rate": 3.421052631578947e-05, | |
| "loss": 0.0484, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 211.0, | |
| "learning_rate": 3.412280701754386e-05, | |
| "loss": 0.0487, | |
| "step": 211 | |
| }, | |
| { | |
| "epoch": 212.0, | |
| "learning_rate": 3.403508771929825e-05, | |
| "loss": 0.0471, | |
| "step": 212 | |
| }, | |
| { | |
| "epoch": 213.0, | |
| "learning_rate": 3.3947368421052636e-05, | |
| "loss": 0.0449, | |
| "step": 213 | |
| }, | |
| { | |
| "epoch": 214.0, | |
| "learning_rate": 3.385964912280702e-05, | |
| "loss": 0.0452, | |
| "step": 214 | |
| }, | |
| { | |
| "epoch": 215.0, | |
| "learning_rate": 3.377192982456141e-05, | |
| "loss": 0.0441, | |
| "step": 215 | |
| }, | |
| { | |
| "epoch": 216.0, | |
| "learning_rate": 3.368421052631579e-05, | |
| "loss": 0.0469, | |
| "step": 216 | |
| }, | |
| { | |
| "epoch": 217.0, | |
| "learning_rate": 3.359649122807018e-05, | |
| "loss": 0.0465, | |
| "step": 217 | |
| }, | |
| { | |
| "epoch": 218.0, | |
| "learning_rate": 3.3508771929824564e-05, | |
| "loss": 0.0472, | |
| "step": 218 | |
| }, | |
| { | |
| "epoch": 219.0, | |
| "learning_rate": 3.342105263157895e-05, | |
| "loss": 0.0463, | |
| "step": 219 | |
| }, | |
| { | |
| "epoch": 220.0, | |
| "learning_rate": 3.3333333333333335e-05, | |
| "loss": 0.0452, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 220.0, | |
| "eval_accuracy_NAT": 0.9795690322068751, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7840788329629987, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5747535154355907, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.7316339175075235, | |
| "eval_accuracy_speedway-bricks": 0.9934431584842263, | |
| "eval_accuracy_steel": 0.8824900133155792, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9598131567695039, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7316325610745515, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.42730112953616917, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.6137511137511138, | |
| "eval_iou_speedway-bricks": 0.9608548956769993, | |
| "eval_iou_steel": 0.7776474039307715, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.14316219091415405, | |
| "eval_mean_accuracy": 0.824328078318799, | |
| "eval_mean_iou": 0.7451667101231849, | |
| "eval_overall_accuracy": 0.9603767395019531, | |
| "eval_runtime": 0.5943, | |
| "eval_samples_per_second": 1.683, | |
| "eval_steps_per_second": 1.683, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 221.0, | |
| "learning_rate": 3.324561403508772e-05, | |
| "loss": 0.0462, | |
| "step": 221 | |
| }, | |
| { | |
| "epoch": 222.0, | |
| "learning_rate": 3.3157894736842106e-05, | |
| "loss": 0.0429, | |
| "step": 222 | |
| }, | |
| { | |
| "epoch": 223.0, | |
| "learning_rate": 3.307017543859649e-05, | |
| "loss": 0.0508, | |
| "step": 223 | |
| }, | |
| { | |
| "epoch": 224.0, | |
| "learning_rate": 3.2982456140350884e-05, | |
| "loss": 0.0438, | |
| "step": 224 | |
| }, | |
| { | |
| "epoch": 225.0, | |
| "learning_rate": 3.289473684210527e-05, | |
| "loss": 0.0434, | |
| "step": 225 | |
| }, | |
| { | |
| "epoch": 226.0, | |
| "learning_rate": 3.2807017543859655e-05, | |
| "loss": 0.0477, | |
| "step": 226 | |
| }, | |
| { | |
| "epoch": 227.0, | |
| "learning_rate": 3.271929824561404e-05, | |
| "loss": 0.0455, | |
| "step": 227 | |
| }, | |
| { | |
| "epoch": 228.0, | |
| "learning_rate": 3.2631578947368426e-05, | |
| "loss": 0.043, | |
| "step": 228 | |
| }, | |
| { | |
| "epoch": 229.0, | |
| "learning_rate": 3.254385964912281e-05, | |
| "loss": 0.045, | |
| "step": 229 | |
| }, | |
| { | |
| "epoch": 230.0, | |
| "learning_rate": 3.24561403508772e-05, | |
| "loss": 0.0473, | |
| "step": 230 | |
| }, | |
| { | |
| "epoch": 231.0, | |
| "learning_rate": 3.236842105263158e-05, | |
| "loss": 0.0418, | |
| "step": 231 | |
| }, | |
| { | |
| "epoch": 232.0, | |
| "learning_rate": 3.228070175438597e-05, | |
| "loss": 0.0452, | |
| "step": 232 | |
| }, | |
| { | |
| "epoch": 233.0, | |
| "learning_rate": 3.219298245614035e-05, | |
| "loss": 0.0453, | |
| "step": 233 | |
| }, | |
| { | |
| "epoch": 234.0, | |
| "learning_rate": 3.210526315789474e-05, | |
| "loss": 0.0428, | |
| "step": 234 | |
| }, | |
| { | |
| "epoch": 235.0, | |
| "learning_rate": 3.2017543859649124e-05, | |
| "loss": 0.0432, | |
| "step": 235 | |
| }, | |
| { | |
| "epoch": 236.0, | |
| "learning_rate": 3.192982456140351e-05, | |
| "loss": 0.0415, | |
| "step": 236 | |
| }, | |
| { | |
| "epoch": 237.0, | |
| "learning_rate": 3.1842105263157895e-05, | |
| "loss": 0.048, | |
| "step": 237 | |
| }, | |
| { | |
| "epoch": 238.0, | |
| "learning_rate": 3.175438596491228e-05, | |
| "loss": 0.0424, | |
| "step": 238 | |
| }, | |
| { | |
| "epoch": 239.0, | |
| "learning_rate": 3.1666666666666666e-05, | |
| "loss": 0.0445, | |
| "step": 239 | |
| }, | |
| { | |
| "epoch": 240.0, | |
| "learning_rate": 3.157894736842105e-05, | |
| "loss": 0.0417, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 240.0, | |
| "eval_accuracy_NAT": 0.9801508850113395, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7948024345473867, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.542104412477776, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.9183926358647548, | |
| "eval_accuracy_speedway-bricks": 0.9923697965279075, | |
| "eval_accuracy_steel": 0.8778295605858855, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9585141120558662, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7367902561346946, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.4059549745824256, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.760815368822408, | |
| "eval_iou_speedway-bricks": 0.9740952817224003, | |
| "eval_iou_steel": 0.784121320249777, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.14111237227916718, | |
| "eval_mean_accuracy": 0.8509416208358416, | |
| "eval_mean_iou": 0.770048552261262, | |
| "eval_overall_accuracy": 0.9639854431152344, | |
| "eval_runtime": 0.6048, | |
| "eval_samples_per_second": 1.654, | |
| "eval_steps_per_second": 1.654, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 241.0, | |
| "learning_rate": 3.149122807017544e-05, | |
| "loss": 0.0427, | |
| "step": 241 | |
| }, | |
| { | |
| "epoch": 242.0, | |
| "learning_rate": 3.140350877192982e-05, | |
| "loss": 0.0416, | |
| "step": 242 | |
| }, | |
| { | |
| "epoch": 243.0, | |
| "learning_rate": 3.131578947368421e-05, | |
| "loss": 0.0433, | |
| "step": 243 | |
| }, | |
| { | |
| "epoch": 244.0, | |
| "learning_rate": 3.12280701754386e-05, | |
| "loss": 0.0436, | |
| "step": 244 | |
| }, | |
| { | |
| "epoch": 245.0, | |
| "learning_rate": 3.1140350877192986e-05, | |
| "loss": 0.0406, | |
| "step": 245 | |
| }, | |
| { | |
| "epoch": 246.0, | |
| "learning_rate": 3.105263157894737e-05, | |
| "loss": 0.0436, | |
| "step": 246 | |
| }, | |
| { | |
| "epoch": 247.0, | |
| "learning_rate": 3.096491228070176e-05, | |
| "loss": 0.0435, | |
| "step": 247 | |
| }, | |
| { | |
| "epoch": 248.0, | |
| "learning_rate": 3.087719298245614e-05, | |
| "loss": 0.0419, | |
| "step": 248 | |
| }, | |
| { | |
| "epoch": 249.0, | |
| "learning_rate": 3.078947368421053e-05, | |
| "loss": 0.0415, | |
| "step": 249 | |
| }, | |
| { | |
| "epoch": 250.0, | |
| "learning_rate": 3.0701754385964913e-05, | |
| "loss": 0.0423, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 251.0, | |
| "learning_rate": 3.06140350877193e-05, | |
| "loss": 0.0421, | |
| "step": 251 | |
| }, | |
| { | |
| "epoch": 252.0, | |
| "learning_rate": 3.0526315789473684e-05, | |
| "loss": 0.0437, | |
| "step": 252 | |
| }, | |
| { | |
| "epoch": 253.0, | |
| "learning_rate": 3.0438596491228073e-05, | |
| "loss": 0.0407, | |
| "step": 253 | |
| }, | |
| { | |
| "epoch": 254.0, | |
| "learning_rate": 3.035087719298246e-05, | |
| "loss": 0.0402, | |
| "step": 254 | |
| }, | |
| { | |
| "epoch": 255.0, | |
| "learning_rate": 3.0263157894736844e-05, | |
| "loss": 0.047, | |
| "step": 255 | |
| }, | |
| { | |
| "epoch": 256.0, | |
| "learning_rate": 3.017543859649123e-05, | |
| "loss": 0.0403, | |
| "step": 256 | |
| }, | |
| { | |
| "epoch": 257.0, | |
| "learning_rate": 3.0087719298245615e-05, | |
| "loss": 0.0415, | |
| "step": 257 | |
| }, | |
| { | |
| "epoch": 258.0, | |
| "learning_rate": 3e-05, | |
| "loss": 0.0492, | |
| "step": 258 | |
| }, | |
| { | |
| "epoch": 259.0, | |
| "learning_rate": 2.9912280701754386e-05, | |
| "loss": 0.0396, | |
| "step": 259 | |
| }, | |
| { | |
| "epoch": 260.0, | |
| "learning_rate": 2.9824561403508772e-05, | |
| "loss": 0.0417, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 260.0, | |
| "eval_accuracy_NAT": 0.9801773328660879, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7820500434740605, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5682883465330532, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.7863338644007789, | |
| "eval_accuracy_speedway-bricks": 0.9955198805301475, | |
| "eval_accuracy_steel": 0.8162450066577897, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9602785425101215, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7258787661406025, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.42904209884075656, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.6579765960598429, | |
| "eval_iou_speedway-bricks": 0.9637879232837102, | |
| "eval_iou_steel": 0.7650546021840874, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.14068955183029175, | |
| "eval_mean_accuracy": 0.8214357457436531, | |
| "eval_mean_iou": 0.7503364215031869, | |
| "eval_overall_accuracy": 0.9615936279296875, | |
| "eval_runtime": 0.6119, | |
| "eval_samples_per_second": 1.634, | |
| "eval_steps_per_second": 1.634, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 261.0, | |
| "learning_rate": 2.9736842105263157e-05, | |
| "loss": 0.0406, | |
| "step": 261 | |
| }, | |
| { | |
| "epoch": 262.0, | |
| "learning_rate": 2.9649122807017543e-05, | |
| "loss": 0.0391, | |
| "step": 262 | |
| }, | |
| { | |
| "epoch": 263.0, | |
| "learning_rate": 2.9561403508771928e-05, | |
| "loss": 0.0411, | |
| "step": 263 | |
| }, | |
| { | |
| "epoch": 264.0, | |
| "learning_rate": 2.9473684210526314e-05, | |
| "loss": 0.0428, | |
| "step": 264 | |
| }, | |
| { | |
| "epoch": 265.0, | |
| "learning_rate": 2.9385964912280706e-05, | |
| "loss": 0.0408, | |
| "step": 265 | |
| }, | |
| { | |
| "epoch": 266.0, | |
| "learning_rate": 2.929824561403509e-05, | |
| "loss": 0.0427, | |
| "step": 266 | |
| }, | |
| { | |
| "epoch": 267.0, | |
| "learning_rate": 2.9210526315789477e-05, | |
| "loss": 0.0427, | |
| "step": 267 | |
| }, | |
| { | |
| "epoch": 268.0, | |
| "learning_rate": 2.9122807017543863e-05, | |
| "loss": 0.0425, | |
| "step": 268 | |
| }, | |
| { | |
| "epoch": 269.0, | |
| "learning_rate": 2.9035087719298248e-05, | |
| "loss": 0.039, | |
| "step": 269 | |
| }, | |
| { | |
| "epoch": 270.0, | |
| "learning_rate": 2.8947368421052634e-05, | |
| "loss": 0.0409, | |
| "step": 270 | |
| }, | |
| { | |
| "epoch": 271.0, | |
| "learning_rate": 2.885964912280702e-05, | |
| "loss": 0.0408, | |
| "step": 271 | |
| }, | |
| { | |
| "epoch": 272.0, | |
| "learning_rate": 2.8771929824561404e-05, | |
| "loss": 0.0401, | |
| "step": 272 | |
| }, | |
| { | |
| "epoch": 273.0, | |
| "learning_rate": 2.868421052631579e-05, | |
| "loss": 0.041, | |
| "step": 273 | |
| }, | |
| { | |
| "epoch": 274.0, | |
| "learning_rate": 2.8596491228070175e-05, | |
| "loss": 0.0389, | |
| "step": 274 | |
| }, | |
| { | |
| "epoch": 275.0, | |
| "learning_rate": 2.850877192982456e-05, | |
| "loss": 0.0409, | |
| "step": 275 | |
| }, | |
| { | |
| "epoch": 276.0, | |
| "learning_rate": 2.842105263157895e-05, | |
| "loss": 0.04, | |
| "step": 276 | |
| }, | |
| { | |
| "epoch": 277.0, | |
| "learning_rate": 2.8333333333333335e-05, | |
| "loss": 0.0378, | |
| "step": 277 | |
| }, | |
| { | |
| "epoch": 278.0, | |
| "learning_rate": 2.824561403508772e-05, | |
| "loss": 0.0381, | |
| "step": 278 | |
| }, | |
| { | |
| "epoch": 279.0, | |
| "learning_rate": 2.8157894736842106e-05, | |
| "loss": 0.0425, | |
| "step": 279 | |
| }, | |
| { | |
| "epoch": 280.0, | |
| "learning_rate": 2.8070175438596492e-05, | |
| "loss": 0.0421, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 280.0, | |
| "eval_accuracy_NAT": 0.9818898314610456, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7966380059897594, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5474381768223695, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.9183926358647548, | |
| "eval_accuracy_speedway-bricks": 0.9910397610602949, | |
| "eval_accuracy_steel": 0.9081225033288948, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9603388624826203, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.733825754204859, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.41650270536153466, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.7788620327278186, | |
| "eval_iou_speedway-bricks": 0.9745643120202843, | |
| "eval_iou_steel": 0.7868474185174502, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.13642747700214386, | |
| "eval_mean_accuracy": 0.8572534857545198, | |
| "eval_mean_iou": 0.7751568475524279, | |
| "eval_overall_accuracy": 0.9650993347167969, | |
| "eval_runtime": 0.615, | |
| "eval_samples_per_second": 1.626, | |
| "eval_steps_per_second": 1.626, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 281.0, | |
| "learning_rate": 2.7982456140350877e-05, | |
| "loss": 0.0377, | |
| "step": 281 | |
| }, | |
| { | |
| "epoch": 282.0, | |
| "learning_rate": 2.7894736842105263e-05, | |
| "loss": 0.0431, | |
| "step": 282 | |
| }, | |
| { | |
| "epoch": 283.0, | |
| "learning_rate": 2.780701754385965e-05, | |
| "loss": 0.0393, | |
| "step": 283 | |
| }, | |
| { | |
| "epoch": 284.0, | |
| "learning_rate": 2.7719298245614034e-05, | |
| "loss": 0.0389, | |
| "step": 284 | |
| }, | |
| { | |
| "epoch": 285.0, | |
| "learning_rate": 2.7631578947368426e-05, | |
| "loss": 0.0479, | |
| "step": 285 | |
| }, | |
| { | |
| "epoch": 286.0, | |
| "learning_rate": 2.754385964912281e-05, | |
| "loss": 0.0425, | |
| "step": 286 | |
| }, | |
| { | |
| "epoch": 287.0, | |
| "learning_rate": 2.7456140350877197e-05, | |
| "loss": 0.0394, | |
| "step": 287 | |
| }, | |
| { | |
| "epoch": 288.0, | |
| "learning_rate": 2.7368421052631583e-05, | |
| "loss": 0.0397, | |
| "step": 288 | |
| }, | |
| { | |
| "epoch": 289.0, | |
| "learning_rate": 2.7280701754385968e-05, | |
| "loss": 0.0383, | |
| "step": 289 | |
| }, | |
| { | |
| "epoch": 290.0, | |
| "learning_rate": 2.7192982456140354e-05, | |
| "loss": 0.0376, | |
| "step": 290 | |
| }, | |
| { | |
| "epoch": 291.0, | |
| "learning_rate": 2.710526315789474e-05, | |
| "loss": 0.0398, | |
| "step": 291 | |
| }, | |
| { | |
| "epoch": 292.0, | |
| "learning_rate": 2.7017543859649125e-05, | |
| "loss": 0.0398, | |
| "step": 292 | |
| }, | |
| { | |
| "epoch": 293.0, | |
| "learning_rate": 2.692982456140351e-05, | |
| "loss": 0.0398, | |
| "step": 293 | |
| }, | |
| { | |
| "epoch": 294.0, | |
| "learning_rate": 2.6842105263157896e-05, | |
| "loss": 0.0396, | |
| "step": 294 | |
| }, | |
| { | |
| "epoch": 295.0, | |
| "learning_rate": 2.675438596491228e-05, | |
| "loss": 0.0376, | |
| "step": 295 | |
| }, | |
| { | |
| "epoch": 296.0, | |
| "learning_rate": 2.6666666666666667e-05, | |
| "loss": 0.0389, | |
| "step": 296 | |
| }, | |
| { | |
| "epoch": 297.0, | |
| "learning_rate": 2.6578947368421052e-05, | |
| "loss": 0.0449, | |
| "step": 297 | |
| }, | |
| { | |
| "epoch": 298.0, | |
| "learning_rate": 2.6491228070175438e-05, | |
| "loss": 0.0389, | |
| "step": 298 | |
| }, | |
| { | |
| "epoch": 299.0, | |
| "learning_rate": 2.6403508771929823e-05, | |
| "loss": 0.0375, | |
| "step": 299 | |
| }, | |
| { | |
| "epoch": 300.0, | |
| "learning_rate": 2.6315789473684212e-05, | |
| "loss": 0.0369, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 300.0, | |
| "eval_accuracy_NAT": 0.9779491011035367, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7464979229059994, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.587683853240666, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.7797840325721367, | |
| "eval_accuracy_speedway-bricks": 0.9962432331528841, | |
| "eval_accuracy_steel": 0.8372170439414115, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9588719611021069, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.702710076391415, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.4253129020938121, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.6560917485850462, | |
| "eval_iou_speedway-bricks": 0.9597401429663265, | |
| "eval_iou_steel": 0.7791201982651796, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.15013903379440308, | |
| "eval_mean_accuracy": 0.8208958644861056, | |
| "eval_mean_iou": 0.7469745049006478, | |
| "eval_overall_accuracy": 0.9596977233886719, | |
| "eval_runtime": 0.6056, | |
| "eval_samples_per_second": 1.651, | |
| "eval_steps_per_second": 1.651, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 301.0, | |
| "learning_rate": 2.6228070175438597e-05, | |
| "loss": 0.0385, | |
| "step": 301 | |
| }, | |
| { | |
| "epoch": 302.0, | |
| "learning_rate": 2.6140350877192983e-05, | |
| "loss": 0.0384, | |
| "step": 302 | |
| }, | |
| { | |
| "epoch": 303.0, | |
| "learning_rate": 2.605263157894737e-05, | |
| "loss": 0.0375, | |
| "step": 303 | |
| }, | |
| { | |
| "epoch": 304.0, | |
| "learning_rate": 2.5964912280701754e-05, | |
| "loss": 0.0377, | |
| "step": 304 | |
| }, | |
| { | |
| "epoch": 305.0, | |
| "learning_rate": 2.5877192982456143e-05, | |
| "loss": 0.0371, | |
| "step": 305 | |
| }, | |
| { | |
| "epoch": 306.0, | |
| "learning_rate": 2.578947368421053e-05, | |
| "loss": 0.0361, | |
| "step": 306 | |
| }, | |
| { | |
| "epoch": 307.0, | |
| "learning_rate": 2.5701754385964917e-05, | |
| "loss": 0.0375, | |
| "step": 307 | |
| }, | |
| { | |
| "epoch": 308.0, | |
| "learning_rate": 2.5614035087719303e-05, | |
| "loss": 0.0358, | |
| "step": 308 | |
| }, | |
| { | |
| "epoch": 309.0, | |
| "learning_rate": 2.5526315789473688e-05, | |
| "loss": 0.0385, | |
| "step": 309 | |
| }, | |
| { | |
| "epoch": 310.0, | |
| "learning_rate": 2.5438596491228074e-05, | |
| "loss": 0.0373, | |
| "step": 310 | |
| }, | |
| { | |
| "epoch": 311.0, | |
| "learning_rate": 2.535087719298246e-05, | |
| "loss": 0.0392, | |
| "step": 311 | |
| }, | |
| { | |
| "epoch": 312.0, | |
| "learning_rate": 2.5263157894736845e-05, | |
| "loss": 0.0376, | |
| "step": 312 | |
| }, | |
| { | |
| "epoch": 313.0, | |
| "learning_rate": 2.517543859649123e-05, | |
| "loss": 0.0377, | |
| "step": 313 | |
| }, | |
| { | |
| "epoch": 314.0, | |
| "learning_rate": 2.5087719298245616e-05, | |
| "loss": 0.0365, | |
| "step": 314 | |
| }, | |
| { | |
| "epoch": 315.0, | |
| "learning_rate": 2.5e-05, | |
| "loss": 0.038, | |
| "step": 315 | |
| }, | |
| { | |
| "epoch": 316.0, | |
| "learning_rate": 2.4912280701754387e-05, | |
| "loss": 0.0374, | |
| "step": 316 | |
| }, | |
| { | |
| "epoch": 317.0, | |
| "learning_rate": 2.4824561403508772e-05, | |
| "loss": 0.0427, | |
| "step": 317 | |
| }, | |
| { | |
| "epoch": 318.0, | |
| "learning_rate": 2.4736842105263158e-05, | |
| "loss": 0.0382, | |
| "step": 318 | |
| }, | |
| { | |
| "epoch": 319.0, | |
| "learning_rate": 2.4649122807017543e-05, | |
| "loss": 0.0348, | |
| "step": 319 | |
| }, | |
| { | |
| "epoch": 320.0, | |
| "learning_rate": 2.456140350877193e-05, | |
| "loss": 0.0369, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 320.0, | |
| "eval_accuracy_NAT": 0.975753929159421, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7764467201236596, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.580733796670438, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.7157018941405558, | |
| "eval_accuracy_speedway-bricks": 0.9951115363076348, | |
| "eval_accuracy_steel": 0.8531957390146472, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9570050063552178, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7215189873417721, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.41662801484230055, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.5929021850711248, | |
| "eval_iou_speedway-bricks": 0.9568646368552133, | |
| "eval_iou_steel": 0.7859552284575284, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.15667399764060974, | |
| "eval_mean_accuracy": 0.8161572692360594, | |
| "eval_mean_iou": 0.7384790098205262, | |
| "eval_overall_accuracy": 0.9578819274902344, | |
| "eval_runtime": 0.6106, | |
| "eval_samples_per_second": 1.638, | |
| "eval_steps_per_second": 1.638, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 321.0, | |
| "learning_rate": 2.4473684210526318e-05, | |
| "loss": 0.0382, | |
| "step": 321 | |
| }, | |
| { | |
| "epoch": 322.0, | |
| "learning_rate": 2.4385964912280703e-05, | |
| "loss": 0.0373, | |
| "step": 322 | |
| }, | |
| { | |
| "epoch": 323.0, | |
| "learning_rate": 2.429824561403509e-05, | |
| "loss": 0.0369, | |
| "step": 323 | |
| }, | |
| { | |
| "epoch": 324.0, | |
| "learning_rate": 2.4210526315789474e-05, | |
| "loss": 0.0355, | |
| "step": 324 | |
| }, | |
| { | |
| "epoch": 325.0, | |
| "learning_rate": 2.412280701754386e-05, | |
| "loss": 0.0342, | |
| "step": 325 | |
| }, | |
| { | |
| "epoch": 326.0, | |
| "learning_rate": 2.4035087719298245e-05, | |
| "loss": 0.0353, | |
| "step": 326 | |
| }, | |
| { | |
| "epoch": 327.0, | |
| "learning_rate": 2.394736842105263e-05, | |
| "loss": 0.0394, | |
| "step": 327 | |
| }, | |
| { | |
| "epoch": 328.0, | |
| "learning_rate": 2.385964912280702e-05, | |
| "loss": 0.0365, | |
| "step": 328 | |
| }, | |
| { | |
| "epoch": 329.0, | |
| "learning_rate": 2.3771929824561405e-05, | |
| "loss": 0.0362, | |
| "step": 329 | |
| }, | |
| { | |
| "epoch": 330.0, | |
| "learning_rate": 2.368421052631579e-05, | |
| "loss": 0.0369, | |
| "step": 330 | |
| }, | |
| { | |
| "epoch": 331.0, | |
| "learning_rate": 2.359649122807018e-05, | |
| "loss": 0.0374, | |
| "step": 331 | |
| }, | |
| { | |
| "epoch": 332.0, | |
| "learning_rate": 2.3508771929824565e-05, | |
| "loss": 0.0359, | |
| "step": 332 | |
| }, | |
| { | |
| "epoch": 333.0, | |
| "learning_rate": 2.342105263157895e-05, | |
| "loss": 0.0376, | |
| "step": 333 | |
| }, | |
| { | |
| "epoch": 334.0, | |
| "learning_rate": 2.3333333333333336e-05, | |
| "loss": 0.0372, | |
| "step": 334 | |
| }, | |
| { | |
| "epoch": 335.0, | |
| "learning_rate": 2.324561403508772e-05, | |
| "loss": 0.0368, | |
| "step": 335 | |
| }, | |
| { | |
| "epoch": 336.0, | |
| "learning_rate": 2.3157894736842107e-05, | |
| "loss": 0.0376, | |
| "step": 336 | |
| }, | |
| { | |
| "epoch": 337.0, | |
| "learning_rate": 2.3070175438596492e-05, | |
| "loss": 0.0372, | |
| "step": 337 | |
| }, | |
| { | |
| "epoch": 338.0, | |
| "learning_rate": 2.2982456140350878e-05, | |
| "loss": 0.0344, | |
| "step": 338 | |
| }, | |
| { | |
| "epoch": 339.0, | |
| "learning_rate": 2.2894736842105263e-05, | |
| "loss": 0.0365, | |
| "step": 339 | |
| }, | |
| { | |
| "epoch": 340.0, | |
| "learning_rate": 2.280701754385965e-05, | |
| "loss": 0.0347, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 340.0, | |
| "eval_accuracy_NAT": 0.9769903663689079, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7997294947348083, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5802489090027477, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.7084439723844929, | |
| "eval_accuracy_speedway-bricks": 0.9928014747059921, | |
| "eval_accuracy_steel": 0.9101198402130493, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9581431239300721, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7343209438481327, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.43149038461538464, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.583126912428967, | |
| "eval_iou_speedway-bricks": 0.9585468882005069, | |
| "eval_iou_steel": 0.8086364980774918, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.1487768143415451, | |
| "eval_mean_accuracy": 0.8280556762349996, | |
| "eval_mean_iou": 0.7457107918500925, | |
| "eval_overall_accuracy": 0.9592437744140625, | |
| "eval_runtime": 0.6021, | |
| "eval_samples_per_second": 1.661, | |
| "eval_steps_per_second": 1.661, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 341.0, | |
| "learning_rate": 2.2719298245614038e-05, | |
| "loss": 0.0342, | |
| "step": 341 | |
| }, | |
| { | |
| "epoch": 342.0, | |
| "learning_rate": 2.2631578947368423e-05, | |
| "loss": 0.0358, | |
| "step": 342 | |
| }, | |
| { | |
| "epoch": 343.0, | |
| "learning_rate": 2.254385964912281e-05, | |
| "loss": 0.0357, | |
| "step": 343 | |
| }, | |
| { | |
| "epoch": 344.0, | |
| "learning_rate": 2.2456140350877194e-05, | |
| "loss": 0.0352, | |
| "step": 344 | |
| }, | |
| { | |
| "epoch": 345.0, | |
| "learning_rate": 2.236842105263158e-05, | |
| "loss": 0.0348, | |
| "step": 345 | |
| }, | |
| { | |
| "epoch": 346.0, | |
| "learning_rate": 2.2280701754385965e-05, | |
| "loss": 0.0344, | |
| "step": 346 | |
| }, | |
| { | |
| "epoch": 347.0, | |
| "learning_rate": 2.219298245614035e-05, | |
| "loss": 0.0375, | |
| "step": 347 | |
| }, | |
| { | |
| "epoch": 348.0, | |
| "learning_rate": 2.2105263157894736e-05, | |
| "loss": 0.0356, | |
| "step": 348 | |
| }, | |
| { | |
| "epoch": 349.0, | |
| "learning_rate": 2.201754385964912e-05, | |
| "loss": 0.034, | |
| "step": 349 | |
| }, | |
| { | |
| "epoch": 350.0, | |
| "learning_rate": 2.1929824561403507e-05, | |
| "loss": 0.0356, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 351.0, | |
| "learning_rate": 2.1842105263157896e-05, | |
| "loss": 0.0365, | |
| "step": 351 | |
| }, | |
| { | |
| "epoch": 352.0, | |
| "learning_rate": 2.175438596491228e-05, | |
| "loss": 0.0335, | |
| "step": 352 | |
| }, | |
| { | |
| "epoch": 353.0, | |
| "learning_rate": 2.1666666666666667e-05, | |
| "loss": 0.0355, | |
| "step": 353 | |
| }, | |
| { | |
| "epoch": 354.0, | |
| "learning_rate": 2.1578947368421053e-05, | |
| "loss": 0.0341, | |
| "step": 354 | |
| }, | |
| { | |
| "epoch": 355.0, | |
| "learning_rate": 2.149122807017544e-05, | |
| "loss": 0.0337, | |
| "step": 355 | |
| }, | |
| { | |
| "epoch": 356.0, | |
| "learning_rate": 2.1403508771929827e-05, | |
| "loss": 0.0351, | |
| "step": 356 | |
| }, | |
| { | |
| "epoch": 357.0, | |
| "learning_rate": 2.1315789473684212e-05, | |
| "loss": 0.0424, | |
| "step": 357 | |
| }, | |
| { | |
| "epoch": 358.0, | |
| "learning_rate": 2.1228070175438598e-05, | |
| "loss": 0.0353, | |
| "step": 358 | |
| }, | |
| { | |
| "epoch": 359.0, | |
| "learning_rate": 2.1140350877192983e-05, | |
| "loss": 0.0346, | |
| "step": 359 | |
| }, | |
| { | |
| "epoch": 360.0, | |
| "learning_rate": 2.105263157894737e-05, | |
| "loss": 0.0341, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 360.0, | |
| "eval_accuracy_NAT": 0.9783259830337012, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7635977200270505, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5854210441247778, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.675163745795716, | |
| "eval_accuracy_speedway-bricks": 0.9957065521747247, | |
| "eval_accuracy_steel": 0.8528628495339547, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9590238843698351, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7182189913675602, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.433409118104583, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.5656236096692867, | |
| "eval_iou_speedway-bricks": 0.953979946568896, | |
| "eval_iou_steel": 0.7936802973977695, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.15374624729156494, | |
| "eval_mean_accuracy": 0.8085129824483209, | |
| "eval_mean_iou": 0.7373226412463217, | |
| "eval_overall_accuracy": 0.9582862854003906, | |
| "eval_runtime": 0.5974, | |
| "eval_samples_per_second": 1.674, | |
| "eval_steps_per_second": 1.674, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 361.0, | |
| "learning_rate": 2.0964912280701758e-05, | |
| "loss": 0.034, | |
| "step": 361 | |
| }, | |
| { | |
| "epoch": 362.0, | |
| "learning_rate": 2.0877192982456143e-05, | |
| "loss": 0.0355, | |
| "step": 362 | |
| }, | |
| { | |
| "epoch": 363.0, | |
| "learning_rate": 2.078947368421053e-05, | |
| "loss": 0.0341, | |
| "step": 363 | |
| }, | |
| { | |
| "epoch": 364.0, | |
| "learning_rate": 2.0701754385964914e-05, | |
| "loss": 0.0339, | |
| "step": 364 | |
| }, | |
| { | |
| "epoch": 365.0, | |
| "learning_rate": 2.06140350877193e-05, | |
| "loss": 0.0346, | |
| "step": 365 | |
| }, | |
| { | |
| "epoch": 366.0, | |
| "learning_rate": 2.0526315789473685e-05, | |
| "loss": 0.0363, | |
| "step": 366 | |
| }, | |
| { | |
| "epoch": 367.0, | |
| "learning_rate": 2.043859649122807e-05, | |
| "loss": 0.0351, | |
| "step": 367 | |
| }, | |
| { | |
| "epoch": 368.0, | |
| "learning_rate": 2.0350877192982456e-05, | |
| "loss": 0.034, | |
| "step": 368 | |
| }, | |
| { | |
| "epoch": 369.0, | |
| "learning_rate": 2.0263157894736842e-05, | |
| "loss": 0.0338, | |
| "step": 369 | |
| }, | |
| { | |
| "epoch": 370.0, | |
| "learning_rate": 2.0175438596491227e-05, | |
| "loss": 0.0349, | |
| "step": 370 | |
| }, | |
| { | |
| "epoch": 371.0, | |
| "learning_rate": 2.0087719298245616e-05, | |
| "loss": 0.0326, | |
| "step": 371 | |
| }, | |
| { | |
| "epoch": 372.0, | |
| "learning_rate": 2e-05, | |
| "loss": 0.0364, | |
| "step": 372 | |
| }, | |
| { | |
| "epoch": 373.0, | |
| "learning_rate": 1.9912280701754387e-05, | |
| "loss": 0.0359, | |
| "step": 373 | |
| }, | |
| { | |
| "epoch": 374.0, | |
| "learning_rate": 1.9824561403508773e-05, | |
| "loss": 0.0331, | |
| "step": 374 | |
| }, | |
| { | |
| "epoch": 375.0, | |
| "learning_rate": 1.9736842105263158e-05, | |
| "loss": 0.0338, | |
| "step": 375 | |
| }, | |
| { | |
| "epoch": 376.0, | |
| "learning_rate": 1.9649122807017544e-05, | |
| "loss": 0.0338, | |
| "step": 376 | |
| }, | |
| { | |
| "epoch": 377.0, | |
| "learning_rate": 1.956140350877193e-05, | |
| "loss": 0.0339, | |
| "step": 377 | |
| }, | |
| { | |
| "epoch": 378.0, | |
| "learning_rate": 1.9473684210526315e-05, | |
| "loss": 0.0327, | |
| "step": 378 | |
| }, | |
| { | |
| "epoch": 379.0, | |
| "learning_rate": 1.9385964912280704e-05, | |
| "loss": 0.0333, | |
| "step": 379 | |
| }, | |
| { | |
| "epoch": 380.0, | |
| "learning_rate": 1.929824561403509e-05, | |
| "loss": 0.0319, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 380.0, | |
| "eval_accuracy_NAT": 0.9768911869136014, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.7931600811515795, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5952804267011476, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.693220038944946, | |
| "eval_accuracy_speedway-bricks": 0.9944115176404704, | |
| "eval_accuracy_steel": 0.8794940079893475, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9584684848327581, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7336252345634885, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.4352398960056724, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.5835195946952764, | |
| "eval_iou_speedway-bricks": 0.9570612079903882, | |
| "eval_iou_steel": 0.8032836728488902, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.1511119306087494, | |
| "eval_mean_accuracy": 0.8220762098901822, | |
| "eval_mean_iou": 0.7451996818227457, | |
| "eval_overall_accuracy": 0.9591293334960938, | |
| "eval_runtime": 0.6088, | |
| "eval_samples_per_second": 1.643, | |
| "eval_steps_per_second": 1.643, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 381.0, | |
| "learning_rate": 1.9210526315789474e-05, | |
| "loss": 0.0328, | |
| "step": 381 | |
| }, | |
| { | |
| "epoch": 382.0, | |
| "learning_rate": 1.9122807017543863e-05, | |
| "loss": 0.0342, | |
| "step": 382 | |
| }, | |
| { | |
| "epoch": 383.0, | |
| "learning_rate": 1.903508771929825e-05, | |
| "loss": 0.0329, | |
| "step": 383 | |
| }, | |
| { | |
| "epoch": 384.0, | |
| "learning_rate": 1.8947368421052634e-05, | |
| "loss": 0.033, | |
| "step": 384 | |
| }, | |
| { | |
| "epoch": 385.0, | |
| "learning_rate": 1.885964912280702e-05, | |
| "loss": 0.0328, | |
| "step": 385 | |
| }, | |
| { | |
| "epoch": 386.0, | |
| "learning_rate": 1.8771929824561405e-05, | |
| "loss": 0.0324, | |
| "step": 386 | |
| }, | |
| { | |
| "epoch": 387.0, | |
| "learning_rate": 1.868421052631579e-05, | |
| "loss": 0.0335, | |
| "step": 387 | |
| }, | |
| { | |
| "epoch": 388.0, | |
| "learning_rate": 1.8596491228070176e-05, | |
| "loss": 0.0355, | |
| "step": 388 | |
| }, | |
| { | |
| "epoch": 389.0, | |
| "learning_rate": 1.8508771929824562e-05, | |
| "loss": 0.033, | |
| "step": 389 | |
| }, | |
| { | |
| "epoch": 390.0, | |
| "learning_rate": 1.8421052631578947e-05, | |
| "loss": 0.034, | |
| "step": 390 | |
| }, | |
| { | |
| "epoch": 391.0, | |
| "learning_rate": 1.8333333333333333e-05, | |
| "loss": 0.0361, | |
| "step": 391 | |
| }, | |
| { | |
| "epoch": 392.0, | |
| "learning_rate": 1.8245614035087722e-05, | |
| "loss": 0.0338, | |
| "step": 392 | |
| }, | |
| { | |
| "epoch": 393.0, | |
| "learning_rate": 1.8157894736842107e-05, | |
| "loss": 0.04, | |
| "step": 393 | |
| }, | |
| { | |
| "epoch": 394.0, | |
| "learning_rate": 1.8070175438596493e-05, | |
| "loss": 0.033, | |
| "step": 394 | |
| }, | |
| { | |
| "epoch": 395.0, | |
| "learning_rate": 1.7982456140350878e-05, | |
| "loss": 0.0326, | |
| "step": 395 | |
| }, | |
| { | |
| "epoch": 396.0, | |
| "learning_rate": 1.7894736842105264e-05, | |
| "loss": 0.0316, | |
| "step": 396 | |
| }, | |
| { | |
| "epoch": 397.0, | |
| "learning_rate": 1.780701754385965e-05, | |
| "loss": 0.0341, | |
| "step": 397 | |
| }, | |
| { | |
| "epoch": 398.0, | |
| "learning_rate": 1.7719298245614035e-05, | |
| "loss": 0.0361, | |
| "step": 398 | |
| }, | |
| { | |
| "epoch": 399.0, | |
| "learning_rate": 1.763157894736842e-05, | |
| "loss": 0.0331, | |
| "step": 399 | |
| }, | |
| { | |
| "epoch": 400.0, | |
| "learning_rate": 1.7543859649122806e-05, | |
| "loss": 0.0331, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 400.0, | |
| "eval_accuracy_NAT": 0.9766399322934919, | |
| "eval_accuracy_REST": NaN, | |
| "eval_accuracy_concrete-road-adj": NaN, | |
| "eval_accuracy_concrete-speedway-side": 0.8053328180852092, | |
| "eval_accuracy_dark-bricks": NaN, | |
| "eval_accuracy_grass": 0.5676418296427994, | |
| "eval_accuracy_red-bricks": NaN, | |
| "eval_accuracy_road": NaN, | |
| "eval_accuracy_rough-red-sidewalk": 0.6640113294388388, | |
| "eval_accuracy_speedway-bricks": 0.994819861862983, | |
| "eval_accuracy_steel": 0.8808255659121171, | |
| "eval_accuracy_steel-sidewalk": NaN, | |
| "eval_accuracy_tiles-marble": NaN, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9572718258468836, | |
| "eval_iou_REST": NaN, | |
| "eval_iou_concrete-road-adj": NaN, | |
| "eval_iou_concrete-speedway-side": 0.7440864054271177, | |
| "eval_iou_dark-bricks": NaN, | |
| "eval_iou_grass": 0.4272506082725061, | |
| "eval_iou_red-bricks": NaN, | |
| "eval_iou_road": NaN, | |
| "eval_iou_rough-red-sidewalk": 0.5538984051978736, | |
| "eval_iou_speedway-bricks": 0.9548167474776883, | |
| "eval_iou_steel": 0.8096695226438189, | |
| "eval_iou_steel-sidewalk": NaN, | |
| "eval_iou_tiles-marble": NaN, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.1568463146686554, | |
| "eval_mean_accuracy": 0.8148785562059064, | |
| "eval_mean_iou": 0.7411655858109812, | |
| "eval_overall_accuracy": 0.9583320617675781, | |
| "eval_runtime": 0.7091, | |
| "eval_samples_per_second": 1.41, | |
| "eval_steps_per_second": 1.41, | |
| "step": 400 | |
| } | |
| ], | |
| "max_steps": 600, | |
| "num_train_epochs": 600, | |
| "total_flos": 2.075903838388224e+18, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |