| { | |
| "best_metric": 0.07583378255367279, | |
| "best_model_checkpoint": "/robodata/smodak/Projects/lifelong_concept_learner/scripts/terrainseg/training/models/safety-utcustom-terrain-final/checkpoint-720", | |
| "epoch": 61.1764705882353, | |
| "global_step": 1040, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.06, | |
| "learning_rate": 2.9411764705882356e-07, | |
| "loss": 2.7081, | |
| "step": 1 | |
| }, | |
| { | |
| "epoch": 0.12, | |
| "learning_rate": 5.882352941176471e-07, | |
| "loss": 2.7218, | |
| "step": 2 | |
| }, | |
| { | |
| "epoch": 0.18, | |
| "learning_rate": 8.823529411764706e-07, | |
| "loss": 2.709, | |
| "step": 3 | |
| }, | |
| { | |
| "epoch": 0.24, | |
| "learning_rate": 1.1764705882352942e-06, | |
| "loss": 2.6939, | |
| "step": 4 | |
| }, | |
| { | |
| "epoch": 0.29, | |
| "learning_rate": 1.4705882352941177e-06, | |
| "loss": 2.6979, | |
| "step": 5 | |
| }, | |
| { | |
| "epoch": 0.35, | |
| "learning_rate": 1.7647058823529412e-06, | |
| "loss": 2.6788, | |
| "step": 6 | |
| }, | |
| { | |
| "epoch": 0.41, | |
| "learning_rate": 2.058823529411765e-06, | |
| "loss": 2.6769, | |
| "step": 7 | |
| }, | |
| { | |
| "epoch": 0.47, | |
| "learning_rate": 2.3529411764705885e-06, | |
| "loss": 2.6464, | |
| "step": 8 | |
| }, | |
| { | |
| "epoch": 0.53, | |
| "learning_rate": 2.647058823529412e-06, | |
| "loss": 2.6424, | |
| "step": 9 | |
| }, | |
| { | |
| "epoch": 0.59, | |
| "learning_rate": 2.9411764705882355e-06, | |
| "loss": 2.6198, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 0.65, | |
| "learning_rate": 3.2352941176470594e-06, | |
| "loss": 2.6228, | |
| "step": 11 | |
| }, | |
| { | |
| "epoch": 0.71, | |
| "learning_rate": 3.5294117647058825e-06, | |
| "loss": 2.6158, | |
| "step": 12 | |
| }, | |
| { | |
| "epoch": 0.76, | |
| "learning_rate": 3.823529411764706e-06, | |
| "loss": 2.632, | |
| "step": 13 | |
| }, | |
| { | |
| "epoch": 0.82, | |
| "learning_rate": 4.11764705882353e-06, | |
| "loss": 2.587, | |
| "step": 14 | |
| }, | |
| { | |
| "epoch": 0.88, | |
| "learning_rate": 4.411764705882353e-06, | |
| "loss": 2.5767, | |
| "step": 15 | |
| }, | |
| { | |
| "epoch": 0.94, | |
| "learning_rate": 4.705882352941177e-06, | |
| "loss": 2.5638, | |
| "step": 16 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "learning_rate": 5e-06, | |
| "loss": 2.517, | |
| "step": 17 | |
| }, | |
| { | |
| "epoch": 1.06, | |
| "learning_rate": 5.294117647058824e-06, | |
| "loss": 2.5202, | |
| "step": 18 | |
| }, | |
| { | |
| "epoch": 1.12, | |
| "learning_rate": 5.588235294117647e-06, | |
| "loss": 2.5257, | |
| "step": 19 | |
| }, | |
| { | |
| "epoch": 1.18, | |
| "learning_rate": 5.882352941176471e-06, | |
| "loss": 2.51, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 1.18, | |
| "eval_accuracy_NAT": 0.0901846148886272, | |
| "eval_accuracy_REST": 0.1772357723577236, | |
| "eval_accuracy_concrete": 0.21836230658804573, | |
| "eval_accuracy_concrete tiles": 0.10897949563987744, | |
| "eval_accuracy_dark bricks": 0.01268591007407691, | |
| "eval_accuracy_grass": 0.027127403891645564, | |
| "eval_accuracy_red bricks": 0.0003844463971880492, | |
| "eval_accuracy_road": 0.0070585682671182835, | |
| "eval_accuracy_rough concrete": 0.002699336785465293, | |
| "eval_accuracy_rough red sidewalk": 0.0, | |
| "eval_accuracy_speedway bricks": 0.6741853129093485, | |
| "eval_accuracy_steel": 0.0007721641086127534, | |
| "eval_accuracy_tiles": 0.2798933624163107, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.09010334674005777, | |
| "eval_iou_REST": 2.227093222444523e-05, | |
| "eval_iou_concrete": 0.07965033823417267, | |
| "eval_iou_concrete tiles": 0.0011714161291131616, | |
| "eval_iou_dark bricks": 0.0030587532148061655, | |
| "eval_iou_grass": 0.019163923774789638, | |
| "eval_iou_red bricks": 5.560869275085081e-06, | |
| "eval_iou_road": 0.006794427417222495, | |
| "eval_iou_rough concrete": 0.00013145523557474666, | |
| "eval_iou_rough red sidewalk": 0.0, | |
| "eval_iou_speedway bricks": 0.4632836614619225, | |
| "eval_iou_steel": 0.0006867765509148131, | |
| "eval_iou_tiles": 0.0032256814378599824, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_loss": 2.507078170776367, | |
| "eval_mean_accuracy": 0.12304374571723385, | |
| "eval_mean_iou": 0.04766411514270953, | |
| "eval_overall_accuracy": 0.20164948802883342, | |
| "eval_runtime": 18.8176, | |
| "eval_samples_per_second": 6.271, | |
| "eval_steps_per_second": 0.425, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 1.24, | |
| "learning_rate": 6.1764705882352944e-06, | |
| "loss": 2.4771, | |
| "step": 21 | |
| }, | |
| { | |
| "epoch": 1.29, | |
| "learning_rate": 6.470588235294119e-06, | |
| "loss": 2.4758, | |
| "step": 22 | |
| }, | |
| { | |
| "epoch": 1.35, | |
| "learning_rate": 6.7647058823529414e-06, | |
| "loss": 2.4283, | |
| "step": 23 | |
| }, | |
| { | |
| "epoch": 1.41, | |
| "learning_rate": 7.058823529411765e-06, | |
| "loss": 2.3783, | |
| "step": 24 | |
| }, | |
| { | |
| "epoch": 1.47, | |
| "learning_rate": 7.3529411764705884e-06, | |
| "loss": 2.3059, | |
| "step": 25 | |
| }, | |
| { | |
| "epoch": 1.53, | |
| "learning_rate": 7.647058823529413e-06, | |
| "loss": 2.3405, | |
| "step": 26 | |
| }, | |
| { | |
| "epoch": 1.59, | |
| "learning_rate": 7.941176470588235e-06, | |
| "loss": 2.2917, | |
| "step": 27 | |
| }, | |
| { | |
| "epoch": 1.65, | |
| "learning_rate": 8.23529411764706e-06, | |
| "loss": 2.2857, | |
| "step": 28 | |
| }, | |
| { | |
| "epoch": 1.71, | |
| "learning_rate": 8.529411764705883e-06, | |
| "loss": 2.1291, | |
| "step": 29 | |
| }, | |
| { | |
| "epoch": 1.76, | |
| "learning_rate": 8.823529411764707e-06, | |
| "loss": 2.1234, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 1.82, | |
| "learning_rate": 9.117647058823529e-06, | |
| "loss": 2.0916, | |
| "step": 31 | |
| }, | |
| { | |
| "epoch": 1.88, | |
| "learning_rate": 9.411764705882354e-06, | |
| "loss": 2.0543, | |
| "step": 32 | |
| }, | |
| { | |
| "epoch": 1.94, | |
| "learning_rate": 9.705882352941177e-06, | |
| "loss": 1.9605, | |
| "step": 33 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "learning_rate": 1e-05, | |
| "loss": 1.9835, | |
| "step": 34 | |
| }, | |
| { | |
| "epoch": 2.06, | |
| "learning_rate": 1.0294117647058824e-05, | |
| "loss": 2.0005, | |
| "step": 35 | |
| }, | |
| { | |
| "epoch": 2.12, | |
| "learning_rate": 1.0588235294117648e-05, | |
| "loss": 1.8628, | |
| "step": 36 | |
| }, | |
| { | |
| "epoch": 2.18, | |
| "learning_rate": 1.0882352941176471e-05, | |
| "loss": 1.8321, | |
| "step": 37 | |
| }, | |
| { | |
| "epoch": 2.24, | |
| "learning_rate": 1.1176470588235295e-05, | |
| "loss": 1.7578, | |
| "step": 38 | |
| }, | |
| { | |
| "epoch": 2.29, | |
| "learning_rate": 1.1470588235294118e-05, | |
| "loss": 1.7233, | |
| "step": 39 | |
| }, | |
| { | |
| "epoch": 2.35, | |
| "learning_rate": 1.1764705882352942e-05, | |
| "loss": 1.5504, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 2.35, | |
| "eval_accuracy_NAT": 0.760154401121494, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.3386920222776326, | |
| "eval_accuracy_concrete tiles": 0.007895357058684892, | |
| "eval_accuracy_dark bricks": 0.0014308136975288556, | |
| "eval_accuracy_grass": 0.07454476982063306, | |
| "eval_accuracy_red bricks": 0.0, | |
| "eval_accuracy_road": 0.3332036483520477, | |
| "eval_accuracy_rough concrete": 0.0009832021404012656, | |
| "eval_accuracy_rough red sidewalk": 0.0, | |
| "eval_accuracy_speedway bricks": 0.9879532008612127, | |
| "eval_accuracy_steel": 0.0, | |
| "eval_accuracy_tiles": 0.00875518797903602, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.7577068331202973, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.2037716446695068, | |
| "eval_iou_concrete tiles": 0.00033778197232406094, | |
| "eval_iou_dark bricks": 0.0009957339958239116, | |
| "eval_iou_grass": 0.06824458242953867, | |
| "eval_iou_red bricks": 0.0, | |
| "eval_iou_road": 0.31270597640653264, | |
| "eval_iou_rough concrete": 0.00024414351495637967, | |
| "eval_iou_rough red sidewalk": 0.0, | |
| "eval_iou_speedway bricks": 0.571054819328365, | |
| "eval_iou_steel": 0.0, | |
| "eval_iou_tiles": 0.0007685393497465681, | |
| "eval_iou_unlabeled": 0.0, | |
| "eval_loss": 1.840782642364502, | |
| "eval_mean_accuracy": 0.1933548156391286, | |
| "eval_mean_iou": 0.13684500391336366, | |
| "eval_overall_accuracy": 0.6935860908637612, | |
| "eval_runtime": 7.985, | |
| "eval_samples_per_second": 14.778, | |
| "eval_steps_per_second": 1.002, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 2.41, | |
| "learning_rate": 1.2058823529411765e-05, | |
| "loss": 1.7505, | |
| "step": 41 | |
| }, | |
| { | |
| "epoch": 2.47, | |
| "learning_rate": 1.2352941176470589e-05, | |
| "loss": 1.4808, | |
| "step": 42 | |
| }, | |
| { | |
| "epoch": 2.53, | |
| "learning_rate": 1.2647058823529412e-05, | |
| "loss": 1.4041, | |
| "step": 43 | |
| }, | |
| { | |
| "epoch": 2.59, | |
| "learning_rate": 1.2941176470588238e-05, | |
| "loss": 1.3261, | |
| "step": 44 | |
| }, | |
| { | |
| "epoch": 2.65, | |
| "learning_rate": 1.323529411764706e-05, | |
| "loss": 1.3337, | |
| "step": 45 | |
| }, | |
| { | |
| "epoch": 2.71, | |
| "learning_rate": 1.3529411764705883e-05, | |
| "loss": 1.3177, | |
| "step": 46 | |
| }, | |
| { | |
| "epoch": 2.76, | |
| "learning_rate": 1.3823529411764708e-05, | |
| "loss": 1.2551, | |
| "step": 47 | |
| }, | |
| { | |
| "epoch": 2.82, | |
| "learning_rate": 1.411764705882353e-05, | |
| "loss": 1.119, | |
| "step": 48 | |
| }, | |
| { | |
| "epoch": 2.88, | |
| "learning_rate": 1.4411764705882352e-05, | |
| "loss": 1.1259, | |
| "step": 49 | |
| }, | |
| { | |
| "epoch": 2.94, | |
| "learning_rate": 1.4705882352941177e-05, | |
| "loss": 1.0199, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "learning_rate": 1.5e-05, | |
| "loss": 1.1612, | |
| "step": 51 | |
| }, | |
| { | |
| "epoch": 3.06, | |
| "learning_rate": 1.5294117647058826e-05, | |
| "loss": 0.8821, | |
| "step": 52 | |
| }, | |
| { | |
| "epoch": 3.12, | |
| "learning_rate": 1.558823529411765e-05, | |
| "loss": 0.8667, | |
| "step": 53 | |
| }, | |
| { | |
| "epoch": 3.18, | |
| "learning_rate": 1.588235294117647e-05, | |
| "loss": 0.8607, | |
| "step": 54 | |
| }, | |
| { | |
| "epoch": 3.24, | |
| "learning_rate": 1.6176470588235296e-05, | |
| "loss": 0.8021, | |
| "step": 55 | |
| }, | |
| { | |
| "epoch": 3.29, | |
| "learning_rate": 1.647058823529412e-05, | |
| "loss": 0.7418, | |
| "step": 56 | |
| }, | |
| { | |
| "epoch": 3.35, | |
| "learning_rate": 1.676470588235294e-05, | |
| "loss": 0.7114, | |
| "step": 57 | |
| }, | |
| { | |
| "epoch": 3.41, | |
| "learning_rate": 1.7058823529411767e-05, | |
| "loss": 0.7799, | |
| "step": 58 | |
| }, | |
| { | |
| "epoch": 3.47, | |
| "learning_rate": 1.735294117647059e-05, | |
| "loss": 0.6974, | |
| "step": 59 | |
| }, | |
| { | |
| "epoch": 3.53, | |
| "learning_rate": 1.7647058823529414e-05, | |
| "loss": 0.6271, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 3.53, | |
| "eval_accuracy_NAT": 0.9551305368117847, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.8126940616930818, | |
| "eval_accuracy_concrete tiles": 0.0, | |
| "eval_accuracy_dark bricks": 0.0, | |
| "eval_accuracy_grass": 0.25898348643298624, | |
| "eval_accuracy_red bricks": 0.0, | |
| "eval_accuracy_road": 0.8978859032247204, | |
| "eval_accuracy_rough concrete": 0.0, | |
| "eval_accuracy_rough red sidewalk": 0.0, | |
| "eval_accuracy_speedway bricks": 0.9793115987478005, | |
| "eval_accuracy_steel": 0.0, | |
| "eval_accuracy_tiles": 3.0294768093550245e-05, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9404775296004152, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.5259192497701041, | |
| "eval_iou_concrete tiles": 0.0, | |
| "eval_iou_dark bricks": 0.0, | |
| "eval_iou_grass": 0.2391512912549761, | |
| "eval_iou_red bricks": 0.0, | |
| "eval_iou_road": 0.6993177996437074, | |
| "eval_iou_rough concrete": 0.0, | |
| "eval_iou_rough red sidewalk": 0.0, | |
| "eval_iou_speedway bricks": 0.8262999758534085, | |
| "eval_iou_steel": 0.0, | |
| "eval_iou_tiles": 2.891343318105592e-05, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.8082596063613892, | |
| "eval_mean_accuracy": 0.30031045243680515, | |
| "eval_mean_iou": 0.24855344304275326, | |
| "eval_overall_accuracy": 0.8893904281874835, | |
| "eval_runtime": 6.7648, | |
| "eval_samples_per_second": 17.443, | |
| "eval_steps_per_second": 1.183, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 3.59, | |
| "learning_rate": 1.7941176470588237e-05, | |
| "loss": 0.6901, | |
| "step": 61 | |
| }, | |
| { | |
| "epoch": 3.65, | |
| "learning_rate": 1.8235294117647057e-05, | |
| "loss": 0.5778, | |
| "step": 62 | |
| }, | |
| { | |
| "epoch": 3.71, | |
| "learning_rate": 1.8529411764705884e-05, | |
| "loss": 0.6319, | |
| "step": 63 | |
| }, | |
| { | |
| "epoch": 3.76, | |
| "learning_rate": 1.8823529411764708e-05, | |
| "loss": 0.5626, | |
| "step": 64 | |
| }, | |
| { | |
| "epoch": 3.82, | |
| "learning_rate": 1.9117647058823528e-05, | |
| "loss": 0.7374, | |
| "step": 65 | |
| }, | |
| { | |
| "epoch": 3.88, | |
| "learning_rate": 1.9411764705882355e-05, | |
| "loss": 0.6702, | |
| "step": 66 | |
| }, | |
| { | |
| "epoch": 3.94, | |
| "learning_rate": 1.9705882352941178e-05, | |
| "loss": 0.5477, | |
| "step": 67 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "learning_rate": 2e-05, | |
| "loss": 0.586, | |
| "step": 68 | |
| }, | |
| { | |
| "epoch": 4.06, | |
| "learning_rate": 2.0294117647058825e-05, | |
| "loss": 0.505, | |
| "step": 69 | |
| }, | |
| { | |
| "epoch": 4.12, | |
| "learning_rate": 2.058823529411765e-05, | |
| "loss": 0.5758, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 4.18, | |
| "learning_rate": 2.0882352941176472e-05, | |
| "loss": 0.5694, | |
| "step": 71 | |
| }, | |
| { | |
| "epoch": 4.24, | |
| "learning_rate": 2.1176470588235296e-05, | |
| "loss": 0.4535, | |
| "step": 72 | |
| }, | |
| { | |
| "epoch": 4.29, | |
| "learning_rate": 2.1470588235294116e-05, | |
| "loss": 0.5105, | |
| "step": 73 | |
| }, | |
| { | |
| "epoch": 4.35, | |
| "learning_rate": 2.1764705882352943e-05, | |
| "loss": 0.5525, | |
| "step": 74 | |
| }, | |
| { | |
| "epoch": 4.41, | |
| "learning_rate": 2.2058823529411766e-05, | |
| "loss": 0.465, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 4.47, | |
| "learning_rate": 2.235294117647059e-05, | |
| "loss": 0.5477, | |
| "step": 76 | |
| }, | |
| { | |
| "epoch": 4.53, | |
| "learning_rate": 2.2647058823529413e-05, | |
| "loss": 0.3823, | |
| "step": 77 | |
| }, | |
| { | |
| "epoch": 4.59, | |
| "learning_rate": 2.2941176470588237e-05, | |
| "loss": 0.4698, | |
| "step": 78 | |
| }, | |
| { | |
| "epoch": 4.65, | |
| "learning_rate": 2.323529411764706e-05, | |
| "loss": 0.4636, | |
| "step": 79 | |
| }, | |
| { | |
| "epoch": 4.71, | |
| "learning_rate": 2.3529411764705884e-05, | |
| "loss": 0.3963, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 4.71, | |
| "eval_accuracy_NAT": 0.969774210544504, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.7972872258293342, | |
| "eval_accuracy_concrete tiles": 0.04426113598868725, | |
| "eval_accuracy_dark bricks": 0.0, | |
| "eval_accuracy_grass": 0.7826429655535243, | |
| "eval_accuracy_red bricks": 0.0, | |
| "eval_accuracy_road": 0.9650914038630805, | |
| "eval_accuracy_rough concrete": 0.0, | |
| "eval_accuracy_rough red sidewalk": 0.0, | |
| "eval_accuracy_speedway bricks": 0.9776932262095467, | |
| "eval_accuracy_steel": 0.0003548456421456666, | |
| "eval_accuracy_tiles": 0.0, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9531585041831687, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.6900984540650801, | |
| "eval_iou_concrete tiles": 0.04426113598868725, | |
| "eval_iou_dark bricks": 0.0, | |
| "eval_iou_grass": 0.5632131076991799, | |
| "eval_iou_red bricks": 0.0, | |
| "eval_iou_road": 0.727967248165449, | |
| "eval_iou_rough concrete": 0.0, | |
| "eval_iou_rough red sidewalk": 0.0, | |
| "eval_iou_speedway bricks": 0.8641130344685216, | |
| "eval_iou_steel": 0.00035449307490288885, | |
| "eval_iou_tiles": 0.0, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.4204064607620239, | |
| "eval_mean_accuracy": 0.34900807797160177, | |
| "eval_mean_iou": 0.29562815212653765, | |
| "eval_overall_accuracy": 0.9185845003289691, | |
| "eval_runtime": 5.4734, | |
| "eval_samples_per_second": 21.559, | |
| "eval_steps_per_second": 1.462, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 4.76, | |
| "learning_rate": 2.3823529411764707e-05, | |
| "loss": 0.3853, | |
| "step": 81 | |
| }, | |
| { | |
| "epoch": 4.82, | |
| "learning_rate": 2.411764705882353e-05, | |
| "loss": 0.378, | |
| "step": 82 | |
| }, | |
| { | |
| "epoch": 4.88, | |
| "learning_rate": 2.4411764705882354e-05, | |
| "loss": 0.4374, | |
| "step": 83 | |
| }, | |
| { | |
| "epoch": 4.94, | |
| "learning_rate": 2.4705882352941178e-05, | |
| "loss": 0.3066, | |
| "step": 84 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "learning_rate": 2.5e-05, | |
| "loss": 0.3689, | |
| "step": 85 | |
| }, | |
| { | |
| "epoch": 5.06, | |
| "learning_rate": 2.5294117647058825e-05, | |
| "loss": 0.3284, | |
| "step": 86 | |
| }, | |
| { | |
| "epoch": 5.12, | |
| "learning_rate": 2.5588235294117645e-05, | |
| "loss": 0.3295, | |
| "step": 87 | |
| }, | |
| { | |
| "epoch": 5.18, | |
| "learning_rate": 2.5882352941176475e-05, | |
| "loss": 0.3386, | |
| "step": 88 | |
| }, | |
| { | |
| "epoch": 5.24, | |
| "learning_rate": 2.6176470588235295e-05, | |
| "loss": 0.3517, | |
| "step": 89 | |
| }, | |
| { | |
| "epoch": 5.29, | |
| "learning_rate": 2.647058823529412e-05, | |
| "loss": 0.3205, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 5.35, | |
| "learning_rate": 2.6764705882352942e-05, | |
| "loss": 0.4159, | |
| "step": 91 | |
| }, | |
| { | |
| "epoch": 5.41, | |
| "learning_rate": 2.7058823529411766e-05, | |
| "loss": 0.3534, | |
| "step": 92 | |
| }, | |
| { | |
| "epoch": 5.47, | |
| "learning_rate": 2.7352941176470593e-05, | |
| "loss": 0.325, | |
| "step": 93 | |
| }, | |
| { | |
| "epoch": 5.53, | |
| "learning_rate": 2.7647058823529416e-05, | |
| "loss": 0.2642, | |
| "step": 94 | |
| }, | |
| { | |
| "epoch": 5.59, | |
| "learning_rate": 2.7941176470588236e-05, | |
| "loss": 0.3485, | |
| "step": 95 | |
| }, | |
| { | |
| "epoch": 5.65, | |
| "learning_rate": 2.823529411764706e-05, | |
| "loss": 0.3246, | |
| "step": 96 | |
| }, | |
| { | |
| "epoch": 5.71, | |
| "learning_rate": 2.8529411764705883e-05, | |
| "loss": 0.4612, | |
| "step": 97 | |
| }, | |
| { | |
| "epoch": 5.76, | |
| "learning_rate": 2.8823529411764703e-05, | |
| "loss": 0.2731, | |
| "step": 98 | |
| }, | |
| { | |
| "epoch": 5.82, | |
| "learning_rate": 2.9117647058823534e-05, | |
| "loss": 0.4205, | |
| "step": 99 | |
| }, | |
| { | |
| "epoch": 5.88, | |
| "learning_rate": 2.9411764705882354e-05, | |
| "loss": 0.3558, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 5.88, | |
| "eval_accuracy_NAT": 0.9806404490547624, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9025246556766533, | |
| "eval_accuracy_concrete tiles": 0.30502003299552205, | |
| "eval_accuracy_dark bricks": 0.0, | |
| "eval_accuracy_grass": 0.7816418565745797, | |
| "eval_accuracy_red bricks": 0.0, | |
| "eval_accuracy_road": 0.913452910724182, | |
| "eval_accuracy_rough concrete": 0.0030807000399239656, | |
| "eval_accuracy_rough red sidewalk": 0.0, | |
| "eval_accuracy_speedway bricks": 0.9632305210940226, | |
| "eval_accuracy_steel": 0.28737998970447853, | |
| "eval_accuracy_tiles": 0.0, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9617550029709626, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.6868428500250288, | |
| "eval_iou_concrete tiles": 0.3027439238344757, | |
| "eval_iou_dark bricks": 0.0, | |
| "eval_iou_grass": 0.6345173453939056, | |
| "eval_iou_red bricks": 0.0, | |
| "eval_iou_road": 0.8305275811769873, | |
| "eval_iou_rough concrete": 0.0030807000399239656, | |
| "eval_iou_rough red sidewalk": 0.0, | |
| "eval_iou_speedway bricks": 0.891543623735271, | |
| "eval_iou_steel": 0.2804400149240265, | |
| "eval_iou_tiles": 0.0, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.30909788608551025, | |
| "eval_mean_accuracy": 0.3951516242972403, | |
| "eval_mean_iou": 0.35318854170004477, | |
| "eval_overall_accuracy": 0.9322030665510792, | |
| "eval_runtime": 5.2886, | |
| "eval_samples_per_second": 22.312, | |
| "eval_steps_per_second": 1.513, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 5.94, | |
| "learning_rate": 2.9705882352941177e-05, | |
| "loss": 0.4249, | |
| "step": 101 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "learning_rate": 3e-05, | |
| "loss": 0.4043, | |
| "step": 102 | |
| }, | |
| { | |
| "epoch": 6.06, | |
| "learning_rate": 3.0294117647058824e-05, | |
| "loss": 0.3018, | |
| "step": 103 | |
| }, | |
| { | |
| "epoch": 6.12, | |
| "learning_rate": 3.058823529411765e-05, | |
| "loss": 0.3319, | |
| "step": 104 | |
| }, | |
| { | |
| "epoch": 6.18, | |
| "learning_rate": 3.0882352941176475e-05, | |
| "loss": 0.3451, | |
| "step": 105 | |
| }, | |
| { | |
| "epoch": 6.24, | |
| "learning_rate": 3.11764705882353e-05, | |
| "loss": 0.3506, | |
| "step": 106 | |
| }, | |
| { | |
| "epoch": 6.29, | |
| "learning_rate": 3.147058823529412e-05, | |
| "loss": 0.3709, | |
| "step": 107 | |
| }, | |
| { | |
| "epoch": 6.35, | |
| "learning_rate": 3.176470588235294e-05, | |
| "loss": 0.2675, | |
| "step": 108 | |
| }, | |
| { | |
| "epoch": 6.41, | |
| "learning_rate": 3.205882352941177e-05, | |
| "loss": 0.3261, | |
| "step": 109 | |
| }, | |
| { | |
| "epoch": 6.47, | |
| "learning_rate": 3.235294117647059e-05, | |
| "loss": 0.2528, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 6.53, | |
| "learning_rate": 3.2647058823529416e-05, | |
| "loss": 0.2736, | |
| "step": 111 | |
| }, | |
| { | |
| "epoch": 6.59, | |
| "learning_rate": 3.294117647058824e-05, | |
| "loss": 0.3192, | |
| "step": 112 | |
| }, | |
| { | |
| "epoch": 6.65, | |
| "learning_rate": 3.3235294117647056e-05, | |
| "loss": 0.2764, | |
| "step": 113 | |
| }, | |
| { | |
| "epoch": 6.71, | |
| "learning_rate": 3.352941176470588e-05, | |
| "loss": 0.2485, | |
| "step": 114 | |
| }, | |
| { | |
| "epoch": 6.76, | |
| "learning_rate": 3.382352941176471e-05, | |
| "loss": 0.295, | |
| "step": 115 | |
| }, | |
| { | |
| "epoch": 6.82, | |
| "learning_rate": 3.411764705882353e-05, | |
| "loss": 0.2182, | |
| "step": 116 | |
| }, | |
| { | |
| "epoch": 6.88, | |
| "learning_rate": 3.441176470588236e-05, | |
| "loss": 0.2945, | |
| "step": 117 | |
| }, | |
| { | |
| "epoch": 6.94, | |
| "learning_rate": 3.470588235294118e-05, | |
| "loss": 0.2284, | |
| "step": 118 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "learning_rate": 3.5e-05, | |
| "loss": 0.3391, | |
| "step": 119 | |
| }, | |
| { | |
| "epoch": 7.06, | |
| "learning_rate": 3.529411764705883e-05, | |
| "loss": 0.2654, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 7.06, | |
| "eval_accuracy_NAT": 0.9793312019858504, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.8161395883560691, | |
| "eval_accuracy_concrete tiles": 0.38750883808625974, | |
| "eval_accuracy_dark bricks": 0.0, | |
| "eval_accuracy_grass": 0.8487237279860109, | |
| "eval_accuracy_red bricks": 0.0, | |
| "eval_accuracy_road": 0.9769372718377128, | |
| "eval_accuracy_rough concrete": 0.00018472282637841962, | |
| "eval_accuracy_rough red sidewalk": 0.0009475180291624993, | |
| "eval_accuracy_speedway bricks": 0.9861728882500396, | |
| "eval_accuracy_steel": 0.4149295056650357, | |
| "eval_accuracy_tiles": 0.0, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9635845098252436, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.7301235451822234, | |
| "eval_iou_concrete tiles": 0.30457172495554236, | |
| "eval_iou_dark bricks": 0.0, | |
| "eval_iou_grass": 0.649146550195586, | |
| "eval_iou_red bricks": 0.0, | |
| "eval_iou_road": 0.7846078239913129, | |
| "eval_iou_rough concrete": 0.0001839500605255038, | |
| "eval_iou_rough red sidewalk": 0.0009475180291624993, | |
| "eval_iou_speedway bricks": 0.9013550388480807, | |
| "eval_iou_steel": 0.40151082824726514, | |
| "eval_iou_tiles": 0.0, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.25543102622032166, | |
| "eval_mean_accuracy": 0.41622117407865533, | |
| "eval_mean_iou": 0.3643101145642263, | |
| "eval_overall_accuracy": 0.9363230042538401, | |
| "eval_runtime": 5.3581, | |
| "eval_samples_per_second": 22.023, | |
| "eval_steps_per_second": 1.493, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 7.12, | |
| "learning_rate": 3.558823529411765e-05, | |
| "loss": 0.3335, | |
| "step": 121 | |
| }, | |
| { | |
| "epoch": 7.18, | |
| "learning_rate": 3.5882352941176474e-05, | |
| "loss": 0.2502, | |
| "step": 122 | |
| }, | |
| { | |
| "epoch": 7.24, | |
| "learning_rate": 3.61764705882353e-05, | |
| "loss": 0.2615, | |
| "step": 123 | |
| }, | |
| { | |
| "epoch": 7.29, | |
| "learning_rate": 3.6470588235294114e-05, | |
| "loss": 0.2804, | |
| "step": 124 | |
| }, | |
| { | |
| "epoch": 7.35, | |
| "learning_rate": 3.6764705882352945e-05, | |
| "loss": 0.2703, | |
| "step": 125 | |
| }, | |
| { | |
| "epoch": 7.41, | |
| "learning_rate": 3.705882352941177e-05, | |
| "loss": 0.2235, | |
| "step": 126 | |
| }, | |
| { | |
| "epoch": 7.47, | |
| "learning_rate": 3.735294117647059e-05, | |
| "loss": 0.2855, | |
| "step": 127 | |
| }, | |
| { | |
| "epoch": 7.53, | |
| "learning_rate": 3.7647058823529415e-05, | |
| "loss": 0.2263, | |
| "step": 128 | |
| }, | |
| { | |
| "epoch": 7.59, | |
| "learning_rate": 3.794117647058824e-05, | |
| "loss": 0.1922, | |
| "step": 129 | |
| }, | |
| { | |
| "epoch": 7.65, | |
| "learning_rate": 3.8235294117647055e-05, | |
| "loss": 0.2025, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 7.71, | |
| "learning_rate": 3.8529411764705886e-05, | |
| "loss": 0.2237, | |
| "step": 131 | |
| }, | |
| { | |
| "epoch": 7.76, | |
| "learning_rate": 3.882352941176471e-05, | |
| "loss": 0.2142, | |
| "step": 132 | |
| }, | |
| { | |
| "epoch": 7.82, | |
| "learning_rate": 3.911764705882353e-05, | |
| "loss": 0.2622, | |
| "step": 133 | |
| }, | |
| { | |
| "epoch": 7.88, | |
| "learning_rate": 3.9411764705882356e-05, | |
| "loss": 0.2454, | |
| "step": 134 | |
| }, | |
| { | |
| "epoch": 7.94, | |
| "learning_rate": 3.970588235294117e-05, | |
| "loss": 0.2398, | |
| "step": 135 | |
| }, | |
| { | |
| "epoch": 8.0, | |
| "learning_rate": 4e-05, | |
| "loss": 0.3103, | |
| "step": 136 | |
| }, | |
| { | |
| "epoch": 8.06, | |
| "learning_rate": 4.029411764705883e-05, | |
| "loss": 0.2222, | |
| "step": 137 | |
| }, | |
| { | |
| "epoch": 8.12, | |
| "learning_rate": 4.058823529411765e-05, | |
| "loss": 0.2128, | |
| "step": 138 | |
| }, | |
| { | |
| "epoch": 8.18, | |
| "learning_rate": 4.0882352941176474e-05, | |
| "loss": 0.2087, | |
| "step": 139 | |
| }, | |
| { | |
| "epoch": 8.24, | |
| "learning_rate": 4.11764705882353e-05, | |
| "loss": 0.1938, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 8.24, | |
| "eval_accuracy_NAT": 0.9830271765403628, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9010176438483495, | |
| "eval_accuracy_concrete tiles": 0.6649304737214236, | |
| "eval_accuracy_dark bricks": 0.0, | |
| "eval_accuracy_grass": 0.8719394262831794, | |
| "eval_accuracy_red bricks": 0.0, | |
| "eval_accuracy_road": 0.9517197778325257, | |
| "eval_accuracy_rough concrete": 0.1663399257533414, | |
| "eval_accuracy_rough red sidewalk": 0.03742696215191872, | |
| "eval_accuracy_speedway bricks": 0.9778834415332932, | |
| "eval_accuracy_steel": 0.644497143742472, | |
| "eval_accuracy_tiles": 0.0, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9680687096130417, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.7740222344798603, | |
| "eval_iou_concrete tiles": 0.18868164278023367, | |
| "eval_iou_dark bricks": 0.0, | |
| "eval_iou_grass": 0.6641972532280409, | |
| "eval_iou_red bricks": 0.0, | |
| "eval_iou_road": 0.8746486517016726, | |
| "eval_iou_rough concrete": 0.16600853979090596, | |
| "eval_iou_rough red sidewalk": 0.03742696215191872, | |
| "eval_iou_speedway bricks": 0.9354015193799212, | |
| "eval_iou_steel": 0.5996131393140197, | |
| "eval_iou_tiles": 0.0, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.2058570384979248, | |
| "eval_mean_accuracy": 0.4768293824159129, | |
| "eval_mean_iou": 0.4006206655722781, | |
| "eval_overall_accuracy": 0.9478311700336004, | |
| "eval_runtime": 5.5104, | |
| "eval_samples_per_second": 21.414, | |
| "eval_steps_per_second": 1.452, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 8.29, | |
| "learning_rate": 4.147058823529412e-05, | |
| "loss": 0.2178, | |
| "step": 141 | |
| }, | |
| { | |
| "epoch": 8.35, | |
| "learning_rate": 4.1764705882352944e-05, | |
| "loss": 0.2016, | |
| "step": 142 | |
| }, | |
| { | |
| "epoch": 8.41, | |
| "learning_rate": 4.205882352941177e-05, | |
| "loss": 0.291, | |
| "step": 143 | |
| }, | |
| { | |
| "epoch": 8.47, | |
| "learning_rate": 4.235294117647059e-05, | |
| "loss": 0.2516, | |
| "step": 144 | |
| }, | |
| { | |
| "epoch": 8.53, | |
| "learning_rate": 4.2647058823529415e-05, | |
| "loss": 0.2561, | |
| "step": 145 | |
| }, | |
| { | |
| "epoch": 8.59, | |
| "learning_rate": 4.294117647058823e-05, | |
| "loss": 0.2003, | |
| "step": 146 | |
| }, | |
| { | |
| "epoch": 8.65, | |
| "learning_rate": 4.323529411764706e-05, | |
| "loss": 0.2749, | |
| "step": 147 | |
| }, | |
| { | |
| "epoch": 8.71, | |
| "learning_rate": 4.3529411764705885e-05, | |
| "loss": 0.2009, | |
| "step": 148 | |
| }, | |
| { | |
| "epoch": 8.76, | |
| "learning_rate": 4.382352941176471e-05, | |
| "loss": 0.2451, | |
| "step": 149 | |
| }, | |
| { | |
| "epoch": 8.82, | |
| "learning_rate": 4.411764705882353e-05, | |
| "loss": 0.1868, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 8.88, | |
| "learning_rate": 4.4411764705882356e-05, | |
| "loss": 0.1741, | |
| "step": 151 | |
| }, | |
| { | |
| "epoch": 8.94, | |
| "learning_rate": 4.470588235294118e-05, | |
| "loss": 0.1841, | |
| "step": 152 | |
| }, | |
| { | |
| "epoch": 9.0, | |
| "learning_rate": 4.5e-05, | |
| "loss": 0.1486, | |
| "step": 153 | |
| }, | |
| { | |
| "epoch": 9.06, | |
| "learning_rate": 4.5294117647058826e-05, | |
| "loss": 0.2007, | |
| "step": 154 | |
| }, | |
| { | |
| "epoch": 9.12, | |
| "learning_rate": 4.558823529411765e-05, | |
| "loss": 0.1838, | |
| "step": 155 | |
| }, | |
| { | |
| "epoch": 9.18, | |
| "learning_rate": 4.588235294117647e-05, | |
| "loss": 0.1689, | |
| "step": 156 | |
| }, | |
| { | |
| "epoch": 9.24, | |
| "learning_rate": 4.61764705882353e-05, | |
| "loss": 0.1427, | |
| "step": 157 | |
| }, | |
| { | |
| "epoch": 9.29, | |
| "learning_rate": 4.647058823529412e-05, | |
| "loss": 0.1998, | |
| "step": 158 | |
| }, | |
| { | |
| "epoch": 9.35, | |
| "learning_rate": 4.6764705882352944e-05, | |
| "loss": 0.1375, | |
| "step": 159 | |
| }, | |
| { | |
| "epoch": 9.41, | |
| "learning_rate": 4.705882352941177e-05, | |
| "loss": 0.202, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 9.41, | |
| "eval_accuracy_NAT": 0.9873472336178203, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.8667412464894995, | |
| "eval_accuracy_concrete tiles": 0.7498939429648833, | |
| "eval_accuracy_dark bricks": 0.028214306222843252, | |
| "eval_accuracy_grass": 0.855339752542514, | |
| "eval_accuracy_red bricks": 0.0, | |
| "eval_accuracy_road": 0.9538643897689238, | |
| "eval_accuracy_rough concrete": 0.5565400818739237, | |
| "eval_accuracy_rough red sidewalk": 0.16307838079696793, | |
| "eval_accuracy_speedway bricks": 0.9877744670029537, | |
| "eval_accuracy_steel": 0.679419452538146, | |
| "eval_accuracy_tiles": 0.01720742827713654, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9704972906134676, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.7774759671425241, | |
| "eval_iou_concrete tiles": 0.20069383120978931, | |
| "eval_iou_dark bricks": 0.028214306222843252, | |
| "eval_iou_grass": 0.7106618898582445, | |
| "eval_iou_red bricks": 0.0, | |
| "eval_iou_road": 0.9073164433288142, | |
| "eval_iou_rough concrete": 0.49950262592121164, | |
| "eval_iou_rough red sidewalk": 0.1493012048192771, | |
| "eval_iou_speedway bricks": 0.9308492599585683, | |
| "eval_iou_steel": 0.6268308483977987, | |
| "eval_iou_tiles": 0.01656459609215515, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.17850728332996368, | |
| "eval_mean_accuracy": 0.5265708216996624, | |
| "eval_mean_iou": 0.4475314048895918, | |
| "eval_overall_accuracy": 0.9523853689937268, | |
| "eval_runtime": 5.1814, | |
| "eval_samples_per_second": 22.774, | |
| "eval_steps_per_second": 1.544, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 9.47, | |
| "learning_rate": 4.735294117647059e-05, | |
| "loss": 0.1802, | |
| "step": 161 | |
| }, | |
| { | |
| "epoch": 9.53, | |
| "learning_rate": 4.7647058823529414e-05, | |
| "loss": 0.1469, | |
| "step": 162 | |
| }, | |
| { | |
| "epoch": 9.59, | |
| "learning_rate": 4.794117647058824e-05, | |
| "loss": 0.1746, | |
| "step": 163 | |
| }, | |
| { | |
| "epoch": 9.65, | |
| "learning_rate": 4.823529411764706e-05, | |
| "loss": 0.1482, | |
| "step": 164 | |
| }, | |
| { | |
| "epoch": 9.71, | |
| "learning_rate": 4.8529411764705885e-05, | |
| "loss": 0.1973, | |
| "step": 165 | |
| }, | |
| { | |
| "epoch": 9.76, | |
| "learning_rate": 4.882352941176471e-05, | |
| "loss": 0.2324, | |
| "step": 166 | |
| }, | |
| { | |
| "epoch": 9.82, | |
| "learning_rate": 4.911764705882353e-05, | |
| "loss": 0.1866, | |
| "step": 167 | |
| }, | |
| { | |
| "epoch": 9.88, | |
| "learning_rate": 4.9411764705882355e-05, | |
| "loss": 0.1695, | |
| "step": 168 | |
| }, | |
| { | |
| "epoch": 9.94, | |
| "learning_rate": 4.970588235294118e-05, | |
| "loss": 0.1591, | |
| "step": 169 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "learning_rate": 5e-05, | |
| "loss": 0.1731, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 10.06, | |
| "learning_rate": 4.998452012383901e-05, | |
| "loss": 0.2182, | |
| "step": 171 | |
| }, | |
| { | |
| "epoch": 10.12, | |
| "learning_rate": 4.996904024767802e-05, | |
| "loss": 0.1816, | |
| "step": 172 | |
| }, | |
| { | |
| "epoch": 10.18, | |
| "learning_rate": 4.9953560371517026e-05, | |
| "loss": 0.1562, | |
| "step": 173 | |
| }, | |
| { | |
| "epoch": 10.24, | |
| "learning_rate": 4.9938080495356036e-05, | |
| "loss": 0.1389, | |
| "step": 174 | |
| }, | |
| { | |
| "epoch": 10.29, | |
| "learning_rate": 4.9922600619195046e-05, | |
| "loss": 0.14, | |
| "step": 175 | |
| }, | |
| { | |
| "epoch": 10.35, | |
| "learning_rate": 4.9907120743034056e-05, | |
| "loss": 0.1198, | |
| "step": 176 | |
| }, | |
| { | |
| "epoch": 10.41, | |
| "learning_rate": 4.9891640866873066e-05, | |
| "loss": 0.1172, | |
| "step": 177 | |
| }, | |
| { | |
| "epoch": 10.47, | |
| "learning_rate": 4.9876160990712076e-05, | |
| "loss": 0.1214, | |
| "step": 178 | |
| }, | |
| { | |
| "epoch": 10.53, | |
| "learning_rate": 4.9860681114551086e-05, | |
| "loss": 0.1756, | |
| "step": 179 | |
| }, | |
| { | |
| "epoch": 10.59, | |
| "learning_rate": 4.9845201238390096e-05, | |
| "loss": 0.174, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 10.59, | |
| "eval_accuracy_NAT": 0.9880436657214318, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9067070625843705, | |
| "eval_accuracy_concrete tiles": 0.7554560452510016, | |
| "eval_accuracy_dark bricks": 0.0684062936661371, | |
| "eval_accuracy_grass": 0.8559283062144455, | |
| "eval_accuracy_red bricks": 0.08809314586994728, | |
| "eval_accuracy_road": 0.9470382925190827, | |
| "eval_accuracy_rough concrete": 0.5194048349710104, | |
| "eval_accuracy_rough red sidewalk": 0.47680460824641485, | |
| "eval_accuracy_speedway bricks": 0.9830751203154764, | |
| "eval_accuracy_steel": 0.7461504245653141, | |
| "eval_accuracy_tiles": 0.0, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9711355215780687, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.7933555654989429, | |
| "eval_iou_concrete tiles": 0.21096068920582062, | |
| "eval_iou_dark bricks": 0.06803708604228342, | |
| "eval_iou_grass": 0.740562538990161, | |
| "eval_iou_red bricks": 0.08809314586994728, | |
| "eval_iou_road": 0.9141089895430123, | |
| "eval_iou_rough concrete": 0.5090669111763916, | |
| "eval_iou_rough red sidewalk": 0.38462705037367756, | |
| "eval_iou_speedway bricks": 0.9481883072256478, | |
| "eval_iou_steel": 0.6882840269421739, | |
| "eval_iou_tiles": 0.0, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.15712417662143707, | |
| "eval_mean_accuracy": 0.564239061532664, | |
| "eval_mean_iou": 0.4858784486497021, | |
| "eval_overall_accuracy": 0.9572272543179787, | |
| "eval_runtime": 5.3736, | |
| "eval_samples_per_second": 21.959, | |
| "eval_steps_per_second": 1.489, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 10.65, | |
| "learning_rate": 4.9829721362229106e-05, | |
| "loss": 0.1558, | |
| "step": 181 | |
| }, | |
| { | |
| "epoch": 10.71, | |
| "learning_rate": 4.9814241486068116e-05, | |
| "loss": 0.3122, | |
| "step": 182 | |
| }, | |
| { | |
| "epoch": 10.76, | |
| "learning_rate": 4.9798761609907126e-05, | |
| "loss": 0.1763, | |
| "step": 183 | |
| }, | |
| { | |
| "epoch": 10.82, | |
| "learning_rate": 4.9783281733746136e-05, | |
| "loss": 0.1451, | |
| "step": 184 | |
| }, | |
| { | |
| "epoch": 10.88, | |
| "learning_rate": 4.976780185758514e-05, | |
| "loss": 0.1583, | |
| "step": 185 | |
| }, | |
| { | |
| "epoch": 10.94, | |
| "learning_rate": 4.975232198142415e-05, | |
| "loss": 0.1434, | |
| "step": 186 | |
| }, | |
| { | |
| "epoch": 11.0, | |
| "learning_rate": 4.973684210526316e-05, | |
| "loss": 0.1714, | |
| "step": 187 | |
| }, | |
| { | |
| "epoch": 11.06, | |
| "learning_rate": 4.972136222910217e-05, | |
| "loss": 0.1208, | |
| "step": 188 | |
| }, | |
| { | |
| "epoch": 11.12, | |
| "learning_rate": 4.970588235294118e-05, | |
| "loss": 0.1512, | |
| "step": 189 | |
| }, | |
| { | |
| "epoch": 11.18, | |
| "learning_rate": 4.969040247678019e-05, | |
| "loss": 0.1312, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 11.24, | |
| "learning_rate": 4.967492260061919e-05, | |
| "loss": 0.1599, | |
| "step": 191 | |
| }, | |
| { | |
| "epoch": 11.29, | |
| "learning_rate": 4.96594427244582e-05, | |
| "loss": 0.126, | |
| "step": 192 | |
| }, | |
| { | |
| "epoch": 11.35, | |
| "learning_rate": 4.964396284829721e-05, | |
| "loss": 0.1264, | |
| "step": 193 | |
| }, | |
| { | |
| "epoch": 11.41, | |
| "learning_rate": 4.962848297213622e-05, | |
| "loss": 0.1599, | |
| "step": 194 | |
| }, | |
| { | |
| "epoch": 11.47, | |
| "learning_rate": 4.961300309597524e-05, | |
| "loss": 0.1406, | |
| "step": 195 | |
| }, | |
| { | |
| "epoch": 11.53, | |
| "learning_rate": 4.959752321981425e-05, | |
| "loss": 0.1432, | |
| "step": 196 | |
| }, | |
| { | |
| "epoch": 11.59, | |
| "learning_rate": 4.958204334365325e-05, | |
| "loss": 0.1213, | |
| "step": 197 | |
| }, | |
| { | |
| "epoch": 11.65, | |
| "learning_rate": 4.956656346749226e-05, | |
| "loss": 0.1459, | |
| "step": 198 | |
| }, | |
| { | |
| "epoch": 11.71, | |
| "learning_rate": 4.955108359133127e-05, | |
| "loss": 0.1344, | |
| "step": 199 | |
| }, | |
| { | |
| "epoch": 11.76, | |
| "learning_rate": 4.953560371517028e-05, | |
| "loss": 0.1317, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 11.76, | |
| "eval_accuracy_NAT": 0.9864662076511677, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9249773355816844, | |
| "eval_accuracy_concrete tiles": 0.7600047136460052, | |
| "eval_accuracy_dark bricks": 0.7836265145569742, | |
| "eval_accuracy_grass": 0.894897750627349, | |
| "eval_accuracy_red bricks": 0.10456942003514938, | |
| "eval_accuracy_road": 0.9491855765361391, | |
| "eval_accuracy_rough concrete": 0.5790703078912399, | |
| "eval_accuracy_rough red sidewalk": 0.5756548026380105, | |
| "eval_accuracy_speedway bricks": 0.9715143127606035, | |
| "eval_accuracy_steel": 0.7851359658548531, | |
| "eval_accuracy_tiles": 0.0, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9719829052737282, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8087278598858759, | |
| "eval_iou_concrete tiles": 0.6147203477067368, | |
| "eval_iou_dark bricks": 0.7371681176904863, | |
| "eval_iou_grass": 0.7440049088827965, | |
| "eval_iou_red bricks": 0.10435735818032338, | |
| "eval_iou_road": 0.9256206487360326, | |
| "eval_iou_rough concrete": 0.5756129055186671, | |
| "eval_iou_rough red sidewalk": 0.4396544792492275, | |
| "eval_iou_speedway bricks": 0.9522459713674365, | |
| "eval_iou_steel": 0.7135061360560284, | |
| "eval_iou_tiles": 0.0, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.13907073438167572, | |
| "eval_mean_accuracy": 0.6396233005983981, | |
| "eval_mean_iou": 0.5836616645036414, | |
| "eval_overall_accuracy": 0.9632077621201337, | |
| "eval_runtime": 5.8073, | |
| "eval_samples_per_second": 20.319, | |
| "eval_steps_per_second": 1.378, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 11.82, | |
| "learning_rate": 4.952012383900929e-05, | |
| "loss": 0.1202, | |
| "step": 201 | |
| }, | |
| { | |
| "epoch": 11.88, | |
| "learning_rate": 4.95046439628483e-05, | |
| "loss": 0.1488, | |
| "step": 202 | |
| }, | |
| { | |
| "epoch": 11.94, | |
| "learning_rate": 4.9489164086687305e-05, | |
| "loss": 0.1498, | |
| "step": 203 | |
| }, | |
| { | |
| "epoch": 12.0, | |
| "learning_rate": 4.9473684210526315e-05, | |
| "loss": 0.1198, | |
| "step": 204 | |
| }, | |
| { | |
| "epoch": 12.06, | |
| "learning_rate": 4.9458204334365325e-05, | |
| "loss": 0.1387, | |
| "step": 205 | |
| }, | |
| { | |
| "epoch": 12.12, | |
| "learning_rate": 4.9442724458204335e-05, | |
| "loss": 0.1239, | |
| "step": 206 | |
| }, | |
| { | |
| "epoch": 12.18, | |
| "learning_rate": 4.9427244582043345e-05, | |
| "loss": 0.1445, | |
| "step": 207 | |
| }, | |
| { | |
| "epoch": 12.24, | |
| "learning_rate": 4.9411764705882355e-05, | |
| "loss": 0.1116, | |
| "step": 208 | |
| }, | |
| { | |
| "epoch": 12.29, | |
| "learning_rate": 4.9396284829721365e-05, | |
| "loss": 0.1086, | |
| "step": 209 | |
| }, | |
| { | |
| "epoch": 12.35, | |
| "learning_rate": 4.9380804953560375e-05, | |
| "loss": 0.1052, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 12.41, | |
| "learning_rate": 4.9365325077399385e-05, | |
| "loss": 0.185, | |
| "step": 211 | |
| }, | |
| { | |
| "epoch": 12.47, | |
| "learning_rate": 4.9349845201238395e-05, | |
| "loss": 0.0983, | |
| "step": 212 | |
| }, | |
| { | |
| "epoch": 12.53, | |
| "learning_rate": 4.9334365325077405e-05, | |
| "loss": 0.1275, | |
| "step": 213 | |
| }, | |
| { | |
| "epoch": 12.59, | |
| "learning_rate": 4.9318885448916415e-05, | |
| "loss": 0.1293, | |
| "step": 214 | |
| }, | |
| { | |
| "epoch": 12.65, | |
| "learning_rate": 4.930340557275542e-05, | |
| "loss": 0.1142, | |
| "step": 215 | |
| }, | |
| { | |
| "epoch": 12.71, | |
| "learning_rate": 4.928792569659443e-05, | |
| "loss": 0.1127, | |
| "step": 216 | |
| }, | |
| { | |
| "epoch": 12.76, | |
| "learning_rate": 4.927244582043344e-05, | |
| "loss": 0.1655, | |
| "step": 217 | |
| }, | |
| { | |
| "epoch": 12.82, | |
| "learning_rate": 4.925696594427245e-05, | |
| "loss": 0.1393, | |
| "step": 218 | |
| }, | |
| { | |
| "epoch": 12.88, | |
| "learning_rate": 4.924148606811146e-05, | |
| "loss": 0.1265, | |
| "step": 219 | |
| }, | |
| { | |
| "epoch": 12.94, | |
| "learning_rate": 4.922600619195047e-05, | |
| "loss": 0.0915, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 12.94, | |
| "eval_accuracy_NAT": 0.9860258024913594, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9262420330556528, | |
| "eval_accuracy_concrete tiles": 0.7638934716002829, | |
| "eval_accuracy_dark bricks": 0.7600061252225179, | |
| "eval_accuracy_grass": 0.9003149046013164, | |
| "eval_accuracy_red bricks": 0.5878185413005272, | |
| "eval_accuracy_road": 0.9337452256598837, | |
| "eval_accuracy_rough concrete": 0.6387834512182768, | |
| "eval_accuracy_rough red sidewalk": 0.5331292910910745, | |
| "eval_accuracy_speedway bricks": 0.9804688276498366, | |
| "eval_accuracy_steel": 0.7936647558312134, | |
| "eval_accuracy_tiles": 0.011542306643642643, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9732919784830467, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.811574716554503, | |
| "eval_iou_concrete tiles": 0.6126800499035954, | |
| "eval_iou_dark bricks": 0.7370453216509963, | |
| "eval_iou_grass": 0.7637841543433552, | |
| "eval_iou_red bricks": 0.5786969451203028, | |
| "eval_iou_road": 0.90648387138614, | |
| "eval_iou_rough concrete": 0.56731583403895, | |
| "eval_iou_rough red sidewalk": 0.4643523825118716, | |
| "eval_iou_speedway bricks": 0.956141941385667, | |
| "eval_iou_steel": 0.7260183788232067, | |
| "eval_iou_tiles": 0.011447629349197765, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.12515389919281006, | |
| "eval_mean_accuracy": 0.6781257489511988, | |
| "eval_mean_iou": 0.623756400273141, | |
| "eval_overall_accuracy": 0.9643849841618942, | |
| "eval_runtime": 5.8731, | |
| "eval_samples_per_second": 20.092, | |
| "eval_steps_per_second": 1.362, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 13.0, | |
| "learning_rate": 4.921052631578947e-05, | |
| "loss": 0.1054, | |
| "step": 221 | |
| }, | |
| { | |
| "epoch": 13.06, | |
| "learning_rate": 4.919504643962848e-05, | |
| "loss": 0.1411, | |
| "step": 222 | |
| }, | |
| { | |
| "epoch": 13.12, | |
| "learning_rate": 4.917956656346749e-05, | |
| "loss": 0.1017, | |
| "step": 223 | |
| }, | |
| { | |
| "epoch": 13.18, | |
| "learning_rate": 4.91640866873065e-05, | |
| "loss": 0.0983, | |
| "step": 224 | |
| }, | |
| { | |
| "epoch": 13.24, | |
| "learning_rate": 4.914860681114551e-05, | |
| "loss": 0.1682, | |
| "step": 225 | |
| }, | |
| { | |
| "epoch": 13.29, | |
| "learning_rate": 4.913312693498452e-05, | |
| "loss": 0.1545, | |
| "step": 226 | |
| }, | |
| { | |
| "epoch": 13.35, | |
| "learning_rate": 4.911764705882353e-05, | |
| "loss": 0.1017, | |
| "step": 227 | |
| }, | |
| { | |
| "epoch": 13.41, | |
| "learning_rate": 4.910216718266254e-05, | |
| "loss": 0.1027, | |
| "step": 228 | |
| }, | |
| { | |
| "epoch": 13.47, | |
| "learning_rate": 4.908668730650155e-05, | |
| "loss": 0.1169, | |
| "step": 229 | |
| }, | |
| { | |
| "epoch": 13.53, | |
| "learning_rate": 4.907120743034056e-05, | |
| "loss": 0.0948, | |
| "step": 230 | |
| }, | |
| { | |
| "epoch": 13.59, | |
| "learning_rate": 4.905572755417957e-05, | |
| "loss": 0.1222, | |
| "step": 231 | |
| }, | |
| { | |
| "epoch": 13.65, | |
| "learning_rate": 4.904024767801858e-05, | |
| "loss": 0.1146, | |
| "step": 232 | |
| }, | |
| { | |
| "epoch": 13.71, | |
| "learning_rate": 4.9024767801857585e-05, | |
| "loss": 0.1355, | |
| "step": 233 | |
| }, | |
| { | |
| "epoch": 13.76, | |
| "learning_rate": 4.9009287925696595e-05, | |
| "loss": 0.0935, | |
| "step": 234 | |
| }, | |
| { | |
| "epoch": 13.82, | |
| "learning_rate": 4.8993808049535605e-05, | |
| "loss": 0.1122, | |
| "step": 235 | |
| }, | |
| { | |
| "epoch": 13.88, | |
| "learning_rate": 4.8978328173374615e-05, | |
| "loss": 0.0929, | |
| "step": 236 | |
| }, | |
| { | |
| "epoch": 13.94, | |
| "learning_rate": 4.8962848297213625e-05, | |
| "loss": 0.083, | |
| "step": 237 | |
| }, | |
| { | |
| "epoch": 14.0, | |
| "learning_rate": 4.8947368421052635e-05, | |
| "loss": 0.1423, | |
| "step": 238 | |
| }, | |
| { | |
| "epoch": 14.06, | |
| "learning_rate": 4.893188854489164e-05, | |
| "loss": 0.1276, | |
| "step": 239 | |
| }, | |
| { | |
| "epoch": 14.12, | |
| "learning_rate": 4.891640866873065e-05, | |
| "loss": 0.1027, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 14.12, | |
| "eval_accuracy_NAT": 0.9917472418339723, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9190345187117132, | |
| "eval_accuracy_concrete tiles": 0.7522743341975018, | |
| "eval_accuracy_dark bricks": 0.7271979021112877, | |
| "eval_accuracy_grass": 0.8350431669107934, | |
| "eval_accuracy_red bricks": 0.6341168717047452, | |
| "eval_accuracy_road": 0.9736051872567405, | |
| "eval_accuracy_rough concrete": 0.6122906226351009, | |
| "eval_accuracy_rough red sidewalk": 0.5560201234781431, | |
| "eval_accuracy_speedway bricks": 0.9814349844023434, | |
| "eval_accuracy_steel": 0.7841863789251675, | |
| "eval_accuracy_tiles": 0.058953618710048776, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9740554919478627, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8296911062490576, | |
| "eval_iou_concrete tiles": 0.6982172153560101, | |
| "eval_iou_dark bricks": 0.7163416439221454, | |
| "eval_iou_grass": 0.7689727795781048, | |
| "eval_iou_red bricks": 0.6251218191662155, | |
| "eval_iou_road": 0.9231815060770597, | |
| "eval_iou_rough concrete": 0.594851191682249, | |
| "eval_iou_rough red sidewalk": 0.47678587549491225, | |
| "eval_iou_speedway bricks": 0.9582911258333994, | |
| "eval_iou_steel": 0.7348050774234488, | |
| "eval_iou_tiles": 0.058793317018641045, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.11748708039522171, | |
| "eval_mean_accuracy": 0.6789157654521198, | |
| "eval_mean_iou": 0.6430083192114698, | |
| "eval_overall_accuracy": 0.9672419661182469, | |
| "eval_runtime": 5.5775, | |
| "eval_samples_per_second": 21.156, | |
| "eval_steps_per_second": 1.434, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 14.18, | |
| "learning_rate": 4.890092879256966e-05, | |
| "loss": 0.1013, | |
| "step": 241 | |
| }, | |
| { | |
| "epoch": 14.24, | |
| "learning_rate": 4.888544891640867e-05, | |
| "loss": 0.0807, | |
| "step": 242 | |
| }, | |
| { | |
| "epoch": 14.29, | |
| "learning_rate": 4.886996904024768e-05, | |
| "loss": 0.0938, | |
| "step": 243 | |
| }, | |
| { | |
| "epoch": 14.35, | |
| "learning_rate": 4.8854489164086695e-05, | |
| "loss": 0.1197, | |
| "step": 244 | |
| }, | |
| { | |
| "epoch": 14.41, | |
| "learning_rate": 4.88390092879257e-05, | |
| "loss": 0.1158, | |
| "step": 245 | |
| }, | |
| { | |
| "epoch": 14.47, | |
| "learning_rate": 4.882352941176471e-05, | |
| "loss": 0.121, | |
| "step": 246 | |
| }, | |
| { | |
| "epoch": 14.53, | |
| "learning_rate": 4.880804953560372e-05, | |
| "loss": 0.1065, | |
| "step": 247 | |
| }, | |
| { | |
| "epoch": 14.59, | |
| "learning_rate": 4.879256965944273e-05, | |
| "loss": 0.1111, | |
| "step": 248 | |
| }, | |
| { | |
| "epoch": 14.65, | |
| "learning_rate": 4.877708978328174e-05, | |
| "loss": 0.0954, | |
| "step": 249 | |
| }, | |
| { | |
| "epoch": 14.71, | |
| "learning_rate": 4.876160990712075e-05, | |
| "loss": 0.0999, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 14.76, | |
| "learning_rate": 4.874613003095975e-05, | |
| "loss": 0.1146, | |
| "step": 251 | |
| }, | |
| { | |
| "epoch": 14.82, | |
| "learning_rate": 4.873065015479876e-05, | |
| "loss": 0.1087, | |
| "step": 252 | |
| }, | |
| { | |
| "epoch": 14.88, | |
| "learning_rate": 4.871517027863777e-05, | |
| "loss": 0.1084, | |
| "step": 253 | |
| }, | |
| { | |
| "epoch": 14.94, | |
| "learning_rate": 4.869969040247678e-05, | |
| "loss": 0.0894, | |
| "step": 254 | |
| }, | |
| { | |
| "epoch": 15.0, | |
| "learning_rate": 4.868421052631579e-05, | |
| "loss": 0.1068, | |
| "step": 255 | |
| }, | |
| { | |
| "epoch": 15.06, | |
| "learning_rate": 4.86687306501548e-05, | |
| "loss": 0.0922, | |
| "step": 256 | |
| }, | |
| { | |
| "epoch": 15.12, | |
| "learning_rate": 4.8653250773993805e-05, | |
| "loss": 0.0908, | |
| "step": 257 | |
| }, | |
| { | |
| "epoch": 15.18, | |
| "learning_rate": 4.863777089783282e-05, | |
| "loss": 0.1101, | |
| "step": 258 | |
| }, | |
| { | |
| "epoch": 15.24, | |
| "learning_rate": 4.862229102167183e-05, | |
| "loss": 0.0947, | |
| "step": 259 | |
| }, | |
| { | |
| "epoch": 15.29, | |
| "learning_rate": 4.860681114551084e-05, | |
| "loss": 0.1055, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 15.29, | |
| "eval_accuracy_NAT": 0.9880657156308897, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9169668205146237, | |
| "eval_accuracy_concrete tiles": 0.6840678765024747, | |
| "eval_accuracy_dark bricks": 0.7566324675076087, | |
| "eval_accuracy_grass": 0.8498658249024439, | |
| "eval_accuracy_red bricks": 0.6606985940246046, | |
| "eval_accuracy_road": 0.9807342984532393, | |
| "eval_accuracy_rough concrete": 0.6125766450759449, | |
| "eval_accuracy_rough red sidewalk": 0.6318290857955016, | |
| "eval_accuracy_speedway bricks": 0.9880714428192173, | |
| "eval_accuracy_steel": 0.7434690909454388, | |
| "eval_accuracy_tiles": 0.030385652397830896, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9746038269106396, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8274392746410625, | |
| "eval_iou_concrete tiles": 0.666950067786484, | |
| "eval_iou_dark bricks": 0.738972547040184, | |
| "eval_iou_grass": 0.7776974436725635, | |
| "eval_iou_red bricks": 0.6507979442791453, | |
| "eval_iou_road": 0.9132698891078013, | |
| "eval_iou_rough concrete": 0.5830686510277235, | |
| "eval_iou_rough red sidewalk": 0.5123983070486785, | |
| "eval_iou_speedway bricks": 0.9579088057628538, | |
| "eval_iou_steel": 0.7130391226405146, | |
| "eval_iou_tiles": 0.030056937368894216, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.11388663947582245, | |
| "eval_mean_accuracy": 0.6802587318899861, | |
| "eval_mean_iou": 0.6420156013297343, | |
| "eval_overall_accuracy": 0.9669402494268903, | |
| "eval_runtime": 6.1549, | |
| "eval_samples_per_second": 19.172, | |
| "eval_steps_per_second": 1.3, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 15.35, | |
| "learning_rate": 4.859133126934985e-05, | |
| "loss": 0.0871, | |
| "step": 261 | |
| }, | |
| { | |
| "epoch": 15.41, | |
| "learning_rate": 4.857585139318886e-05, | |
| "loss": 0.1223, | |
| "step": 262 | |
| }, | |
| { | |
| "epoch": 15.47, | |
| "learning_rate": 4.8560371517027865e-05, | |
| "loss": 0.0979, | |
| "step": 263 | |
| }, | |
| { | |
| "epoch": 15.53, | |
| "learning_rate": 4.8544891640866875e-05, | |
| "loss": 0.0874, | |
| "step": 264 | |
| }, | |
| { | |
| "epoch": 15.59, | |
| "learning_rate": 4.8529411764705885e-05, | |
| "loss": 0.0922, | |
| "step": 265 | |
| }, | |
| { | |
| "epoch": 15.65, | |
| "learning_rate": 4.8513931888544895e-05, | |
| "loss": 0.0995, | |
| "step": 266 | |
| }, | |
| { | |
| "epoch": 15.71, | |
| "learning_rate": 4.8498452012383905e-05, | |
| "loss": 0.0835, | |
| "step": 267 | |
| }, | |
| { | |
| "epoch": 15.76, | |
| "learning_rate": 4.8482972136222915e-05, | |
| "loss": 0.0942, | |
| "step": 268 | |
| }, | |
| { | |
| "epoch": 15.82, | |
| "learning_rate": 4.846749226006192e-05, | |
| "loss": 0.0956, | |
| "step": 269 | |
| }, | |
| { | |
| "epoch": 15.88, | |
| "learning_rate": 4.845201238390093e-05, | |
| "loss": 0.0978, | |
| "step": 270 | |
| }, | |
| { | |
| "epoch": 15.94, | |
| "learning_rate": 4.843653250773994e-05, | |
| "loss": 0.0927, | |
| "step": 271 | |
| }, | |
| { | |
| "epoch": 16.0, | |
| "learning_rate": 4.842105263157895e-05, | |
| "loss": 0.0825, | |
| "step": 272 | |
| }, | |
| { | |
| "epoch": 16.06, | |
| "learning_rate": 4.840557275541796e-05, | |
| "loss": 0.0847, | |
| "step": 273 | |
| }, | |
| { | |
| "epoch": 16.12, | |
| "learning_rate": 4.839009287925697e-05, | |
| "loss": 0.0886, | |
| "step": 274 | |
| }, | |
| { | |
| "epoch": 16.18, | |
| "learning_rate": 4.837461300309598e-05, | |
| "loss": 0.0814, | |
| "step": 275 | |
| }, | |
| { | |
| "epoch": 16.24, | |
| "learning_rate": 4.835913312693499e-05, | |
| "loss": 0.0678, | |
| "step": 276 | |
| }, | |
| { | |
| "epoch": 16.29, | |
| "learning_rate": 4.8343653250774e-05, | |
| "loss": 0.0912, | |
| "step": 277 | |
| }, | |
| { | |
| "epoch": 16.35, | |
| "learning_rate": 4.832817337461301e-05, | |
| "loss": 0.1018, | |
| "step": 278 | |
| }, | |
| { | |
| "epoch": 16.41, | |
| "learning_rate": 4.831269349845202e-05, | |
| "loss": 0.0735, | |
| "step": 279 | |
| }, | |
| { | |
| "epoch": 16.47, | |
| "learning_rate": 4.829721362229103e-05, | |
| "loss": 0.089, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 16.47, | |
| "eval_accuracy_NAT": 0.9882539215817883, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9266035935906707, | |
| "eval_accuracy_concrete tiles": 0.7337732736271506, | |
| "eval_accuracy_dark bricks": 0.7679306318549853, | |
| "eval_accuracy_grass": 0.8684279750347266, | |
| "eval_accuracy_red bricks": 0.7258897188049209, | |
| "eval_accuracy_road": 0.9741289150657786, | |
| "eval_accuracy_rough concrete": 0.6240711719173634, | |
| "eval_accuracy_rough red sidewalk": 0.7053068529617459, | |
| "eval_accuracy_speedway bricks": 0.9871671488882171, | |
| "eval_accuracy_steel": 0.7572206090350697, | |
| "eval_accuracy_tiles": 0.06749674331242994, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9757167219517451, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8338523416250841, | |
| "eval_iou_concrete tiles": 0.6868753722946588, | |
| "eval_iou_dark bricks": 0.7545810625902224, | |
| "eval_iou_grass": 0.7875470668392022, | |
| "eval_iou_red bricks": 0.7145483051305617, | |
| "eval_iou_road": 0.936732714837276, | |
| "eval_iou_rough concrete": 0.5637154375709819, | |
| "eval_iou_rough red sidewalk": 0.5270045513288757, | |
| "eval_iou_speedway bricks": 0.9597518102996859, | |
| "eval_iou_steel": 0.724264609221694, | |
| "eval_iou_tiles": 0.06645588498478792, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.10488714277744293, | |
| "eval_mean_accuracy": 0.7020208119749882, | |
| "eval_mean_iou": 0.656234298359598, | |
| "eval_overall_accuracy": 0.968710850861113, | |
| "eval_runtime": 5.5741, | |
| "eval_samples_per_second": 21.169, | |
| "eval_steps_per_second": 1.435, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 16.53, | |
| "learning_rate": 4.828173374613003e-05, | |
| "loss": 0.1157, | |
| "step": 281 | |
| }, | |
| { | |
| "epoch": 16.59, | |
| "learning_rate": 4.826625386996904e-05, | |
| "loss": 0.0849, | |
| "step": 282 | |
| }, | |
| { | |
| "epoch": 16.65, | |
| "learning_rate": 4.825077399380805e-05, | |
| "loss": 0.0923, | |
| "step": 283 | |
| }, | |
| { | |
| "epoch": 16.71, | |
| "learning_rate": 4.823529411764706e-05, | |
| "loss": 0.0892, | |
| "step": 284 | |
| }, | |
| { | |
| "epoch": 16.76, | |
| "learning_rate": 4.821981424148607e-05, | |
| "loss": 0.0897, | |
| "step": 285 | |
| }, | |
| { | |
| "epoch": 16.82, | |
| "learning_rate": 4.820433436532508e-05, | |
| "loss": 0.0713, | |
| "step": 286 | |
| }, | |
| { | |
| "epoch": 16.88, | |
| "learning_rate": 4.8188854489164085e-05, | |
| "loss": 0.0838, | |
| "step": 287 | |
| }, | |
| { | |
| "epoch": 16.94, | |
| "learning_rate": 4.8173374613003095e-05, | |
| "loss": 0.108, | |
| "step": 288 | |
| }, | |
| { | |
| "epoch": 17.0, | |
| "learning_rate": 4.8157894736842105e-05, | |
| "loss": 0.0924, | |
| "step": 289 | |
| }, | |
| { | |
| "epoch": 17.06, | |
| "learning_rate": 4.8142414860681115e-05, | |
| "loss": 0.0913, | |
| "step": 290 | |
| }, | |
| { | |
| "epoch": 17.12, | |
| "learning_rate": 4.8126934984520125e-05, | |
| "loss": 0.0698, | |
| "step": 291 | |
| }, | |
| { | |
| "epoch": 17.18, | |
| "learning_rate": 4.811145510835914e-05, | |
| "loss": 0.1019, | |
| "step": 292 | |
| }, | |
| { | |
| "epoch": 17.24, | |
| "learning_rate": 4.8095975232198145e-05, | |
| "loss": 0.074, | |
| "step": 293 | |
| }, | |
| { | |
| "epoch": 17.29, | |
| "learning_rate": 4.8080495356037155e-05, | |
| "loss": 0.0724, | |
| "step": 294 | |
| }, | |
| { | |
| "epoch": 17.35, | |
| "learning_rate": 4.8065015479876165e-05, | |
| "loss": 0.0794, | |
| "step": 295 | |
| }, | |
| { | |
| "epoch": 17.41, | |
| "learning_rate": 4.8049535603715175e-05, | |
| "loss": 0.067, | |
| "step": 296 | |
| }, | |
| { | |
| "epoch": 17.47, | |
| "learning_rate": 4.8034055727554185e-05, | |
| "loss": 0.0773, | |
| "step": 297 | |
| }, | |
| { | |
| "epoch": 17.53, | |
| "learning_rate": 4.8018575851393195e-05, | |
| "loss": 0.103, | |
| "step": 298 | |
| }, | |
| { | |
| "epoch": 17.59, | |
| "learning_rate": 4.80030959752322e-05, | |
| "loss": 0.0926, | |
| "step": 299 | |
| }, | |
| { | |
| "epoch": 17.65, | |
| "learning_rate": 4.798761609907121e-05, | |
| "loss": 0.0982, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 17.65, | |
| "eval_accuracy_NAT": 0.9931665767148967, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9314965089916206, | |
| "eval_accuracy_concrete tiles": 0.7459816167805797, | |
| "eval_accuracy_dark bricks": 0.8016145703730644, | |
| "eval_accuracy_grass": 0.8160921171657072, | |
| "eval_accuracy_red bricks": 0.8456722319859402, | |
| "eval_accuracy_road": 0.9701795798527256, | |
| "eval_accuracy_rough concrete": 0.6210738950893522, | |
| "eval_accuracy_rough red sidewalk": 0.6152550402695163, | |
| "eval_accuracy_speedway bricks": 0.9799415370631988, | |
| "eval_accuracy_steel": 0.8352466676995507, | |
| "eval_accuracy_tiles": 0.09173255778727014, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9752539993478923, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8405579023170859, | |
| "eval_iou_concrete tiles": 0.7205427062465853, | |
| "eval_iou_dark bricks": 0.7828242705198423, | |
| "eval_iou_grass": 0.7712687805109247, | |
| "eval_iou_red bricks": 0.8008946218662228, | |
| "eval_iou_road": 0.9368960548615971, | |
| "eval_iou_rough concrete": 0.5511559532119212, | |
| "eval_iou_rough red sidewalk": 0.5013173858163503, | |
| "eval_iou_speedway bricks": 0.9640669157177488, | |
| "eval_iou_steel": 0.7744820666819596, | |
| "eval_iou_tiles": 0.08814881662833687, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.10236875712871552, | |
| "eval_mean_accuracy": 0.7113425307518016, | |
| "eval_mean_iou": 0.6698007287481899, | |
| "eval_overall_accuracy": 0.9696271864034361, | |
| "eval_runtime": 5.9798, | |
| "eval_samples_per_second": 19.733, | |
| "eval_steps_per_second": 1.338, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 17.71, | |
| "learning_rate": 4.797213622291022e-05, | |
| "loss": 0.0788, | |
| "step": 301 | |
| }, | |
| { | |
| "epoch": 17.76, | |
| "learning_rate": 4.795665634674923e-05, | |
| "loss": 0.0778, | |
| "step": 302 | |
| }, | |
| { | |
| "epoch": 17.82, | |
| "learning_rate": 4.794117647058824e-05, | |
| "loss": 0.078, | |
| "step": 303 | |
| }, | |
| { | |
| "epoch": 17.88, | |
| "learning_rate": 4.792569659442725e-05, | |
| "loss": 0.0882, | |
| "step": 304 | |
| }, | |
| { | |
| "epoch": 17.94, | |
| "learning_rate": 4.791021671826625e-05, | |
| "loss": 0.0745, | |
| "step": 305 | |
| }, | |
| { | |
| "epoch": 18.0, | |
| "learning_rate": 4.789473684210526e-05, | |
| "loss": 0.0797, | |
| "step": 306 | |
| }, | |
| { | |
| "epoch": 18.06, | |
| "learning_rate": 4.787925696594428e-05, | |
| "loss": 0.0779, | |
| "step": 307 | |
| }, | |
| { | |
| "epoch": 18.12, | |
| "learning_rate": 4.786377708978329e-05, | |
| "loss": 0.0661, | |
| "step": 308 | |
| }, | |
| { | |
| "epoch": 18.18, | |
| "learning_rate": 4.78482972136223e-05, | |
| "loss": 0.0659, | |
| "step": 309 | |
| }, | |
| { | |
| "epoch": 18.24, | |
| "learning_rate": 4.783281733746131e-05, | |
| "loss": 0.0739, | |
| "step": 310 | |
| }, | |
| { | |
| "epoch": 18.29, | |
| "learning_rate": 4.781733746130031e-05, | |
| "loss": 0.0877, | |
| "step": 311 | |
| }, | |
| { | |
| "epoch": 18.35, | |
| "learning_rate": 4.780185758513932e-05, | |
| "loss": 0.0735, | |
| "step": 312 | |
| }, | |
| { | |
| "epoch": 18.41, | |
| "learning_rate": 4.778637770897833e-05, | |
| "loss": 0.0671, | |
| "step": 313 | |
| }, | |
| { | |
| "epoch": 18.47, | |
| "learning_rate": 4.777089783281734e-05, | |
| "loss": 0.0732, | |
| "step": 314 | |
| }, | |
| { | |
| "epoch": 18.53, | |
| "learning_rate": 4.775541795665635e-05, | |
| "loss": 0.0977, | |
| "step": 315 | |
| }, | |
| { | |
| "epoch": 18.59, | |
| "learning_rate": 4.773993808049536e-05, | |
| "loss": 0.0752, | |
| "step": 316 | |
| }, | |
| { | |
| "epoch": 18.65, | |
| "learning_rate": 4.7724458204334364e-05, | |
| "loss": 0.0708, | |
| "step": 317 | |
| }, | |
| { | |
| "epoch": 18.71, | |
| "learning_rate": 4.7708978328173374e-05, | |
| "loss": 0.0807, | |
| "step": 318 | |
| }, | |
| { | |
| "epoch": 18.76, | |
| "learning_rate": 4.7693498452012384e-05, | |
| "loss": 0.0666, | |
| "step": 319 | |
| }, | |
| { | |
| "epoch": 18.82, | |
| "learning_rate": 4.7678018575851394e-05, | |
| "loss": 0.0787, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 18.82, | |
| "eval_accuracy_NAT": 0.9902132366415152, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9379877818528716, | |
| "eval_accuracy_concrete tiles": 0.7392411029931653, | |
| "eval_accuracy_dark bricks": 0.8253450222996382, | |
| "eval_accuracy_grass": 0.8625017505213715, | |
| "eval_accuracy_red bricks": 0.8736269771528998, | |
| "eval_accuracy_road": 0.9765295123292473, | |
| "eval_accuracy_rough concrete": 0.6109022220368373, | |
| "eval_accuracy_rough red sidewalk": 0.7007873423623279, | |
| "eval_accuracy_speedway bricks": 0.9772675551607303, | |
| "eval_accuracy_steel": 0.8889108237916507, | |
| "eval_accuracy_tiles": 0.11981580780999121, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9772417072398732, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8491310902138964, | |
| "eval_iou_concrete tiles": 0.6966970969103308, | |
| "eval_iou_dark bricks": 0.802353926311872, | |
| "eval_iou_grass": 0.7964497227547327, | |
| "eval_iou_red bricks": 0.8242395979066273, | |
| "eval_iou_road": 0.9342291068271499, | |
| "eval_iou_rough concrete": 0.5883997084430976, | |
| "eval_iou_rough red sidewalk": 0.5513809670319267, | |
| "eval_iou_speedway bricks": 0.9625142068997178, | |
| "eval_iou_steel": 0.773288725413471, | |
| "eval_iou_tiles": 0.11640912435614423, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.10046244412660599, | |
| "eval_mean_accuracy": 0.7310099334578652, | |
| "eval_mean_iou": 0.682487306177603, | |
| "eval_overall_accuracy": 0.971074799359855, | |
| "eval_runtime": 6.0333, | |
| "eval_samples_per_second": 19.558, | |
| "eval_steps_per_second": 1.326, | |
| "step": 320 | |
| }, | |
| { | |
| "epoch": 18.88, | |
| "learning_rate": 4.7662538699690404e-05, | |
| "loss": 0.083, | |
| "step": 321 | |
| }, | |
| { | |
| "epoch": 18.94, | |
| "learning_rate": 4.7647058823529414e-05, | |
| "loss": 0.0779, | |
| "step": 322 | |
| }, | |
| { | |
| "epoch": 19.0, | |
| "learning_rate": 4.7631578947368424e-05, | |
| "loss": 0.087, | |
| "step": 323 | |
| }, | |
| { | |
| "epoch": 19.06, | |
| "learning_rate": 4.7616099071207434e-05, | |
| "loss": 0.0676, | |
| "step": 324 | |
| }, | |
| { | |
| "epoch": 19.12, | |
| "learning_rate": 4.7600619195046444e-05, | |
| "loss": 0.0646, | |
| "step": 325 | |
| }, | |
| { | |
| "epoch": 19.18, | |
| "learning_rate": 4.7585139318885454e-05, | |
| "loss": 0.0675, | |
| "step": 326 | |
| }, | |
| { | |
| "epoch": 19.24, | |
| "learning_rate": 4.7569659442724464e-05, | |
| "loss": 0.0754, | |
| "step": 327 | |
| }, | |
| { | |
| "epoch": 19.29, | |
| "learning_rate": 4.755417956656347e-05, | |
| "loss": 0.0707, | |
| "step": 328 | |
| }, | |
| { | |
| "epoch": 19.35, | |
| "learning_rate": 4.753869969040248e-05, | |
| "loss": 0.0819, | |
| "step": 329 | |
| }, | |
| { | |
| "epoch": 19.41, | |
| "learning_rate": 4.752321981424149e-05, | |
| "loss": 0.077, | |
| "step": 330 | |
| }, | |
| { | |
| "epoch": 19.47, | |
| "learning_rate": 4.75077399380805e-05, | |
| "loss": 0.0674, | |
| "step": 331 | |
| }, | |
| { | |
| "epoch": 19.53, | |
| "learning_rate": 4.749226006191951e-05, | |
| "loss": 0.0637, | |
| "step": 332 | |
| }, | |
| { | |
| "epoch": 19.59, | |
| "learning_rate": 4.747678018575852e-05, | |
| "loss": 0.0711, | |
| "step": 333 | |
| }, | |
| { | |
| "epoch": 19.65, | |
| "learning_rate": 4.746130030959752e-05, | |
| "loss": 0.0842, | |
| "step": 334 | |
| }, | |
| { | |
| "epoch": 19.71, | |
| "learning_rate": 4.744582043343653e-05, | |
| "loss": 0.0651, | |
| "step": 335 | |
| }, | |
| { | |
| "epoch": 19.76, | |
| "learning_rate": 4.743034055727554e-05, | |
| "loss": 0.071, | |
| "step": 336 | |
| }, | |
| { | |
| "epoch": 19.82, | |
| "learning_rate": 4.741486068111455e-05, | |
| "loss": 0.0744, | |
| "step": 337 | |
| }, | |
| { | |
| "epoch": 19.88, | |
| "learning_rate": 4.739938080495356e-05, | |
| "loss": 0.0751, | |
| "step": 338 | |
| }, | |
| { | |
| "epoch": 19.94, | |
| "learning_rate": 4.738390092879257e-05, | |
| "loss": 0.0786, | |
| "step": 339 | |
| }, | |
| { | |
| "epoch": 20.0, | |
| "learning_rate": 4.736842105263158e-05, | |
| "loss": 0.0659, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 20.0, | |
| "eval_accuracy_NAT": 0.9924402235850037, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9213479710568117, | |
| "eval_accuracy_concrete tiles": 0.8307801084138581, | |
| "eval_accuracy_dark bricks": 0.8274697088605172, | |
| "eval_accuracy_grass": 0.867474177444201, | |
| "eval_accuracy_red bricks": 0.867805360281195, | |
| "eval_accuracy_road": 0.9700555953101778, | |
| "eval_accuracy_rough concrete": 0.6168431464852013, | |
| "eval_accuracy_rough red sidewalk": 0.7044646147136014, | |
| "eval_accuracy_speedway bricks": 0.9838130186794876, | |
| "eval_accuracy_steel": 0.8907150389580533, | |
| "eval_accuracy_tiles": 0.1436274955315217, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.977106375940702, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8576227324911442, | |
| "eval_iou_concrete tiles": 0.7540268241031893, | |
| "eval_iou_dark bricks": 0.8016820124806439, | |
| "eval_iou_grass": 0.80373527797601, | |
| "eval_iou_red bricks": 0.8045315682281059, | |
| "eval_iou_road": 0.94770066933286, | |
| "eval_iou_rough concrete": 0.5887793058731188, | |
| "eval_iou_rough red sidewalk": 0.5287908465372523, | |
| "eval_iou_speedway bricks": 0.9634395180447106, | |
| "eval_iou_steel": 0.7817665804716818, | |
| "eval_iou_tiles": 0.1388002459232368, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.09484652429819107, | |
| "eval_mean_accuracy": 0.7397566507168947, | |
| "eval_mean_iou": 0.688306304415589, | |
| "eval_overall_accuracy": 0.9722490795588089, | |
| "eval_runtime": 5.4896, | |
| "eval_samples_per_second": 21.495, | |
| "eval_steps_per_second": 1.457, | |
| "step": 340 | |
| }, | |
| { | |
| "epoch": 20.06, | |
| "learning_rate": 4.735294117647059e-05, | |
| "loss": 0.0644, | |
| "step": 341 | |
| }, | |
| { | |
| "epoch": 20.12, | |
| "learning_rate": 4.73374613003096e-05, | |
| "loss": 0.0652, | |
| "step": 342 | |
| }, | |
| { | |
| "epoch": 20.18, | |
| "learning_rate": 4.732198142414861e-05, | |
| "loss": 0.065, | |
| "step": 343 | |
| }, | |
| { | |
| "epoch": 20.24, | |
| "learning_rate": 4.730650154798762e-05, | |
| "loss": 0.103, | |
| "step": 344 | |
| }, | |
| { | |
| "epoch": 20.29, | |
| "learning_rate": 4.729102167182663e-05, | |
| "loss": 0.0546, | |
| "step": 345 | |
| }, | |
| { | |
| "epoch": 20.35, | |
| "learning_rate": 4.7275541795665634e-05, | |
| "loss": 0.0758, | |
| "step": 346 | |
| }, | |
| { | |
| "epoch": 20.41, | |
| "learning_rate": 4.7260061919504644e-05, | |
| "loss": 0.0645, | |
| "step": 347 | |
| }, | |
| { | |
| "epoch": 20.47, | |
| "learning_rate": 4.7244582043343654e-05, | |
| "loss": 0.0779, | |
| "step": 348 | |
| }, | |
| { | |
| "epoch": 20.53, | |
| "learning_rate": 4.7229102167182664e-05, | |
| "loss": 0.066, | |
| "step": 349 | |
| }, | |
| { | |
| "epoch": 20.59, | |
| "learning_rate": 4.7213622291021674e-05, | |
| "loss": 0.0758, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 20.65, | |
| "learning_rate": 4.7198142414860684e-05, | |
| "loss": 0.0775, | |
| "step": 351 | |
| }, | |
| { | |
| "epoch": 20.71, | |
| "learning_rate": 4.718266253869969e-05, | |
| "loss": 0.066, | |
| "step": 352 | |
| }, | |
| { | |
| "epoch": 20.76, | |
| "learning_rate": 4.71671826625387e-05, | |
| "loss": 0.073, | |
| "step": 353 | |
| }, | |
| { | |
| "epoch": 20.82, | |
| "learning_rate": 4.715170278637771e-05, | |
| "loss": 0.0638, | |
| "step": 354 | |
| }, | |
| { | |
| "epoch": 20.88, | |
| "learning_rate": 4.7136222910216724e-05, | |
| "loss": 0.0726, | |
| "step": 355 | |
| }, | |
| { | |
| "epoch": 20.94, | |
| "learning_rate": 4.7120743034055734e-05, | |
| "loss": 0.0797, | |
| "step": 356 | |
| }, | |
| { | |
| "epoch": 21.0, | |
| "learning_rate": 4.7105263157894744e-05, | |
| "loss": 0.0823, | |
| "step": 357 | |
| }, | |
| { | |
| "epoch": 21.06, | |
| "learning_rate": 4.708978328173375e-05, | |
| "loss": 0.0607, | |
| "step": 358 | |
| }, | |
| { | |
| "epoch": 21.12, | |
| "learning_rate": 4.707430340557276e-05, | |
| "loss": 0.0682, | |
| "step": 359 | |
| }, | |
| { | |
| "epoch": 21.18, | |
| "learning_rate": 4.705882352941177e-05, | |
| "loss": 0.0615, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 21.18, | |
| "eval_accuracy_NAT": 0.9913629588153516, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9522984701326538, | |
| "eval_accuracy_concrete tiles": 0.7668159321234975, | |
| "eval_accuracy_dark bricks": 0.8173152384051452, | |
| "eval_accuracy_grass": 0.8567212450843468, | |
| "eval_accuracy_red bricks": 0.7849297012302284, | |
| "eval_accuracy_road": 0.9600828558770543, | |
| "eval_accuracy_rough concrete": 0.608846435743271, | |
| "eval_accuracy_rough red sidewalk": 0.6382661924063198, | |
| "eval_accuracy_speedway bricks": 0.9756119963835097, | |
| "eval_accuracy_steel": 0.8969873105199239, | |
| "eval_accuracy_tiles": 0.039383198521615315, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9765665415339276, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8440068262299035, | |
| "eval_iou_concrete tiles": 0.7239714292071827, | |
| "eval_iou_dark bricks": 0.800682565056982, | |
| "eval_iou_grass": 0.7904247081326513, | |
| "eval_iou_red bricks": 0.7613466865544428, | |
| "eval_iou_road": 0.9455310239636968, | |
| "eval_iou_rough concrete": 0.6013111898400443, | |
| "eval_iou_rough red sidewalk": 0.5301668405239455, | |
| "eval_iou_speedway bricks": 0.9648085398083491, | |
| "eval_iou_steel": 0.7869885794342117, | |
| "eval_iou_tiles": 0.03864791747183161, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.09980905055999756, | |
| "eval_mean_accuracy": 0.7145093488648399, | |
| "eval_mean_iou": 0.6741886805967052, | |
| "eval_overall_accuracy": 0.9711400694766287, | |
| "eval_runtime": 6.4095, | |
| "eval_samples_per_second": 18.41, | |
| "eval_steps_per_second": 1.248, | |
| "step": 360 | |
| }, | |
| { | |
| "epoch": 21.24, | |
| "learning_rate": 4.704334365325078e-05, | |
| "loss": 0.0638, | |
| "step": 361 | |
| }, | |
| { | |
| "epoch": 21.29, | |
| "learning_rate": 4.702786377708979e-05, | |
| "loss": 0.0664, | |
| "step": 362 | |
| }, | |
| { | |
| "epoch": 21.35, | |
| "learning_rate": 4.70123839009288e-05, | |
| "loss": 0.0702, | |
| "step": 363 | |
| }, | |
| { | |
| "epoch": 21.41, | |
| "learning_rate": 4.69969040247678e-05, | |
| "loss": 0.0618, | |
| "step": 364 | |
| }, | |
| { | |
| "epoch": 21.47, | |
| "learning_rate": 4.698142414860681e-05, | |
| "loss": 0.0729, | |
| "step": 365 | |
| }, | |
| { | |
| "epoch": 21.53, | |
| "learning_rate": 4.696594427244582e-05, | |
| "loss": 0.092, | |
| "step": 366 | |
| }, | |
| { | |
| "epoch": 21.59, | |
| "learning_rate": 4.695046439628483e-05, | |
| "loss": 0.0798, | |
| "step": 367 | |
| }, | |
| { | |
| "epoch": 21.65, | |
| "learning_rate": 4.693498452012384e-05, | |
| "loss": 0.0659, | |
| "step": 368 | |
| }, | |
| { | |
| "epoch": 21.71, | |
| "learning_rate": 4.691950464396285e-05, | |
| "loss": 0.0672, | |
| "step": 369 | |
| }, | |
| { | |
| "epoch": 21.76, | |
| "learning_rate": 4.690402476780186e-05, | |
| "loss": 0.0756, | |
| "step": 370 | |
| }, | |
| { | |
| "epoch": 21.82, | |
| "learning_rate": 4.688854489164087e-05, | |
| "loss": 0.0689, | |
| "step": 371 | |
| }, | |
| { | |
| "epoch": 21.88, | |
| "learning_rate": 4.687306501547988e-05, | |
| "loss": 0.0713, | |
| "step": 372 | |
| }, | |
| { | |
| "epoch": 21.94, | |
| "learning_rate": 4.685758513931889e-05, | |
| "loss": 0.0562, | |
| "step": 373 | |
| }, | |
| { | |
| "epoch": 22.0, | |
| "learning_rate": 4.68421052631579e-05, | |
| "loss": 0.0657, | |
| "step": 374 | |
| }, | |
| { | |
| "epoch": 22.06, | |
| "learning_rate": 4.682662538699691e-05, | |
| "loss": 0.0626, | |
| "step": 375 | |
| }, | |
| { | |
| "epoch": 22.12, | |
| "learning_rate": 4.6811145510835914e-05, | |
| "loss": 0.065, | |
| "step": 376 | |
| }, | |
| { | |
| "epoch": 22.18, | |
| "learning_rate": 4.6795665634674924e-05, | |
| "loss": 0.0681, | |
| "step": 377 | |
| }, | |
| { | |
| "epoch": 22.24, | |
| "learning_rate": 4.6780185758513934e-05, | |
| "loss": 0.0616, | |
| "step": 378 | |
| }, | |
| { | |
| "epoch": 22.29, | |
| "learning_rate": 4.6764705882352944e-05, | |
| "loss": 0.0726, | |
| "step": 379 | |
| }, | |
| { | |
| "epoch": 22.35, | |
| "learning_rate": 4.6749226006191954e-05, | |
| "loss": 0.0671, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 22.35, | |
| "eval_accuracy_NAT": 0.9918347945306951, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9463292815111854, | |
| "eval_accuracy_concrete tiles": 0.7548432712703276, | |
| "eval_accuracy_dark bricks": 0.8054093371360757, | |
| "eval_accuracy_grass": 0.8488552536458156, | |
| "eval_accuracy_red bricks": 0.8876318101933216, | |
| "eval_accuracy_road": 0.967290526244909, | |
| "eval_accuracy_rough concrete": 0.6129401319278508, | |
| "eval_accuracy_rough red sidewalk": 0.7476669248527963, | |
| "eval_accuracy_speedway bricks": 0.9791248107271846, | |
| "eval_accuracy_steel": 0.8704263645314289, | |
| "eval_accuracy_tiles": 0.1060013935593323, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9774210083281781, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8496639620054871, | |
| "eval_iou_concrete tiles": 0.7044694703501672, | |
| "eval_iou_dark bricks": 0.7850040111191955, | |
| "eval_iou_grass": 0.7914839253842089, | |
| "eval_iou_red bricks": 0.8270815209047644, | |
| "eval_iou_road": 0.9404892116236474, | |
| "eval_iou_rough concrete": 0.5939658159140778, | |
| "eval_iou_rough red sidewalk": 0.5748613785248016, | |
| "eval_iou_speedway bricks": 0.9670993189974229, | |
| "eval_iou_steel": 0.7935183012536479, | |
| "eval_iou_tiles": 0.10403472779710403, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.09570205211639404, | |
| "eval_mean_accuracy": 0.7321810692408403, | |
| "eval_mean_iou": 0.685314819400208, | |
| "eval_overall_accuracy": 0.9719316514871889, | |
| "eval_runtime": 5.6048, | |
| "eval_samples_per_second": 21.053, | |
| "eval_steps_per_second": 1.427, | |
| "step": 380 | |
| }, | |
| { | |
| "epoch": 22.41, | |
| "learning_rate": 4.6733746130030964e-05, | |
| "loss": 0.0598, | |
| "step": 381 | |
| }, | |
| { | |
| "epoch": 22.47, | |
| "learning_rate": 4.671826625386997e-05, | |
| "loss": 0.0697, | |
| "step": 382 | |
| }, | |
| { | |
| "epoch": 22.53, | |
| "learning_rate": 4.670278637770898e-05, | |
| "loss": 0.0661, | |
| "step": 383 | |
| }, | |
| { | |
| "epoch": 22.59, | |
| "learning_rate": 4.668730650154799e-05, | |
| "loss": 0.0627, | |
| "step": 384 | |
| }, | |
| { | |
| "epoch": 22.65, | |
| "learning_rate": 4.6671826625387e-05, | |
| "loss": 0.0702, | |
| "step": 385 | |
| }, | |
| { | |
| "epoch": 22.71, | |
| "learning_rate": 4.665634674922601e-05, | |
| "loss": 0.0587, | |
| "step": 386 | |
| }, | |
| { | |
| "epoch": 22.76, | |
| "learning_rate": 4.664086687306502e-05, | |
| "loss": 0.0846, | |
| "step": 387 | |
| }, | |
| { | |
| "epoch": 22.82, | |
| "learning_rate": 4.662538699690403e-05, | |
| "loss": 0.0624, | |
| "step": 388 | |
| }, | |
| { | |
| "epoch": 22.88, | |
| "learning_rate": 4.660990712074304e-05, | |
| "loss": 0.0665, | |
| "step": 389 | |
| }, | |
| { | |
| "epoch": 22.94, | |
| "learning_rate": 4.659442724458205e-05, | |
| "loss": 0.0736, | |
| "step": 390 | |
| }, | |
| { | |
| "epoch": 23.0, | |
| "learning_rate": 4.657894736842106e-05, | |
| "loss": 0.0619, | |
| "step": 391 | |
| }, | |
| { | |
| "epoch": 23.06, | |
| "learning_rate": 4.656346749226007e-05, | |
| "loss": 0.08, | |
| "step": 392 | |
| }, | |
| { | |
| "epoch": 23.12, | |
| "learning_rate": 4.654798761609908e-05, | |
| "loss": 0.063, | |
| "step": 393 | |
| }, | |
| { | |
| "epoch": 23.18, | |
| "learning_rate": 4.653250773993808e-05, | |
| "loss": 0.0666, | |
| "step": 394 | |
| }, | |
| { | |
| "epoch": 23.24, | |
| "learning_rate": 4.651702786377709e-05, | |
| "loss": 0.0528, | |
| "step": 395 | |
| }, | |
| { | |
| "epoch": 23.29, | |
| "learning_rate": 4.65015479876161e-05, | |
| "loss": 0.0542, | |
| "step": 396 | |
| }, | |
| { | |
| "epoch": 23.35, | |
| "learning_rate": 4.648606811145511e-05, | |
| "loss": 0.0632, | |
| "step": 397 | |
| }, | |
| { | |
| "epoch": 23.41, | |
| "learning_rate": 4.647058823529412e-05, | |
| "loss": 0.0504, | |
| "step": 398 | |
| }, | |
| { | |
| "epoch": 23.47, | |
| "learning_rate": 4.645510835913313e-05, | |
| "loss": 0.0689, | |
| "step": 399 | |
| }, | |
| { | |
| "epoch": 23.53, | |
| "learning_rate": 4.6439628482972134e-05, | |
| "loss": 0.0917, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 23.53, | |
| "eval_accuracy_NAT": 0.9909434175063019, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9335657359858984, | |
| "eval_accuracy_concrete tiles": 0.7849870374734857, | |
| "eval_accuracy_dark bricks": 0.8096204276170971, | |
| "eval_accuracy_grass": 0.8686938650376409, | |
| "eval_accuracy_red bricks": 0.8738466608084359, | |
| "eval_accuracy_road": 0.9780349625721663, | |
| "eval_accuracy_rough concrete": 0.6157526859294835, | |
| "eval_accuracy_rough red sidewalk": 0.6848976154129599, | |
| "eval_accuracy_speedway bricks": 0.9868086529807598, | |
| "eval_accuracy_steel": 0.8361887578903177, | |
| "eval_accuracy_tiles": 0.10460783422702899, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9777327551888214, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8544803622196483, | |
| "eval_iou_concrete tiles": 0.732021978021978, | |
| "eval_iou_dark bricks": 0.7838293614024684, | |
| "eval_iou_grass": 0.8003822054755468, | |
| "eval_iou_red bricks": 0.8379502843901412, | |
| "eval_iou_road": 0.9416817001622897, | |
| "eval_iou_rough concrete": 0.599613545631789, | |
| "eval_iou_rough red sidewalk": 0.5411039883077764, | |
| "eval_iou_speedway bricks": 0.9665345059616663, | |
| "eval_iou_steel": 0.7894853567442969, | |
| "eval_iou_tiles": 0.1043202416918429, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.09354794770479202, | |
| "eval_mean_accuracy": 0.7283036656493521, | |
| "eval_mean_iou": 0.6868566373229436, | |
| "eval_overall_accuracy": 0.9724575301348153, | |
| "eval_runtime": 6.1543, | |
| "eval_samples_per_second": 19.174, | |
| "eval_steps_per_second": 1.3, | |
| "step": 400 | |
| }, | |
| { | |
| "epoch": 23.59, | |
| "learning_rate": 4.6424148606811144e-05, | |
| "loss": 0.0554, | |
| "step": 401 | |
| }, | |
| { | |
| "epoch": 23.65, | |
| "learning_rate": 4.6408668730650154e-05, | |
| "loss": 0.0656, | |
| "step": 402 | |
| }, | |
| { | |
| "epoch": 23.71, | |
| "learning_rate": 4.6393188854489164e-05, | |
| "loss": 0.0757, | |
| "step": 403 | |
| }, | |
| { | |
| "epoch": 23.76, | |
| "learning_rate": 4.637770897832818e-05, | |
| "loss": 0.0679, | |
| "step": 404 | |
| }, | |
| { | |
| "epoch": 23.82, | |
| "learning_rate": 4.636222910216719e-05, | |
| "loss": 0.0602, | |
| "step": 405 | |
| }, | |
| { | |
| "epoch": 23.88, | |
| "learning_rate": 4.6346749226006194e-05, | |
| "loss": 0.0704, | |
| "step": 406 | |
| }, | |
| { | |
| "epoch": 23.94, | |
| "learning_rate": 4.6331269349845204e-05, | |
| "loss": 0.0603, | |
| "step": 407 | |
| }, | |
| { | |
| "epoch": 24.0, | |
| "learning_rate": 4.6315789473684214e-05, | |
| "loss": 0.0736, | |
| "step": 408 | |
| }, | |
| { | |
| "epoch": 24.06, | |
| "learning_rate": 4.6300309597523224e-05, | |
| "loss": 0.0631, | |
| "step": 409 | |
| }, | |
| { | |
| "epoch": 24.12, | |
| "learning_rate": 4.6284829721362234e-05, | |
| "loss": 0.058, | |
| "step": 410 | |
| }, | |
| { | |
| "epoch": 24.18, | |
| "learning_rate": 4.6269349845201244e-05, | |
| "loss": 0.0653, | |
| "step": 411 | |
| }, | |
| { | |
| "epoch": 24.24, | |
| "learning_rate": 4.625386996904025e-05, | |
| "loss": 0.0701, | |
| "step": 412 | |
| }, | |
| { | |
| "epoch": 24.29, | |
| "learning_rate": 4.623839009287926e-05, | |
| "loss": 0.0489, | |
| "step": 413 | |
| }, | |
| { | |
| "epoch": 24.35, | |
| "learning_rate": 4.622291021671827e-05, | |
| "loss": 0.0624, | |
| "step": 414 | |
| }, | |
| { | |
| "epoch": 24.41, | |
| "learning_rate": 4.620743034055728e-05, | |
| "loss": 0.065, | |
| "step": 415 | |
| }, | |
| { | |
| "epoch": 24.47, | |
| "learning_rate": 4.619195046439629e-05, | |
| "loss": 0.0596, | |
| "step": 416 | |
| }, | |
| { | |
| "epoch": 24.53, | |
| "learning_rate": 4.61764705882353e-05, | |
| "loss": 0.0619, | |
| "step": 417 | |
| }, | |
| { | |
| "epoch": 24.59, | |
| "learning_rate": 4.616099071207431e-05, | |
| "loss": 0.0546, | |
| "step": 418 | |
| }, | |
| { | |
| "epoch": 24.65, | |
| "learning_rate": 4.614551083591332e-05, | |
| "loss": 0.0572, | |
| "step": 419 | |
| }, | |
| { | |
| "epoch": 24.71, | |
| "learning_rate": 4.613003095975233e-05, | |
| "loss": 0.0649, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 24.71, | |
| "eval_accuracy_NAT": 0.9925458906327725, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9282929144836717, | |
| "eval_accuracy_concrete tiles": 0.8514023096865425, | |
| "eval_accuracy_dark bricks": 0.8465153226269548, | |
| "eval_accuracy_grass": 0.8541730537041032, | |
| "eval_accuracy_red bricks": 0.9041080843585237, | |
| "eval_accuracy_road": 0.9788007808888516, | |
| "eval_accuracy_rough concrete": 0.623808984679923, | |
| "eval_accuracy_rough red sidewalk": 0.6470946540431196, | |
| "eval_accuracy_speedway bricks": 0.9883149527066442, | |
| "eval_accuracy_steel": 0.8562525301493851, | |
| "eval_accuracy_tiles": 0.13562967675482443, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9782598114699761, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8609499442060025, | |
| "eval_iou_concrete tiles": 0.7683064293158085, | |
| "eval_iou_dark bricks": 0.816763934547335, | |
| "eval_iou_grass": 0.8033950859006216, | |
| "eval_iou_red bricks": 0.8423476436575756, | |
| "eval_iou_road": 0.9410264736316956, | |
| "eval_iou_rough concrete": 0.6038078648963536, | |
| "eval_iou_rough red sidewalk": 0.544589232258922, | |
| "eval_iou_speedway bricks": 0.9664483963533285, | |
| "eval_iou_steel": 0.7954582387326526, | |
| "eval_iou_tiles": 0.13351027346196284, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08796583861112595, | |
| "eval_mean_accuracy": 0.7389953195934861, | |
| "eval_mean_iou": 0.696527948340941, | |
| "eval_overall_accuracy": 0.9733388545149464, | |
| "eval_runtime": 8.4846, | |
| "eval_samples_per_second": 13.908, | |
| "eval_steps_per_second": 0.943, | |
| "step": 420 | |
| }, | |
| { | |
| "epoch": 24.76, | |
| "learning_rate": 4.611455108359134e-05, | |
| "loss": 0.0556, | |
| "step": 421 | |
| }, | |
| { | |
| "epoch": 24.82, | |
| "learning_rate": 4.609907120743035e-05, | |
| "loss": 0.0623, | |
| "step": 422 | |
| }, | |
| { | |
| "epoch": 24.88, | |
| "learning_rate": 4.608359133126936e-05, | |
| "loss": 0.0669, | |
| "step": 423 | |
| }, | |
| { | |
| "epoch": 24.94, | |
| "learning_rate": 4.606811145510836e-05, | |
| "loss": 0.0577, | |
| "step": 424 | |
| }, | |
| { | |
| "epoch": 25.0, | |
| "learning_rate": 4.605263157894737e-05, | |
| "loss": 0.0598, | |
| "step": 425 | |
| }, | |
| { | |
| "epoch": 25.06, | |
| "learning_rate": 4.603715170278638e-05, | |
| "loss": 0.0633, | |
| "step": 426 | |
| }, | |
| { | |
| "epoch": 25.12, | |
| "learning_rate": 4.602167182662539e-05, | |
| "loss": 0.0547, | |
| "step": 427 | |
| }, | |
| { | |
| "epoch": 25.18, | |
| "learning_rate": 4.60061919504644e-05, | |
| "loss": 0.0553, | |
| "step": 428 | |
| }, | |
| { | |
| "epoch": 25.24, | |
| "learning_rate": 4.599071207430341e-05, | |
| "loss": 0.0568, | |
| "step": 429 | |
| }, | |
| { | |
| "epoch": 25.29, | |
| "learning_rate": 4.597523219814241e-05, | |
| "loss": 0.052, | |
| "step": 430 | |
| }, | |
| { | |
| "epoch": 25.35, | |
| "learning_rate": 4.595975232198142e-05, | |
| "loss": 0.0671, | |
| "step": 431 | |
| }, | |
| { | |
| "epoch": 25.41, | |
| "learning_rate": 4.594427244582043e-05, | |
| "loss": 0.0603, | |
| "step": 432 | |
| }, | |
| { | |
| "epoch": 25.47, | |
| "learning_rate": 4.592879256965944e-05, | |
| "loss": 0.0586, | |
| "step": 433 | |
| }, | |
| { | |
| "epoch": 25.53, | |
| "learning_rate": 4.591331269349845e-05, | |
| "loss": 0.0734, | |
| "step": 434 | |
| }, | |
| { | |
| "epoch": 25.59, | |
| "learning_rate": 4.589783281733746e-05, | |
| "loss": 0.0559, | |
| "step": 435 | |
| }, | |
| { | |
| "epoch": 25.65, | |
| "learning_rate": 4.588235294117647e-05, | |
| "loss": 0.0498, | |
| "step": 436 | |
| }, | |
| { | |
| "epoch": 25.71, | |
| "learning_rate": 4.586687306501548e-05, | |
| "loss": 0.0595, | |
| "step": 437 | |
| }, | |
| { | |
| "epoch": 25.76, | |
| "learning_rate": 4.585139318885449e-05, | |
| "loss": 0.0491, | |
| "step": 438 | |
| }, | |
| { | |
| "epoch": 25.82, | |
| "learning_rate": 4.58359133126935e-05, | |
| "loss": 0.0623, | |
| "step": 439 | |
| }, | |
| { | |
| "epoch": 25.88, | |
| "learning_rate": 4.582043343653251e-05, | |
| "loss": 0.0648, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 25.88, | |
| "eval_accuracy_NAT": 0.9919881734852373, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9411478056409559, | |
| "eval_accuracy_concrete tiles": 0.8343860476078246, | |
| "eval_accuracy_dark bricks": 0.8282257910150642, | |
| "eval_accuracy_grass": 0.8704670958755824, | |
| "eval_accuracy_red bricks": 0.8488027240773286, | |
| "eval_accuracy_road": 0.9759058487035867, | |
| "eval_accuracy_rough concrete": 0.6163366484128734, | |
| "eval_accuracy_rough red sidewalk": 0.7025846186239932, | |
| "eval_accuracy_speedway bricks": 0.9869561983805307, | |
| "eval_accuracy_steel": 0.834177132947168, | |
| "eval_accuracy_tiles": 0.10306280105425793, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9788527237848805, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8594148468537138, | |
| "eval_iou_concrete tiles": 0.79045726533893, | |
| "eval_iou_dark bricks": 0.8074231652018138, | |
| "eval_iou_grass": 0.8148623846709846, | |
| "eval_iou_red bricks": 0.8211572180011689, | |
| "eval_iou_road": 0.9523440987621357, | |
| "eval_iou_rough concrete": 0.5988443790853457, | |
| "eval_iou_rough red sidewalk": 0.5235994978591764, | |
| "eval_iou_speedway bricks": 0.9685424964705743, | |
| "eval_iou_steel": 0.792603356412229, | |
| "eval_iou_tiles": 0.1028105167724388, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08859998732805252, | |
| "eval_mean_accuracy": 0.733387760448031, | |
| "eval_mean_iou": 0.6931470730164146, | |
| "eval_overall_accuracy": 0.973915197081485, | |
| "eval_runtime": 10.9462, | |
| "eval_samples_per_second": 10.78, | |
| "eval_steps_per_second": 0.731, | |
| "step": 440 | |
| }, | |
| { | |
| "epoch": 25.94, | |
| "learning_rate": 4.580495356037152e-05, | |
| "loss": 0.05, | |
| "step": 441 | |
| }, | |
| { | |
| "epoch": 26.0, | |
| "learning_rate": 4.5789473684210527e-05, | |
| "loss": 0.0547, | |
| "step": 442 | |
| }, | |
| { | |
| "epoch": 26.06, | |
| "learning_rate": 4.5773993808049537e-05, | |
| "loss": 0.0636, | |
| "step": 443 | |
| }, | |
| { | |
| "epoch": 26.12, | |
| "learning_rate": 4.5758513931888547e-05, | |
| "loss": 0.0503, | |
| "step": 444 | |
| }, | |
| { | |
| "epoch": 26.18, | |
| "learning_rate": 4.5743034055727557e-05, | |
| "loss": 0.0486, | |
| "step": 445 | |
| }, | |
| { | |
| "epoch": 26.24, | |
| "learning_rate": 4.5727554179566567e-05, | |
| "loss": 0.0596, | |
| "step": 446 | |
| }, | |
| { | |
| "epoch": 26.29, | |
| "learning_rate": 4.5712074303405577e-05, | |
| "loss": 0.0578, | |
| "step": 447 | |
| }, | |
| { | |
| "epoch": 26.35, | |
| "learning_rate": 4.569659442724458e-05, | |
| "loss": 0.0709, | |
| "step": 448 | |
| }, | |
| { | |
| "epoch": 26.41, | |
| "learning_rate": 4.568111455108359e-05, | |
| "loss": 0.0521, | |
| "step": 449 | |
| }, | |
| { | |
| "epoch": 26.47, | |
| "learning_rate": 4.56656346749226e-05, | |
| "loss": 0.0509, | |
| "step": 450 | |
| }, | |
| { | |
| "epoch": 26.53, | |
| "learning_rate": 4.565015479876161e-05, | |
| "loss": 0.0582, | |
| "step": 451 | |
| }, | |
| { | |
| "epoch": 26.59, | |
| "learning_rate": 4.563467492260062e-05, | |
| "loss": 0.0571, | |
| "step": 452 | |
| }, | |
| { | |
| "epoch": 26.65, | |
| "learning_rate": 4.561919504643964e-05, | |
| "loss": 0.0596, | |
| "step": 453 | |
| }, | |
| { | |
| "epoch": 26.71, | |
| "learning_rate": 4.560371517027864e-05, | |
| "loss": 0.0588, | |
| "step": 454 | |
| }, | |
| { | |
| "epoch": 26.76, | |
| "learning_rate": 4.558823529411765e-05, | |
| "loss": 0.0409, | |
| "step": 455 | |
| }, | |
| { | |
| "epoch": 26.82, | |
| "learning_rate": 4.557275541795666e-05, | |
| "loss": 0.0521, | |
| "step": 456 | |
| }, | |
| { | |
| "epoch": 26.88, | |
| "learning_rate": 4.555727554179567e-05, | |
| "loss": 0.0638, | |
| "step": 457 | |
| }, | |
| { | |
| "epoch": 26.94, | |
| "learning_rate": 4.554179566563468e-05, | |
| "loss": 0.0627, | |
| "step": 458 | |
| }, | |
| { | |
| "epoch": 27.0, | |
| "learning_rate": 4.552631578947369e-05, | |
| "loss": 0.0633, | |
| "step": 459 | |
| }, | |
| { | |
| "epoch": 27.06, | |
| "learning_rate": 4.551083591331269e-05, | |
| "loss": 0.0633, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 27.06, | |
| "eval_accuracy_NAT": 0.9912690984428182, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9297857849379844, | |
| "eval_accuracy_concrete tiles": 0.8931180768324298, | |
| "eval_accuracy_dark bricks": 0.8600290948069598, | |
| "eval_accuracy_grass": 0.8679898715779673, | |
| "eval_accuracy_red bricks": 0.9230008787346221, | |
| "eval_accuracy_road": 0.9769875069540899, | |
| "eval_accuracy_rough concrete": 0.6186665395455818, | |
| "eval_accuracy_rough red sidewalk": 0.7836726099609713, | |
| "eval_accuracy_speedway bricks": 0.9904856351443888, | |
| "eval_accuracy_steel": 0.8313108797673012, | |
| "eval_accuracy_tiles": 0.13214577842406616, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9784511593154107, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8657692444570981, | |
| "eval_iou_concrete tiles": 0.7636887608069164, | |
| "eval_iou_dark bricks": 0.8113273984723451, | |
| "eval_iou_grass": 0.8026909321920439, | |
| "eval_iou_red bricks": 0.8375778719162721, | |
| "eval_iou_road": 0.945710151690017, | |
| "eval_iou_rough concrete": 0.6000277405335429, | |
| "eval_iou_rough red sidewalk": 0.6096657754792814, | |
| "eval_iou_speedway bricks": 0.9673607821937777, | |
| "eval_iou_steel": 0.7921859893603341, | |
| "eval_iou_tiles": 0.13162341581170792, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08854084461927414, | |
| "eval_mean_accuracy": 0.7537278273176292, | |
| "eval_mean_iou": 0.7004676324791345, | |
| "eval_overall_accuracy": 0.9738638603081138, | |
| "eval_runtime": 5.7428, | |
| "eval_samples_per_second": 20.548, | |
| "eval_steps_per_second": 1.393, | |
| "step": 460 | |
| }, | |
| { | |
| "epoch": 27.12, | |
| "learning_rate": 4.54953560371517e-05, | |
| "loss": 0.0449, | |
| "step": 461 | |
| }, | |
| { | |
| "epoch": 27.18, | |
| "learning_rate": 4.547987616099071e-05, | |
| "loss": 0.0513, | |
| "step": 462 | |
| }, | |
| { | |
| "epoch": 27.24, | |
| "learning_rate": 4.546439628482972e-05, | |
| "loss": 0.0553, | |
| "step": 463 | |
| }, | |
| { | |
| "epoch": 27.29, | |
| "learning_rate": 4.544891640866873e-05, | |
| "loss": 0.0509, | |
| "step": 464 | |
| }, | |
| { | |
| "epoch": 27.35, | |
| "learning_rate": 4.5433436532507736e-05, | |
| "loss": 0.0608, | |
| "step": 465 | |
| }, | |
| { | |
| "epoch": 27.41, | |
| "learning_rate": 4.5417956656346746e-05, | |
| "loss": 0.0623, | |
| "step": 466 | |
| }, | |
| { | |
| "epoch": 27.47, | |
| "learning_rate": 4.540247678018576e-05, | |
| "loss": 0.0538, | |
| "step": 467 | |
| }, | |
| { | |
| "epoch": 27.53, | |
| "learning_rate": 4.538699690402477e-05, | |
| "loss": 0.0662, | |
| "step": 468 | |
| }, | |
| { | |
| "epoch": 27.59, | |
| "learning_rate": 4.537151702786378e-05, | |
| "loss": 0.0469, | |
| "step": 469 | |
| }, | |
| { | |
| "epoch": 27.65, | |
| "learning_rate": 4.535603715170279e-05, | |
| "loss": 0.0562, | |
| "step": 470 | |
| }, | |
| { | |
| "epoch": 27.71, | |
| "learning_rate": 4.5340557275541796e-05, | |
| "loss": 0.0491, | |
| "step": 471 | |
| }, | |
| { | |
| "epoch": 27.76, | |
| "learning_rate": 4.5325077399380806e-05, | |
| "loss": 0.0563, | |
| "step": 472 | |
| }, | |
| { | |
| "epoch": 27.82, | |
| "learning_rate": 4.5309597523219816e-05, | |
| "loss": 0.0535, | |
| "step": 473 | |
| }, | |
| { | |
| "epoch": 27.88, | |
| "learning_rate": 4.5294117647058826e-05, | |
| "loss": 0.0462, | |
| "step": 474 | |
| }, | |
| { | |
| "epoch": 27.94, | |
| "learning_rate": 4.5278637770897836e-05, | |
| "loss": 0.0533, | |
| "step": 475 | |
| }, | |
| { | |
| "epoch": 28.0, | |
| "learning_rate": 4.5263157894736846e-05, | |
| "loss": 0.0563, | |
| "step": 476 | |
| }, | |
| { | |
| "epoch": 28.06, | |
| "learning_rate": 4.524767801857585e-05, | |
| "loss": 0.0529, | |
| "step": 477 | |
| }, | |
| { | |
| "epoch": 28.12, | |
| "learning_rate": 4.523219814241486e-05, | |
| "loss": 0.0604, | |
| "step": 478 | |
| }, | |
| { | |
| "epoch": 28.18, | |
| "learning_rate": 4.521671826625387e-05, | |
| "loss": 0.0485, | |
| "step": 479 | |
| }, | |
| { | |
| "epoch": 28.24, | |
| "learning_rate": 4.520123839009288e-05, | |
| "loss": 0.0504, | |
| "step": 480 | |
| }, | |
| { | |
| "epoch": 28.24, | |
| "eval_accuracy_NAT": 0.9911260166342576, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9331674843183628, | |
| "eval_accuracy_concrete tiles": 0.8847749234032524, | |
| "eval_accuracy_dark bricks": 0.8469077196945045, | |
| "eval_accuracy_grass": 0.8925321812064025, | |
| "eval_accuracy_red bricks": 0.9044925307557118, | |
| "eval_accuracy_road": 0.9779024273715117, | |
| "eval_accuracy_rough concrete": 0.6204899326059624, | |
| "eval_accuracy_rough red sidewalk": 0.7195572233209755, | |
| "eval_accuracy_speedway bricks": 0.9882148754552316, | |
| "eval_accuracy_steel": 0.8626022680134142, | |
| "eval_accuracy_tiles": 0.17510375958072041, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9790429664294764, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8675571401566566, | |
| "eval_iou_concrete tiles": 0.7879481151876416, | |
| "eval_iou_dark bricks": 0.8161326619076605, | |
| "eval_iou_grass": 0.8155797060723207, | |
| "eval_iou_red bricks": 0.8463870901428718, | |
| "eval_iou_road": 0.9503152653229957, | |
| "eval_iou_rough concrete": 0.5960606077952111, | |
| "eval_iou_rough red sidewalk": 0.536717522997532, | |
| "eval_iou_speedway bricks": 0.9697299086152923, | |
| "eval_iou_steel": 0.8085007213925687, | |
| "eval_iou_tiles": 0.17393397731034274, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08616523444652557, | |
| "eval_mean_accuracy": 0.7536054878738698, | |
| "eval_mean_iou": 0.7036850525638899, | |
| "eval_overall_accuracy": 0.974603491314387, | |
| "eval_runtime": 5.9007, | |
| "eval_samples_per_second": 19.997, | |
| "eval_steps_per_second": 1.356, | |
| "step": 480 | |
| }, | |
| { | |
| "epoch": 28.29, | |
| "learning_rate": 4.518575851393189e-05, | |
| "loss": 0.0567, | |
| "step": 481 | |
| }, | |
| { | |
| "epoch": 28.35, | |
| "learning_rate": 4.51702786377709e-05, | |
| "loss": 0.0511, | |
| "step": 482 | |
| }, | |
| { | |
| "epoch": 28.41, | |
| "learning_rate": 4.515479876160991e-05, | |
| "loss": 0.0489, | |
| "step": 483 | |
| }, | |
| { | |
| "epoch": 28.47, | |
| "learning_rate": 4.513931888544892e-05, | |
| "loss": 0.0492, | |
| "step": 484 | |
| }, | |
| { | |
| "epoch": 28.53, | |
| "learning_rate": 4.512383900928793e-05, | |
| "loss": 0.0502, | |
| "step": 485 | |
| }, | |
| { | |
| "epoch": 28.59, | |
| "learning_rate": 4.510835913312694e-05, | |
| "loss": 0.0536, | |
| "step": 486 | |
| }, | |
| { | |
| "epoch": 28.65, | |
| "learning_rate": 4.509287925696595e-05, | |
| "loss": 0.0479, | |
| "step": 487 | |
| }, | |
| { | |
| "epoch": 28.71, | |
| "learning_rate": 4.507739938080496e-05, | |
| "loss": 0.048, | |
| "step": 488 | |
| }, | |
| { | |
| "epoch": 28.76, | |
| "learning_rate": 4.506191950464396e-05, | |
| "loss": 0.0573, | |
| "step": 489 | |
| }, | |
| { | |
| "epoch": 28.82, | |
| "learning_rate": 4.504643962848297e-05, | |
| "loss": 0.0667, | |
| "step": 490 | |
| }, | |
| { | |
| "epoch": 28.88, | |
| "learning_rate": 4.503095975232198e-05, | |
| "loss": 0.0514, | |
| "step": 491 | |
| }, | |
| { | |
| "epoch": 28.94, | |
| "learning_rate": 4.501547987616099e-05, | |
| "loss": 0.052, | |
| "step": 492 | |
| }, | |
| { | |
| "epoch": 29.0, | |
| "learning_rate": 4.5e-05, | |
| "loss": 0.0556, | |
| "step": 493 | |
| }, | |
| { | |
| "epoch": 29.06, | |
| "learning_rate": 4.498452012383901e-05, | |
| "loss": 0.0601, | |
| "step": 494 | |
| }, | |
| { | |
| "epoch": 29.12, | |
| "learning_rate": 4.4969040247678016e-05, | |
| "loss": 0.0497, | |
| "step": 495 | |
| }, | |
| { | |
| "epoch": 29.18, | |
| "learning_rate": 4.4953560371517026e-05, | |
| "loss": 0.0451, | |
| "step": 496 | |
| }, | |
| { | |
| "epoch": 29.24, | |
| "learning_rate": 4.4938080495356036e-05, | |
| "loss": 0.0537, | |
| "step": 497 | |
| }, | |
| { | |
| "epoch": 29.29, | |
| "learning_rate": 4.4922600619195046e-05, | |
| "loss": 0.0474, | |
| "step": 498 | |
| }, | |
| { | |
| "epoch": 29.35, | |
| "learning_rate": 4.4907120743034056e-05, | |
| "loss": 0.0533, | |
| "step": 499 | |
| }, | |
| { | |
| "epoch": 29.41, | |
| "learning_rate": 4.4891640866873066e-05, | |
| "loss": 0.0603, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 29.41, | |
| "eval_accuracy_NAT": 0.9932370932957547, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.942857383096701, | |
| "eval_accuracy_concrete tiles": 0.8190666980909733, | |
| "eval_accuracy_dark bricks": 0.8274314262197806, | |
| "eval_accuracy_grass": 0.8522957378116401, | |
| "eval_accuracy_red bricks": 0.8900483304042179, | |
| "eval_accuracy_road": 0.9719020030451031, | |
| "eval_accuracy_rough concrete": 0.6163962364213825, | |
| "eval_accuracy_rough red sidewalk": 0.7169628287173163, | |
| "eval_accuracy_speedway bricks": 0.9857528722513885, | |
| "eval_accuracy_steel": 0.8697291678120018, | |
| "eval_accuracy_tiles": 0.138083552970402, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9782592362006232, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8635047513437755, | |
| "eval_iou_concrete tiles": 0.7952267630772047, | |
| "eval_iou_dark bricks": 0.8104902971782132, | |
| "eval_iou_grass": 0.8026895039834602, | |
| "eval_iou_red bricks": 0.8525883838383839, | |
| "eval_iou_road": 0.9459653181836624, | |
| "eval_iou_rough concrete": 0.6043007863159986, | |
| "eval_iou_rough red sidewalk": 0.5906685996084554, | |
| "eval_iou_speedway bricks": 0.9711059681367812, | |
| "eval_iou_steel": 0.8125372075052353, | |
| "eval_iou_tiles": 0.137033251157477, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08850965648889542, | |
| "eval_mean_accuracy": 0.7402894869335893, | |
| "eval_mean_iou": 0.7049515435791746, | |
| "eval_overall_accuracy": 0.9742760092525159, | |
| "eval_runtime": 8.0307, | |
| "eval_samples_per_second": 14.694, | |
| "eval_steps_per_second": 0.996, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 29.47, | |
| "learning_rate": 4.4876160990712076e-05, | |
| "loss": 0.0463, | |
| "step": 501 | |
| }, | |
| { | |
| "epoch": 29.53, | |
| "learning_rate": 4.4860681114551086e-05, | |
| "loss": 0.0528, | |
| "step": 502 | |
| }, | |
| { | |
| "epoch": 29.59, | |
| "learning_rate": 4.4845201238390096e-05, | |
| "loss": 0.0575, | |
| "step": 503 | |
| }, | |
| { | |
| "epoch": 29.65, | |
| "learning_rate": 4.4829721362229106e-05, | |
| "loss": 0.055, | |
| "step": 504 | |
| }, | |
| { | |
| "epoch": 29.71, | |
| "learning_rate": 4.4814241486068116e-05, | |
| "loss": 0.0654, | |
| "step": 505 | |
| }, | |
| { | |
| "epoch": 29.76, | |
| "learning_rate": 4.4798761609907126e-05, | |
| "loss": 0.057, | |
| "step": 506 | |
| }, | |
| { | |
| "epoch": 29.82, | |
| "learning_rate": 4.478328173374613e-05, | |
| "loss": 0.0434, | |
| "step": 507 | |
| }, | |
| { | |
| "epoch": 29.88, | |
| "learning_rate": 4.476780185758514e-05, | |
| "loss": 0.0492, | |
| "step": 508 | |
| }, | |
| { | |
| "epoch": 29.94, | |
| "learning_rate": 4.475232198142415e-05, | |
| "loss": 0.06, | |
| "step": 509 | |
| }, | |
| { | |
| "epoch": 30.0, | |
| "learning_rate": 4.473684210526316e-05, | |
| "loss": 0.0457, | |
| "step": 510 | |
| }, | |
| { | |
| "epoch": 30.06, | |
| "learning_rate": 4.472136222910217e-05, | |
| "loss": 0.0561, | |
| "step": 511 | |
| }, | |
| { | |
| "epoch": 30.12, | |
| "learning_rate": 4.470588235294118e-05, | |
| "loss": 0.046, | |
| "step": 512 | |
| }, | |
| { | |
| "epoch": 30.18, | |
| "learning_rate": 4.469040247678018e-05, | |
| "loss": 0.0678, | |
| "step": 513 | |
| }, | |
| { | |
| "epoch": 30.24, | |
| "learning_rate": 4.467492260061919e-05, | |
| "loss": 0.0558, | |
| "step": 514 | |
| }, | |
| { | |
| "epoch": 30.29, | |
| "learning_rate": 4.46594427244582e-05, | |
| "loss": 0.0437, | |
| "step": 515 | |
| }, | |
| { | |
| "epoch": 30.35, | |
| "learning_rate": 4.464396284829722e-05, | |
| "loss": 0.0544, | |
| "step": 516 | |
| }, | |
| { | |
| "epoch": 30.41, | |
| "learning_rate": 4.462848297213623e-05, | |
| "loss": 0.0559, | |
| "step": 517 | |
| }, | |
| { | |
| "epoch": 30.47, | |
| "learning_rate": 4.461300309597524e-05, | |
| "loss": 0.0521, | |
| "step": 518 | |
| }, | |
| { | |
| "epoch": 30.53, | |
| "learning_rate": 4.459752321981424e-05, | |
| "loss": 0.0522, | |
| "step": 519 | |
| }, | |
| { | |
| "epoch": 30.59, | |
| "learning_rate": 4.458204334365325e-05, | |
| "loss": 0.0447, | |
| "step": 520 | |
| }, | |
| { | |
| "epoch": 30.59, | |
| "eval_accuracy_NAT": 0.9901760375277598, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9483530267891132, | |
| "eval_accuracy_concrete tiles": 0.8590855526749941, | |
| "eval_accuracy_dark bricks": 0.875892464062171, | |
| "eval_accuracy_grass": 0.8866419133482459, | |
| "eval_accuracy_red bricks": 0.9196507029876977, | |
| "eval_accuracy_road": 0.9787553555176595, | |
| "eval_accuracy_rough concrete": 0.6182732586894213, | |
| "eval_accuracy_rough red sidewalk": 0.736898307251521, | |
| "eval_accuracy_speedway bricks": 0.985416996544593, | |
| "eval_accuracy_steel": 0.8896280118148605, | |
| "eval_accuracy_tiles": 0.2665636644551486, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9794976770895875, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8698962107547464, | |
| "eval_iou_concrete tiles": 0.8193077095976624, | |
| "eval_iou_dark bricks": 0.8351637822077632, | |
| "eval_iou_grass": 0.8186954037349569, | |
| "eval_iou_red bricks": 0.8540317233641047, | |
| "eval_iou_road": 0.9470304594120126, | |
| "eval_iou_rough concrete": 0.6008338641496322, | |
| "eval_iou_rough red sidewalk": 0.5913070763512168, | |
| "eval_iou_speedway bricks": 0.9713626391149616, | |
| "eval_iou_steel": 0.8156706945456378, | |
| "eval_iou_tiles": 0.24534351996430961, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08243369311094284, | |
| "eval_mean_accuracy": 0.7657950224356297, | |
| "eval_mean_iou": 0.7190877507912763, | |
| "eval_overall_accuracy": 0.9753200724973516, | |
| "eval_runtime": 5.6665, | |
| "eval_samples_per_second": 20.824, | |
| "eval_steps_per_second": 1.412, | |
| "step": 520 | |
| }, | |
| { | |
| "epoch": 30.65, | |
| "learning_rate": 4.456656346749226e-05, | |
| "loss": 0.0519, | |
| "step": 521 | |
| }, | |
| { | |
| "epoch": 30.71, | |
| "learning_rate": 4.455108359133127e-05, | |
| "loss": 0.0496, | |
| "step": 522 | |
| }, | |
| { | |
| "epoch": 30.76, | |
| "learning_rate": 4.453560371517028e-05, | |
| "loss": 0.0504, | |
| "step": 523 | |
| }, | |
| { | |
| "epoch": 30.82, | |
| "learning_rate": 4.452012383900929e-05, | |
| "loss": 0.0531, | |
| "step": 524 | |
| }, | |
| { | |
| "epoch": 30.88, | |
| "learning_rate": 4.4504643962848296e-05, | |
| "loss": 0.0479, | |
| "step": 525 | |
| }, | |
| { | |
| "epoch": 30.94, | |
| "learning_rate": 4.4489164086687306e-05, | |
| "loss": 0.0583, | |
| "step": 526 | |
| }, | |
| { | |
| "epoch": 31.0, | |
| "learning_rate": 4.4473684210526316e-05, | |
| "loss": 0.0534, | |
| "step": 527 | |
| }, | |
| { | |
| "epoch": 31.06, | |
| "learning_rate": 4.4458204334365326e-05, | |
| "loss": 0.0472, | |
| "step": 528 | |
| }, | |
| { | |
| "epoch": 31.12, | |
| "learning_rate": 4.4442724458204336e-05, | |
| "loss": 0.0586, | |
| "step": 529 | |
| }, | |
| { | |
| "epoch": 31.18, | |
| "learning_rate": 4.4427244582043346e-05, | |
| "loss": 0.0465, | |
| "step": 530 | |
| }, | |
| { | |
| "epoch": 31.24, | |
| "learning_rate": 4.4411764705882356e-05, | |
| "loss": 0.0502, | |
| "step": 531 | |
| }, | |
| { | |
| "epoch": 31.29, | |
| "learning_rate": 4.4396284829721366e-05, | |
| "loss": 0.0479, | |
| "step": 532 | |
| }, | |
| { | |
| "epoch": 31.35, | |
| "learning_rate": 4.4380804953560376e-05, | |
| "loss": 0.0519, | |
| "step": 533 | |
| }, | |
| { | |
| "epoch": 31.41, | |
| "learning_rate": 4.4365325077399386e-05, | |
| "loss": 0.0551, | |
| "step": 534 | |
| }, | |
| { | |
| "epoch": 31.47, | |
| "learning_rate": 4.4349845201238396e-05, | |
| "loss": 0.0585, | |
| "step": 535 | |
| }, | |
| { | |
| "epoch": 31.53, | |
| "learning_rate": 4.4334365325077406e-05, | |
| "loss": 0.0463, | |
| "step": 536 | |
| }, | |
| { | |
| "epoch": 31.59, | |
| "learning_rate": 4.431888544891641e-05, | |
| "loss": 0.0478, | |
| "step": 537 | |
| }, | |
| { | |
| "epoch": 31.65, | |
| "learning_rate": 4.430340557275542e-05, | |
| "loss": 0.0489, | |
| "step": 538 | |
| }, | |
| { | |
| "epoch": 31.71, | |
| "learning_rate": 4.428792569659443e-05, | |
| "loss": 0.0542, | |
| "step": 539 | |
| }, | |
| { | |
| "epoch": 31.76, | |
| "learning_rate": 4.427244582043344e-05, | |
| "loss": 0.0517, | |
| "step": 540 | |
| }, | |
| { | |
| "epoch": 31.76, | |
| "eval_accuracy_NAT": 0.9909922615600154, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9372061842903858, | |
| "eval_accuracy_concrete tiles": 0.893683714353052, | |
| "eval_accuracy_dark bricks": 0.8919950998219858, | |
| "eval_accuracy_grass": 0.8814584776330681, | |
| "eval_accuracy_red bricks": 0.9331063268892794, | |
| "eval_accuracy_road": 0.9784058473675463, | |
| "eval_accuracy_rough concrete": 0.6244704115743748, | |
| "eval_accuracy_rough red sidewalk": 0.8062024830988351, | |
| "eval_accuracy_speedway bricks": 0.9904345683277433, | |
| "eval_accuracy_steel": 0.8430882566083754, | |
| "eval_accuracy_tiles": 0.3040079978187767, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9798501078345754, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8732045489507899, | |
| "eval_iou_concrete tiles": 0.8217002188657985, | |
| "eval_iou_dark bricks": 0.8340544724796298, | |
| "eval_iou_grass": 0.8191193203301274, | |
| "eval_iou_red bricks": 0.8353820434654342, | |
| "eval_iou_road": 0.9494913348518607, | |
| "eval_iou_rough concrete": 0.6023739042965943, | |
| "eval_iou_rough red sidewalk": 0.5985060795194445, | |
| "eval_iou_speedway bricks": 0.9701875387971075, | |
| "eval_iou_steel": 0.8044703660606985, | |
| "eval_iou_tiles": 0.2819136981683335, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08074591308832169, | |
| "eval_mean_accuracy": 0.7750039714879567, | |
| "eval_mean_iou": 0.7207887410477227, | |
| "eval_overall_accuracy": 0.9755485987259169, | |
| "eval_runtime": 5.8591, | |
| "eval_samples_per_second": 20.14, | |
| "eval_steps_per_second": 1.365, | |
| "step": 540 | |
| }, | |
| { | |
| "epoch": 31.82, | |
| "learning_rate": 4.425696594427245e-05, | |
| "loss": 0.0505, | |
| "step": 541 | |
| }, | |
| { | |
| "epoch": 31.88, | |
| "learning_rate": 4.424148606811146e-05, | |
| "loss": 0.054, | |
| "step": 542 | |
| }, | |
| { | |
| "epoch": 31.94, | |
| "learning_rate": 4.422600619195046e-05, | |
| "loss": 0.0489, | |
| "step": 543 | |
| }, | |
| { | |
| "epoch": 32.0, | |
| "learning_rate": 4.421052631578947e-05, | |
| "loss": 0.0477, | |
| "step": 544 | |
| }, | |
| { | |
| "epoch": 32.06, | |
| "learning_rate": 4.419504643962848e-05, | |
| "loss": 0.042, | |
| "step": 545 | |
| }, | |
| { | |
| "epoch": 32.12, | |
| "learning_rate": 4.417956656346749e-05, | |
| "loss": 0.0537, | |
| "step": 546 | |
| }, | |
| { | |
| "epoch": 32.18, | |
| "learning_rate": 4.41640866873065e-05, | |
| "loss": 0.0536, | |
| "step": 547 | |
| }, | |
| { | |
| "epoch": 32.24, | |
| "learning_rate": 4.414860681114551e-05, | |
| "loss": 0.0545, | |
| "step": 548 | |
| }, | |
| { | |
| "epoch": 32.29, | |
| "learning_rate": 4.413312693498452e-05, | |
| "loss": 0.0469, | |
| "step": 549 | |
| }, | |
| { | |
| "epoch": 32.35, | |
| "learning_rate": 4.411764705882353e-05, | |
| "loss": 0.0414, | |
| "step": 550 | |
| }, | |
| { | |
| "epoch": 32.41, | |
| "learning_rate": 4.410216718266254e-05, | |
| "loss": 0.0474, | |
| "step": 551 | |
| }, | |
| { | |
| "epoch": 32.47, | |
| "learning_rate": 4.408668730650155e-05, | |
| "loss": 0.0579, | |
| "step": 552 | |
| }, | |
| { | |
| "epoch": 32.53, | |
| "learning_rate": 4.407120743034056e-05, | |
| "loss": 0.0456, | |
| "step": 553 | |
| }, | |
| { | |
| "epoch": 32.59, | |
| "learning_rate": 4.405572755417957e-05, | |
| "loss": 0.0478, | |
| "step": 554 | |
| }, | |
| { | |
| "epoch": 32.65, | |
| "learning_rate": 4.4040247678018576e-05, | |
| "loss": 0.0454, | |
| "step": 555 | |
| }, | |
| { | |
| "epoch": 32.71, | |
| "learning_rate": 4.4024767801857586e-05, | |
| "loss": 0.0446, | |
| "step": 556 | |
| }, | |
| { | |
| "epoch": 32.76, | |
| "learning_rate": 4.4009287925696596e-05, | |
| "loss": 0.0398, | |
| "step": 557 | |
| }, | |
| { | |
| "epoch": 32.82, | |
| "learning_rate": 4.3993808049535606e-05, | |
| "loss": 0.0474, | |
| "step": 558 | |
| }, | |
| { | |
| "epoch": 32.88, | |
| "learning_rate": 4.3978328173374616e-05, | |
| "loss": 0.0519, | |
| "step": 559 | |
| }, | |
| { | |
| "epoch": 32.94, | |
| "learning_rate": 4.3962848297213626e-05, | |
| "loss": 0.0512, | |
| "step": 560 | |
| }, | |
| { | |
| "epoch": 32.94, | |
| "eval_accuracy_NAT": 0.9933581251948573, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9411397794557176, | |
| "eval_accuracy_concrete tiles": 0.8627386283290125, | |
| "eval_accuracy_dark bricks": 0.7835116666347645, | |
| "eval_accuracy_grass": 0.8619198204438187, | |
| "eval_accuracy_red bricks": 0.835951230228471, | |
| "eval_accuracy_road": 0.9788659796569156, | |
| "eval_accuracy_rough concrete": 0.6165869180486119, | |
| "eval_accuracy_rough red sidewalk": 0.7804014167650531, | |
| "eval_accuracy_speedway bricks": 0.9852581410444912, | |
| "eval_accuracy_steel": 0.8938186888703414, | |
| "eval_accuracy_tiles": 0.12823775333999818, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9793455250994089, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.873954996019624, | |
| "eval_iou_concrete tiles": 0.8109616960942866, | |
| "eval_iou_dark bricks": 0.7668982056122042, | |
| "eval_iou_grass": 0.8081869093206233, | |
| "eval_iou_red bricks": 0.822312263641275, | |
| "eval_iou_road": 0.9476417280956264, | |
| "eval_iou_rough concrete": 0.6077005749590364, | |
| "eval_iou_rough red sidewalk": 0.6209246528214057, | |
| "eval_iou_speedway bricks": 0.9704413251282072, | |
| "eval_iou_steel": 0.8201518854988787, | |
| "eval_iou_tiles": 0.1261774174317396, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08563321828842163, | |
| "eval_mean_accuracy": 0.743214472924004, | |
| "eval_mean_iou": 0.704207475363255, | |
| "eval_overall_accuracy": 0.9751662884728384, | |
| "eval_runtime": 5.9098, | |
| "eval_samples_per_second": 19.967, | |
| "eval_steps_per_second": 1.354, | |
| "step": 560 | |
| }, | |
| { | |
| "epoch": 33.0, | |
| "learning_rate": 4.394736842105263e-05, | |
| "loss": 0.0474, | |
| "step": 561 | |
| }, | |
| { | |
| "epoch": 33.06, | |
| "learning_rate": 4.393188854489164e-05, | |
| "loss": 0.0477, | |
| "step": 562 | |
| }, | |
| { | |
| "epoch": 33.12, | |
| "learning_rate": 4.391640866873065e-05, | |
| "loss": 0.0486, | |
| "step": 563 | |
| }, | |
| { | |
| "epoch": 33.18, | |
| "learning_rate": 4.390092879256966e-05, | |
| "loss": 0.0484, | |
| "step": 564 | |
| }, | |
| { | |
| "epoch": 33.24, | |
| "learning_rate": 4.3885448916408676e-05, | |
| "loss": 0.0493, | |
| "step": 565 | |
| }, | |
| { | |
| "epoch": 33.29, | |
| "learning_rate": 4.3869969040247686e-05, | |
| "loss": 0.0467, | |
| "step": 566 | |
| }, | |
| { | |
| "epoch": 33.35, | |
| "learning_rate": 4.385448916408669e-05, | |
| "loss": 0.0537, | |
| "step": 567 | |
| }, | |
| { | |
| "epoch": 33.41, | |
| "learning_rate": 4.38390092879257e-05, | |
| "loss": 0.0462, | |
| "step": 568 | |
| }, | |
| { | |
| "epoch": 33.47, | |
| "learning_rate": 4.382352941176471e-05, | |
| "loss": 0.0494, | |
| "step": 569 | |
| }, | |
| { | |
| "epoch": 33.53, | |
| "learning_rate": 4.380804953560372e-05, | |
| "loss": 0.0471, | |
| "step": 570 | |
| }, | |
| { | |
| "epoch": 33.59, | |
| "learning_rate": 4.379256965944273e-05, | |
| "loss": 0.0422, | |
| "step": 571 | |
| }, | |
| { | |
| "epoch": 33.65, | |
| "learning_rate": 4.377708978328174e-05, | |
| "loss": 0.0595, | |
| "step": 572 | |
| }, | |
| { | |
| "epoch": 33.71, | |
| "learning_rate": 4.376160990712074e-05, | |
| "loss": 0.0455, | |
| "step": 573 | |
| }, | |
| { | |
| "epoch": 33.76, | |
| "learning_rate": 4.374613003095975e-05, | |
| "loss": 0.0476, | |
| "step": 574 | |
| }, | |
| { | |
| "epoch": 33.82, | |
| "learning_rate": 4.373065015479876e-05, | |
| "loss": 0.0349, | |
| "step": 575 | |
| }, | |
| { | |
| "epoch": 33.88, | |
| "learning_rate": 4.371517027863777e-05, | |
| "loss": 0.049, | |
| "step": 576 | |
| }, | |
| { | |
| "epoch": 33.94, | |
| "learning_rate": 4.369969040247678e-05, | |
| "loss": 0.0478, | |
| "step": 577 | |
| }, | |
| { | |
| "epoch": 34.0, | |
| "learning_rate": 4.368421052631579e-05, | |
| "loss": 0.05, | |
| "step": 578 | |
| }, | |
| { | |
| "epoch": 34.06, | |
| "learning_rate": 4.36687306501548e-05, | |
| "loss": 0.0458, | |
| "step": 579 | |
| }, | |
| { | |
| "epoch": 34.12, | |
| "learning_rate": 4.365325077399381e-05, | |
| "loss": 0.0474, | |
| "step": 580 | |
| }, | |
| { | |
| "epoch": 34.12, | |
| "eval_accuracy_NAT": 0.9925247572232188, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9510559402179147, | |
| "eval_accuracy_concrete tiles": 0.8676879566344567, | |
| "eval_accuracy_dark bricks": 0.8660681813831518, | |
| "eval_accuracy_grass": 0.8697148447997214, | |
| "eval_accuracy_red bricks": 0.8806019332161688, | |
| "eval_accuracy_road": 0.9743426815184473, | |
| "eval_accuracy_rough concrete": 0.6254416961130742, | |
| "eval_accuracy_rough red sidewalk": 0.7290173636438836, | |
| "eval_accuracy_speedway bricks": 0.9838051358822872, | |
| "eval_accuracy_steel": 0.8986790746025479, | |
| "eval_accuracy_tiles": 0.21272986155290982, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.979491261992737, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8723648091991095, | |
| "eval_iou_concrete tiles": 0.8248605292048484, | |
| "eval_iou_dark bricks": 0.8305294749304771, | |
| "eval_iou_grass": 0.8163165799109914, | |
| "eval_iou_red bricks": 0.8460767241834204, | |
| "eval_iou_road": 0.9531798785620255, | |
| "eval_iou_rough concrete": 0.5899867344185629, | |
| "eval_iou_rough red sidewalk": 0.6061121392487371, | |
| "eval_iou_speedway bricks": 0.9723500352882056, | |
| "eval_iou_steel": 0.8223677591079971, | |
| "eval_iou_tiles": 0.21011999162153266, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.07961232215166092, | |
| "eval_mean_accuracy": 0.7578207251375216, | |
| "eval_mean_iou": 0.7172119936668189, | |
| "eval_overall_accuracy": 0.9757948729951503, | |
| "eval_runtime": 5.7515, | |
| "eval_samples_per_second": 20.516, | |
| "eval_steps_per_second": 1.391, | |
| "step": 580 | |
| }, | |
| { | |
| "epoch": 34.18, | |
| "learning_rate": 4.363777089783282e-05, | |
| "loss": 0.0518, | |
| "step": 581 | |
| }, | |
| { | |
| "epoch": 34.24, | |
| "learning_rate": 4.362229102167183e-05, | |
| "loss": 0.0598, | |
| "step": 582 | |
| }, | |
| { | |
| "epoch": 34.29, | |
| "learning_rate": 4.360681114551084e-05, | |
| "loss": 0.0466, | |
| "step": 583 | |
| }, | |
| { | |
| "epoch": 34.35, | |
| "learning_rate": 4.359133126934985e-05, | |
| "loss": 0.0496, | |
| "step": 584 | |
| }, | |
| { | |
| "epoch": 34.41, | |
| "learning_rate": 4.3575851393188855e-05, | |
| "loss": 0.0381, | |
| "step": 585 | |
| }, | |
| { | |
| "epoch": 34.47, | |
| "learning_rate": 4.3560371517027865e-05, | |
| "loss": 0.0472, | |
| "step": 586 | |
| }, | |
| { | |
| "epoch": 34.53, | |
| "learning_rate": 4.3544891640866875e-05, | |
| "loss": 0.0462, | |
| "step": 587 | |
| }, | |
| { | |
| "epoch": 34.59, | |
| "learning_rate": 4.3529411764705885e-05, | |
| "loss": 0.0465, | |
| "step": 588 | |
| }, | |
| { | |
| "epoch": 34.65, | |
| "learning_rate": 4.3513931888544895e-05, | |
| "loss": 0.0469, | |
| "step": 589 | |
| }, | |
| { | |
| "epoch": 34.71, | |
| "learning_rate": 4.3498452012383905e-05, | |
| "loss": 0.0488, | |
| "step": 590 | |
| }, | |
| { | |
| "epoch": 34.76, | |
| "learning_rate": 4.348297213622291e-05, | |
| "loss": 0.0476, | |
| "step": 591 | |
| }, | |
| { | |
| "epoch": 34.82, | |
| "learning_rate": 4.346749226006192e-05, | |
| "loss": 0.0514, | |
| "step": 592 | |
| }, | |
| { | |
| "epoch": 34.88, | |
| "learning_rate": 4.345201238390093e-05, | |
| "loss": 0.0475, | |
| "step": 593 | |
| }, | |
| { | |
| "epoch": 34.94, | |
| "learning_rate": 4.343653250773994e-05, | |
| "loss": 0.0436, | |
| "step": 594 | |
| }, | |
| { | |
| "epoch": 35.0, | |
| "learning_rate": 4.342105263157895e-05, | |
| "loss": 0.0492, | |
| "step": 595 | |
| }, | |
| { | |
| "epoch": 35.06, | |
| "learning_rate": 4.340557275541796e-05, | |
| "loss": 0.0441, | |
| "step": 596 | |
| }, | |
| { | |
| "epoch": 35.12, | |
| "learning_rate": 4.339009287925697e-05, | |
| "loss": 0.051, | |
| "step": 597 | |
| }, | |
| { | |
| "epoch": 35.18, | |
| "learning_rate": 4.337461300309598e-05, | |
| "loss": 0.0404, | |
| "step": 598 | |
| }, | |
| { | |
| "epoch": 35.24, | |
| "learning_rate": 4.335913312693499e-05, | |
| "loss": 0.0456, | |
| "step": 599 | |
| }, | |
| { | |
| "epoch": 35.29, | |
| "learning_rate": 4.3343653250774e-05, | |
| "loss": 0.0471, | |
| "step": 600 | |
| }, | |
| { | |
| "epoch": 35.29, | |
| "eval_accuracy_NAT": 0.9921806923768611, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9352401511063141, | |
| "eval_accuracy_concrete tiles": 0.9168041480084845, | |
| "eval_accuracy_dark bricks": 0.8880184905154758, | |
| "eval_accuracy_grass": 0.8596167020555852, | |
| "eval_accuracy_red bricks": 0.9219573813708261, | |
| "eval_accuracy_road": 0.9796841707545048, | |
| "eval_accuracy_rough concrete": 0.6205256854110679, | |
| "eval_accuracy_rough red sidewalk": 0.8089923972958136, | |
| "eval_accuracy_speedway bricks": 0.9875815098367027, | |
| "eval_accuracy_steel": 0.8911223617726289, | |
| "eval_accuracy_tiles": 0.456420976097428, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9789283325219831, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8784533738659873, | |
| "eval_iou_concrete tiles": 0.8173814376667857, | |
| "eval_iou_dark bricks": 0.8203265905152598, | |
| "eval_iou_grass": 0.8033537812057023, | |
| "eval_iou_red bricks": 0.8567418597529856, | |
| "eval_iou_road": 0.9529836330101246, | |
| "eval_iou_rough concrete": 0.6047773086550244, | |
| "eval_iou_rough red sidewalk": 0.5827776182711528, | |
| "eval_iou_speedway bricks": 0.9728446971237983, | |
| "eval_iou_steel": 0.8207736729324953, | |
| "eval_iou_tiles": 0.4101377470463331, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08150813728570938, | |
| "eval_mean_accuracy": 0.7890880512770533, | |
| "eval_mean_iou": 0.7307292348128948, | |
| "eval_overall_accuracy": 0.9756607443599378, | |
| "eval_runtime": 8.5574, | |
| "eval_samples_per_second": 13.789, | |
| "eval_steps_per_second": 0.935, | |
| "step": 600 | |
| }, | |
| { | |
| "epoch": 35.35, | |
| "learning_rate": 4.332817337461301e-05, | |
| "loss": 0.0514, | |
| "step": 601 | |
| }, | |
| { | |
| "epoch": 35.41, | |
| "learning_rate": 4.331269349845202e-05, | |
| "loss": 0.052, | |
| "step": 602 | |
| }, | |
| { | |
| "epoch": 35.47, | |
| "learning_rate": 4.329721362229102e-05, | |
| "loss": 0.0427, | |
| "step": 603 | |
| }, | |
| { | |
| "epoch": 35.53, | |
| "learning_rate": 4.328173374613003e-05, | |
| "loss": 0.0551, | |
| "step": 604 | |
| }, | |
| { | |
| "epoch": 35.59, | |
| "learning_rate": 4.326625386996904e-05, | |
| "loss": 0.0451, | |
| "step": 605 | |
| }, | |
| { | |
| "epoch": 35.65, | |
| "learning_rate": 4.325077399380805e-05, | |
| "loss": 0.0483, | |
| "step": 606 | |
| }, | |
| { | |
| "epoch": 35.71, | |
| "learning_rate": 4.323529411764706e-05, | |
| "loss": 0.0421, | |
| "step": 607 | |
| }, | |
| { | |
| "epoch": 35.76, | |
| "learning_rate": 4.321981424148607e-05, | |
| "loss": 0.0522, | |
| "step": 608 | |
| }, | |
| { | |
| "epoch": 35.82, | |
| "learning_rate": 4.3204334365325075e-05, | |
| "loss": 0.0513, | |
| "step": 609 | |
| }, | |
| { | |
| "epoch": 35.88, | |
| "learning_rate": 4.3188854489164085e-05, | |
| "loss": 0.0469, | |
| "step": 610 | |
| }, | |
| { | |
| "epoch": 35.94, | |
| "learning_rate": 4.3173374613003095e-05, | |
| "loss": 0.0493, | |
| "step": 611 | |
| }, | |
| { | |
| "epoch": 36.0, | |
| "learning_rate": 4.3157894736842105e-05, | |
| "loss": 0.0591, | |
| "step": 612 | |
| }, | |
| { | |
| "epoch": 36.06, | |
| "learning_rate": 4.314241486068112e-05, | |
| "loss": 0.0483, | |
| "step": 613 | |
| }, | |
| { | |
| "epoch": 36.12, | |
| "learning_rate": 4.3126934984520125e-05, | |
| "loss": 0.045, | |
| "step": 614 | |
| }, | |
| { | |
| "epoch": 36.18, | |
| "learning_rate": 4.3111455108359135e-05, | |
| "loss": 0.0452, | |
| "step": 615 | |
| }, | |
| { | |
| "epoch": 36.24, | |
| "learning_rate": 4.3095975232198145e-05, | |
| "loss": 0.0451, | |
| "step": 616 | |
| }, | |
| { | |
| "epoch": 36.29, | |
| "learning_rate": 4.3080495356037155e-05, | |
| "loss": 0.0451, | |
| "step": 617 | |
| }, | |
| { | |
| "epoch": 36.35, | |
| "learning_rate": 4.3065015479876165e-05, | |
| "loss": 0.0414, | |
| "step": 618 | |
| }, | |
| { | |
| "epoch": 36.41, | |
| "learning_rate": 4.3049535603715175e-05, | |
| "loss": 0.05, | |
| "step": 619 | |
| }, | |
| { | |
| "epoch": 36.47, | |
| "learning_rate": 4.303405572755418e-05, | |
| "loss": 0.0522, | |
| "step": 620 | |
| }, | |
| { | |
| "epoch": 36.47, | |
| "eval_accuracy_NAT": 0.9943427156506753, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9352936590079024, | |
| "eval_accuracy_concrete tiles": 0.8649776101814753, | |
| "eval_accuracy_dark bricks": 0.8185402829087151, | |
| "eval_accuracy_grass": 0.8543376973358011, | |
| "eval_accuracy_red bricks": 0.8782952548330404, | |
| "eval_accuracy_road": 0.9782813284088668, | |
| "eval_accuracy_rough concrete": 0.6238447374850286, | |
| "eval_accuracy_rough red sidewalk": 0.7478699644304739, | |
| "eval_accuracy_speedway bricks": 0.9850266267180213, | |
| "eval_accuracy_steel": 0.9007806604127204, | |
| "eval_accuracy_tiles": 0.10754642673210336, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9785511215548038, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8728486742140519, | |
| "eval_iou_concrete tiles": 0.8187070580886946, | |
| "eval_iou_dark bricks": 0.7977836751255778, | |
| "eval_iou_grass": 0.8036221777391295, | |
| "eval_iou_red bricks": 0.8518617162946786, | |
| "eval_iou_road": 0.9475414435277907, | |
| "eval_iou_rough concrete": 0.6092469739292365, | |
| "eval_iou_rough red sidewalk": 0.603051305840049, | |
| "eval_iou_speedway bricks": 0.9727465494249605, | |
| "eval_iou_steel": 0.8254196148473816, | |
| "eval_iou_tiles": 0.10750734381151389, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08459129929542542, | |
| "eval_mean_accuracy": 0.7453182280080634, | |
| "eval_mean_iou": 0.7068375118767591, | |
| "eval_overall_accuracy": 0.9751562668105304, | |
| "eval_runtime": 5.4145, | |
| "eval_samples_per_second": 21.793, | |
| "eval_steps_per_second": 1.478, | |
| "step": 620 | |
| }, | |
| { | |
| "epoch": 36.53, | |
| "learning_rate": 4.301857585139319e-05, | |
| "loss": 0.0406, | |
| "step": 621 | |
| }, | |
| { | |
| "epoch": 36.59, | |
| "learning_rate": 4.30030959752322e-05, | |
| "loss": 0.0507, | |
| "step": 622 | |
| }, | |
| { | |
| "epoch": 36.65, | |
| "learning_rate": 4.298761609907121e-05, | |
| "loss": 0.0402, | |
| "step": 623 | |
| }, | |
| { | |
| "epoch": 36.71, | |
| "learning_rate": 4.297213622291022e-05, | |
| "loss": 0.0433, | |
| "step": 624 | |
| }, | |
| { | |
| "epoch": 36.76, | |
| "learning_rate": 4.295665634674923e-05, | |
| "loss": 0.0478, | |
| "step": 625 | |
| }, | |
| { | |
| "epoch": 36.82, | |
| "learning_rate": 4.294117647058823e-05, | |
| "loss": 0.0557, | |
| "step": 626 | |
| }, | |
| { | |
| "epoch": 36.88, | |
| "learning_rate": 4.292569659442724e-05, | |
| "loss": 0.0417, | |
| "step": 627 | |
| }, | |
| { | |
| "epoch": 36.94, | |
| "learning_rate": 4.291021671826626e-05, | |
| "loss": 0.041, | |
| "step": 628 | |
| }, | |
| { | |
| "epoch": 37.0, | |
| "learning_rate": 4.289473684210527e-05, | |
| "loss": 0.0399, | |
| "step": 629 | |
| }, | |
| { | |
| "epoch": 37.06, | |
| "learning_rate": 4.287925696594428e-05, | |
| "loss": 0.0414, | |
| "step": 630 | |
| }, | |
| { | |
| "epoch": 37.12, | |
| "learning_rate": 4.286377708978329e-05, | |
| "loss": 0.0394, | |
| "step": 631 | |
| }, | |
| { | |
| "epoch": 37.18, | |
| "learning_rate": 4.284829721362229e-05, | |
| "loss": 0.0432, | |
| "step": 632 | |
| }, | |
| { | |
| "epoch": 37.24, | |
| "learning_rate": 4.28328173374613e-05, | |
| "loss": 0.0461, | |
| "step": 633 | |
| }, | |
| { | |
| "epoch": 37.29, | |
| "learning_rate": 4.281733746130031e-05, | |
| "loss": 0.0482, | |
| "step": 634 | |
| }, | |
| { | |
| "epoch": 37.35, | |
| "learning_rate": 4.280185758513932e-05, | |
| "loss": 0.0425, | |
| "step": 635 | |
| }, | |
| { | |
| "epoch": 37.41, | |
| "learning_rate": 4.278637770897833e-05, | |
| "loss": 0.0429, | |
| "step": 636 | |
| }, | |
| { | |
| "epoch": 37.47, | |
| "learning_rate": 4.277089783281734e-05, | |
| "loss": 0.0533, | |
| "step": 637 | |
| }, | |
| { | |
| "epoch": 37.53, | |
| "learning_rate": 4.2755417956656345e-05, | |
| "loss": 0.0495, | |
| "step": 638 | |
| }, | |
| { | |
| "epoch": 37.59, | |
| "learning_rate": 4.2739938080495355e-05, | |
| "loss": 0.0452, | |
| "step": 639 | |
| }, | |
| { | |
| "epoch": 37.65, | |
| "learning_rate": 4.2724458204334365e-05, | |
| "loss": 0.043, | |
| "step": 640 | |
| }, | |
| { | |
| "epoch": 37.65, | |
| "eval_accuracy_NAT": 0.993806239736212, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9391362907405341, | |
| "eval_accuracy_concrete tiles": 0.91006363422107, | |
| "eval_accuracy_dark bricks": 0.8166548628524396, | |
| "eval_accuracy_grass": 0.8672234270855806, | |
| "eval_accuracy_red bricks": 0.9003734622144113, | |
| "eval_accuracy_road": 0.980038488649803, | |
| "eval_accuracy_rough concrete": 0.6178918954349627, | |
| "eval_accuracy_rough red sidewalk": 0.7609171372923544, | |
| "eval_accuracy_speedway bricks": 0.9853395394938421, | |
| "eval_accuracy_steel": 0.9130003448499903, | |
| "eval_accuracy_tiles": 0.17068072343906207, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9796457416816873, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8762803509415095, | |
| "eval_iou_concrete tiles": 0.8324853397723353, | |
| "eval_iou_dark bricks": 0.7964735586907923, | |
| "eval_iou_grass": 0.8144555358175916, | |
| "eval_iou_red bricks": 0.8581898131183584, | |
| "eval_iou_road": 0.9519905976698708, | |
| "eval_iou_rough concrete": 0.6100795443848254, | |
| "eval_iou_rough red sidewalk": 0.6210778296096243, | |
| "eval_iou_speedway bricks": 0.9727566141361427, | |
| "eval_iou_steel": 0.8250808462205521, | |
| "eval_iou_tiles": 0.16930612735523035, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08132755756378174, | |
| "eval_mean_accuracy": 0.7580866189238662, | |
| "eval_mean_iou": 0.7159862999537322, | |
| "eval_overall_accuracy": 0.9760765140339479, | |
| "eval_runtime": 8.4358, | |
| "eval_samples_per_second": 13.988, | |
| "eval_steps_per_second": 0.948, | |
| "step": 640 | |
| }, | |
| { | |
| "epoch": 37.71, | |
| "learning_rate": 4.2708978328173375e-05, | |
| "loss": 0.0445, | |
| "step": 641 | |
| }, | |
| { | |
| "epoch": 37.76, | |
| "learning_rate": 4.2693498452012385e-05, | |
| "loss": 0.0405, | |
| "step": 642 | |
| }, | |
| { | |
| "epoch": 37.82, | |
| "learning_rate": 4.2678018575851395e-05, | |
| "loss": 0.0485, | |
| "step": 643 | |
| }, | |
| { | |
| "epoch": 37.88, | |
| "learning_rate": 4.2662538699690405e-05, | |
| "loss": 0.0433, | |
| "step": 644 | |
| }, | |
| { | |
| "epoch": 37.94, | |
| "learning_rate": 4.2647058823529415e-05, | |
| "loss": 0.0396, | |
| "step": 645 | |
| }, | |
| { | |
| "epoch": 38.0, | |
| "learning_rate": 4.2631578947368425e-05, | |
| "loss": 0.0477, | |
| "step": 646 | |
| }, | |
| { | |
| "epoch": 38.06, | |
| "learning_rate": 4.2616099071207435e-05, | |
| "loss": 0.0409, | |
| "step": 647 | |
| }, | |
| { | |
| "epoch": 38.12, | |
| "learning_rate": 4.2600619195046445e-05, | |
| "loss": 0.0468, | |
| "step": 648 | |
| }, | |
| { | |
| "epoch": 38.18, | |
| "learning_rate": 4.2585139318885455e-05, | |
| "loss": 0.0399, | |
| "step": 649 | |
| }, | |
| { | |
| "epoch": 38.24, | |
| "learning_rate": 4.256965944272446e-05, | |
| "loss": 0.0434, | |
| "step": 650 | |
| }, | |
| { | |
| "epoch": 38.29, | |
| "learning_rate": 4.255417956656347e-05, | |
| "loss": 0.0477, | |
| "step": 651 | |
| }, | |
| { | |
| "epoch": 38.35, | |
| "learning_rate": 4.253869969040248e-05, | |
| "loss": 0.0409, | |
| "step": 652 | |
| }, | |
| { | |
| "epoch": 38.41, | |
| "learning_rate": 4.252321981424149e-05, | |
| "loss": 0.0421, | |
| "step": 653 | |
| }, | |
| { | |
| "epoch": 38.47, | |
| "learning_rate": 4.25077399380805e-05, | |
| "loss": 0.0427, | |
| "step": 654 | |
| }, | |
| { | |
| "epoch": 38.53, | |
| "learning_rate": 4.249226006191951e-05, | |
| "loss": 0.0521, | |
| "step": 655 | |
| }, | |
| { | |
| "epoch": 38.59, | |
| "learning_rate": 4.247678018575851e-05, | |
| "loss": 0.0439, | |
| "step": 656 | |
| }, | |
| { | |
| "epoch": 38.65, | |
| "learning_rate": 4.246130030959752e-05, | |
| "loss": 0.0389, | |
| "step": 657 | |
| }, | |
| { | |
| "epoch": 38.71, | |
| "learning_rate": 4.244582043343653e-05, | |
| "loss": 0.0415, | |
| "step": 658 | |
| }, | |
| { | |
| "epoch": 38.76, | |
| "learning_rate": 4.243034055727554e-05, | |
| "loss": 0.0498, | |
| "step": 659 | |
| }, | |
| { | |
| "epoch": 38.82, | |
| "learning_rate": 4.241486068111455e-05, | |
| "loss": 0.0429, | |
| "step": 660 | |
| }, | |
| { | |
| "epoch": 38.82, | |
| "eval_accuracy_NAT": 0.993064360019708, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9416037694023474, | |
| "eval_accuracy_concrete tiles": 0.8665095451331605, | |
| "eval_accuracy_dark bricks": 0.8162672511149819, | |
| "eval_accuracy_grass": 0.8894030059763746, | |
| "eval_accuracy_red bricks": 0.9094903339191565, | |
| "eval_accuracy_road": 0.9792309858748472, | |
| "eval_accuracy_rough concrete": 0.6195305656689648, | |
| "eval_accuracy_rough red sidewalk": 0.7703095977560367, | |
| "eval_accuracy_speedway bricks": 0.9875611173830758, | |
| "eval_accuracy_steel": 0.8956428953405269, | |
| "eval_accuracy_tiles": 0.19309885182828926, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9804051300764475, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8790174711985862, | |
| "eval_iou_concrete tiles": 0.8424067454862065, | |
| "eval_iou_dark bricks": 0.7969845067000579, | |
| "eval_iou_grass": 0.8264285946653607, | |
| "eval_iou_red bricks": 0.8588766142834915, | |
| "eval_iou_road": 0.954441135075388, | |
| "eval_iou_rough concrete": 0.6086180251481021, | |
| "eval_iou_rough red sidewalk": 0.6179531264138992, | |
| "eval_iou_speedway bricks": 0.9729326781278663, | |
| "eval_iou_steel": 0.8281644253431305, | |
| "eval_iou_tiles": 0.19039369137941334, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.07921610027551651, | |
| "eval_mean_accuracy": 0.7585932522628822, | |
| "eval_mean_iou": 0.719740164915227, | |
| "eval_overall_accuracy": 0.9767600237312963, | |
| "eval_runtime": 5.7289, | |
| "eval_samples_per_second": 20.597, | |
| "eval_steps_per_second": 1.396, | |
| "step": 660 | |
| }, | |
| { | |
| "epoch": 38.88, | |
| "learning_rate": 4.239938080495356e-05, | |
| "loss": 0.0436, | |
| "step": 661 | |
| }, | |
| { | |
| "epoch": 38.94, | |
| "learning_rate": 4.238390092879257e-05, | |
| "loss": 0.0458, | |
| "step": 662 | |
| }, | |
| { | |
| "epoch": 39.0, | |
| "learning_rate": 4.236842105263158e-05, | |
| "loss": 0.0416, | |
| "step": 663 | |
| }, | |
| { | |
| "epoch": 39.06, | |
| "learning_rate": 4.235294117647059e-05, | |
| "loss": 0.0426, | |
| "step": 664 | |
| }, | |
| { | |
| "epoch": 39.12, | |
| "learning_rate": 4.23374613003096e-05, | |
| "loss": 0.0467, | |
| "step": 665 | |
| }, | |
| { | |
| "epoch": 39.18, | |
| "learning_rate": 4.232198142414861e-05, | |
| "loss": 0.0417, | |
| "step": 666 | |
| }, | |
| { | |
| "epoch": 39.24, | |
| "learning_rate": 4.230650154798762e-05, | |
| "loss": 0.0422, | |
| "step": 667 | |
| }, | |
| { | |
| "epoch": 39.29, | |
| "learning_rate": 4.2291021671826625e-05, | |
| "loss": 0.0403, | |
| "step": 668 | |
| }, | |
| { | |
| "epoch": 39.35, | |
| "learning_rate": 4.2275541795665635e-05, | |
| "loss": 0.0423, | |
| "step": 669 | |
| }, | |
| { | |
| "epoch": 39.41, | |
| "learning_rate": 4.2260061919504645e-05, | |
| "loss": 0.0476, | |
| "step": 670 | |
| }, | |
| { | |
| "epoch": 39.47, | |
| "learning_rate": 4.2244582043343655e-05, | |
| "loss": 0.0569, | |
| "step": 671 | |
| }, | |
| { | |
| "epoch": 39.53, | |
| "learning_rate": 4.2229102167182665e-05, | |
| "loss": 0.0468, | |
| "step": 672 | |
| }, | |
| { | |
| "epoch": 39.59, | |
| "learning_rate": 4.2213622291021675e-05, | |
| "loss": 0.0447, | |
| "step": 673 | |
| }, | |
| { | |
| "epoch": 39.65, | |
| "learning_rate": 4.219814241486068e-05, | |
| "loss": 0.0396, | |
| "step": 674 | |
| }, | |
| { | |
| "epoch": 39.71, | |
| "learning_rate": 4.218266253869969e-05, | |
| "loss": 0.0423, | |
| "step": 675 | |
| }, | |
| { | |
| "epoch": 39.76, | |
| "learning_rate": 4.2167182662538705e-05, | |
| "loss": 0.0372, | |
| "step": 676 | |
| }, | |
| { | |
| "epoch": 39.82, | |
| "learning_rate": 4.2151702786377715e-05, | |
| "loss": 0.042, | |
| "step": 677 | |
| }, | |
| { | |
| "epoch": 39.88, | |
| "learning_rate": 4.2136222910216725e-05, | |
| "loss": 0.039, | |
| "step": 678 | |
| }, | |
| { | |
| "epoch": 39.94, | |
| "learning_rate": 4.2120743034055735e-05, | |
| "loss": 0.0381, | |
| "step": 679 | |
| }, | |
| { | |
| "epoch": 40.0, | |
| "learning_rate": 4.210526315789474e-05, | |
| "loss": 0.0506, | |
| "step": 680 | |
| }, | |
| { | |
| "epoch": 40.0, | |
| "eval_accuracy_NAT": 0.9915816788218814, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9473501358336301, | |
| "eval_accuracy_concrete tiles": 0.8905962762196559, | |
| "eval_accuracy_dark bricks": 0.8488218517313324, | |
| "eval_accuracy_grass": 0.8902943525341872, | |
| "eval_accuracy_red bricks": 0.8935632688927944, | |
| "eval_accuracy_road": 0.9795794251926971, | |
| "eval_accuracy_rough concrete": 0.6164141128239353, | |
| "eval_accuracy_rough red sidewalk": 0.7506824385805277, | |
| "eval_accuracy_speedway bricks": 0.9894197438707825, | |
| "eval_accuracy_steel": 0.8787777316867162, | |
| "eval_accuracy_tiles": 0.21100305977157746, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9807303099744141, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8769597034864961, | |
| "eval_iou_concrete tiles": 0.8471126255380201, | |
| "eval_iou_dark bricks": 0.819791839979295, | |
| "eval_iou_grass": 0.8269456409679492, | |
| "eval_iou_red bricks": 0.8523233275708523, | |
| "eval_iou_road": 0.9515856732881748, | |
| "eval_iou_rough concrete": 0.6061064140197923, | |
| "eval_iou_rough red sidewalk": 0.614039404321804, | |
| "eval_iou_speedway bricks": 0.9726276228723906, | |
| "eval_iou_steel": 0.8268979803941394, | |
| "eval_iou_tiles": 0.2069160155669766, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.0794433206319809, | |
| "eval_mean_accuracy": 0.7606218519969014, | |
| "eval_mean_iou": 0.7216951198446389, | |
| "eval_overall_accuracy": 0.9767023830090539, | |
| "eval_runtime": 5.9542, | |
| "eval_samples_per_second": 19.818, | |
| "eval_steps_per_second": 1.344, | |
| "step": 680 | |
| }, | |
| { | |
| "epoch": 40.06, | |
| "learning_rate": 4.208978328173375e-05, | |
| "loss": 0.0406, | |
| "step": 681 | |
| }, | |
| { | |
| "epoch": 40.12, | |
| "learning_rate": 4.207430340557276e-05, | |
| "loss": 0.0418, | |
| "step": 682 | |
| }, | |
| { | |
| "epoch": 40.18, | |
| "learning_rate": 4.205882352941177e-05, | |
| "loss": 0.0452, | |
| "step": 683 | |
| }, | |
| { | |
| "epoch": 40.24, | |
| "learning_rate": 4.204334365325078e-05, | |
| "loss": 0.0494, | |
| "step": 684 | |
| }, | |
| { | |
| "epoch": 40.29, | |
| "learning_rate": 4.202786377708979e-05, | |
| "loss": 0.0416, | |
| "step": 685 | |
| }, | |
| { | |
| "epoch": 40.35, | |
| "learning_rate": 4.201238390092879e-05, | |
| "loss": 0.0399, | |
| "step": 686 | |
| }, | |
| { | |
| "epoch": 40.41, | |
| "learning_rate": 4.19969040247678e-05, | |
| "loss": 0.0435, | |
| "step": 687 | |
| }, | |
| { | |
| "epoch": 40.47, | |
| "learning_rate": 4.198142414860681e-05, | |
| "loss": 0.0427, | |
| "step": 688 | |
| }, | |
| { | |
| "epoch": 40.53, | |
| "learning_rate": 4.196594427244582e-05, | |
| "loss": 0.0414, | |
| "step": 689 | |
| }, | |
| { | |
| "epoch": 40.59, | |
| "learning_rate": 4.195046439628483e-05, | |
| "loss": 0.0405, | |
| "step": 690 | |
| }, | |
| { | |
| "epoch": 40.65, | |
| "learning_rate": 4.193498452012384e-05, | |
| "loss": 0.0402, | |
| "step": 691 | |
| }, | |
| { | |
| "epoch": 40.71, | |
| "learning_rate": 4.191950464396285e-05, | |
| "loss": 0.0497, | |
| "step": 692 | |
| }, | |
| { | |
| "epoch": 40.76, | |
| "learning_rate": 4.190402476780186e-05, | |
| "loss": 0.039, | |
| "step": 693 | |
| }, | |
| { | |
| "epoch": 40.82, | |
| "learning_rate": 4.188854489164087e-05, | |
| "loss": 0.0387, | |
| "step": 694 | |
| }, | |
| { | |
| "epoch": 40.88, | |
| "learning_rate": 4.187306501547988e-05, | |
| "loss": 0.037, | |
| "step": 695 | |
| }, | |
| { | |
| "epoch": 40.94, | |
| "learning_rate": 4.185758513931889e-05, | |
| "loss": 0.034, | |
| "step": 696 | |
| }, | |
| { | |
| "epoch": 41.0, | |
| "learning_rate": 4.18421052631579e-05, | |
| "loss": 0.0512, | |
| "step": 697 | |
| }, | |
| { | |
| "epoch": 41.06, | |
| "learning_rate": 4.1826625386996904e-05, | |
| "loss": 0.0444, | |
| "step": 698 | |
| }, | |
| { | |
| "epoch": 41.12, | |
| "learning_rate": 4.1811145510835914e-05, | |
| "loss": 0.0391, | |
| "step": 699 | |
| }, | |
| { | |
| "epoch": 41.18, | |
| "learning_rate": 4.1795665634674924e-05, | |
| "loss": 0.0426, | |
| "step": 700 | |
| }, | |
| { | |
| "epoch": 41.18, | |
| "eval_accuracy_NAT": 0.992102682061493, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.951264621034109, | |
| "eval_accuracy_concrete tiles": 0.9061984444968183, | |
| "eval_accuracy_dark bricks": 0.8437015485328178, | |
| "eval_accuracy_grass": 0.8701397010677234, | |
| "eval_accuracy_red bricks": 0.9255821616871704, | |
| "eval_accuracy_road": 0.9787628373435029, | |
| "eval_accuracy_rough concrete": 0.6143285325261144, | |
| "eval_accuracy_rough red sidewalk": 0.7620000150399687, | |
| "eval_accuracy_speedway bricks": 0.9887498774739131, | |
| "eval_accuracy_steel": 0.8858521543128739, | |
| "eval_accuracy_tiles": 0.214062831349026, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9804335180753472, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8763075924244403, | |
| "eval_iou_concrete tiles": 0.8416881922858018, | |
| "eval_iou_dark bricks": 0.8206457738907016, | |
| "eval_iou_grass": 0.8174202747051524, | |
| "eval_iou_red bricks": 0.85792099368764, | |
| "eval_iou_road": 0.9523834781568671, | |
| "eval_iou_rough concrete": 0.6066004930658931, | |
| "eval_iou_rough red sidewalk": 0.6145234456492734, | |
| "eval_iou_speedway bricks": 0.9741434647027937, | |
| "eval_iou_steel": 0.831835460859771, | |
| "eval_iou_tiles": 0.21037275217339527, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08128701895475388, | |
| "eval_mean_accuracy": 0.7640573389942715, | |
| "eval_mean_iou": 0.7218673415136212, | |
| "eval_overall_accuracy": 0.9766193325236693, | |
| "eval_runtime": 5.6917, | |
| "eval_samples_per_second": 20.732, | |
| "eval_steps_per_second": 1.406, | |
| "step": 700 | |
| }, | |
| { | |
| "epoch": 41.24, | |
| "learning_rate": 4.1780185758513934e-05, | |
| "loss": 0.0396, | |
| "step": 701 | |
| }, | |
| { | |
| "epoch": 41.29, | |
| "learning_rate": 4.1764705882352944e-05, | |
| "loss": 0.0365, | |
| "step": 702 | |
| }, | |
| { | |
| "epoch": 41.35, | |
| "learning_rate": 4.1749226006191954e-05, | |
| "loss": 0.0408, | |
| "step": 703 | |
| }, | |
| { | |
| "epoch": 41.41, | |
| "learning_rate": 4.173374613003096e-05, | |
| "loss": 0.0419, | |
| "step": 704 | |
| }, | |
| { | |
| "epoch": 41.47, | |
| "learning_rate": 4.171826625386997e-05, | |
| "loss": 0.0479, | |
| "step": 705 | |
| }, | |
| { | |
| "epoch": 41.53, | |
| "learning_rate": 4.170278637770898e-05, | |
| "loss": 0.036, | |
| "step": 706 | |
| }, | |
| { | |
| "epoch": 41.59, | |
| "learning_rate": 4.168730650154799e-05, | |
| "loss": 0.0452, | |
| "step": 707 | |
| }, | |
| { | |
| "epoch": 41.65, | |
| "learning_rate": 4.1671826625387e-05, | |
| "loss": 0.0507, | |
| "step": 708 | |
| }, | |
| { | |
| "epoch": 41.71, | |
| "learning_rate": 4.165634674922601e-05, | |
| "loss": 0.0429, | |
| "step": 709 | |
| }, | |
| { | |
| "epoch": 41.76, | |
| "learning_rate": 4.164086687306502e-05, | |
| "loss": 0.0424, | |
| "step": 710 | |
| }, | |
| { | |
| "epoch": 41.82, | |
| "learning_rate": 4.162538699690403e-05, | |
| "loss": 0.0419, | |
| "step": 711 | |
| }, | |
| { | |
| "epoch": 41.88, | |
| "learning_rate": 4.160990712074304e-05, | |
| "loss": 0.0385, | |
| "step": 712 | |
| }, | |
| { | |
| "epoch": 41.94, | |
| "learning_rate": 4.159442724458205e-05, | |
| "loss": 0.0481, | |
| "step": 713 | |
| }, | |
| { | |
| "epoch": 42.0, | |
| "learning_rate": 4.157894736842106e-05, | |
| "loss": 0.0431, | |
| "step": 714 | |
| }, | |
| { | |
| "epoch": 42.06, | |
| "learning_rate": 4.156346749226007e-05, | |
| "loss": 0.0409, | |
| "step": 715 | |
| }, | |
| { | |
| "epoch": 42.12, | |
| "learning_rate": 4.154798761609907e-05, | |
| "loss": 0.0368, | |
| "step": 716 | |
| }, | |
| { | |
| "epoch": 42.18, | |
| "learning_rate": 4.153250773993808e-05, | |
| "loss": 0.0384, | |
| "step": 717 | |
| }, | |
| { | |
| "epoch": 42.24, | |
| "learning_rate": 4.151702786377709e-05, | |
| "loss": 0.0476, | |
| "step": 718 | |
| }, | |
| { | |
| "epoch": 42.29, | |
| "learning_rate": 4.15015479876161e-05, | |
| "loss": 0.0493, | |
| "step": 719 | |
| }, | |
| { | |
| "epoch": 42.35, | |
| "learning_rate": 4.148606811145511e-05, | |
| "loss": 0.043, | |
| "step": 720 | |
| }, | |
| { | |
| "epoch": 42.35, | |
| "eval_accuracy_NAT": 0.9923592481228869, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9485104928995015, | |
| "eval_accuracy_concrete tiles": 0.8466650954513316, | |
| "eval_accuracy_dark bricks": 0.8488074957410562, | |
| "eval_accuracy_grass": 0.8917695216250894, | |
| "eval_accuracy_red bricks": 0.914213532513181, | |
| "eval_accuracy_road": 0.9799428281622338, | |
| "eval_accuracy_rough concrete": 0.6664680399716361, | |
| "eval_accuracy_rough red sidewalk": 0.7487197226629768, | |
| "eval_accuracy_speedway bricks": 0.9883259200766619, | |
| "eval_accuracy_steel": 0.8803970272931275, | |
| "eval_accuracy_tiles": 0.1910691023660214, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9809562210409813, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8793828877096302, | |
| "eval_iou_concrete tiles": 0.8212138530117727, | |
| "eval_iou_dark bricks": 0.8281021676307324, | |
| "eval_iou_grass": 0.8290248008909109, | |
| "eval_iou_red bricks": 0.8632921896068873, | |
| "eval_iou_road": 0.9535515005278239, | |
| "eval_iou_rough concrete": 0.6520834183569358, | |
| "eval_iou_rough red sidewalk": 0.6152192047455742, | |
| "eval_iou_speedway bricks": 0.9744320413766746, | |
| "eval_iou_steel": 0.8306992207302265, | |
| "eval_iou_tiles": 0.1892118921189212, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.07583378255367279, | |
| "eval_mean_accuracy": 0.7613267712989003, | |
| "eval_mean_iou": 0.724397645980544, | |
| "eval_overall_accuracy": 0.9773474224543167, | |
| "eval_runtime": 8.5023, | |
| "eval_samples_per_second": 13.879, | |
| "eval_steps_per_second": 0.941, | |
| "step": 720 | |
| }, | |
| { | |
| "epoch": 42.41, | |
| "learning_rate": 4.147058823529412e-05, | |
| "loss": 0.0457, | |
| "step": 721 | |
| }, | |
| { | |
| "epoch": 42.47, | |
| "learning_rate": 4.1455108359133124e-05, | |
| "loss": 0.0415, | |
| "step": 722 | |
| }, | |
| { | |
| "epoch": 42.53, | |
| "learning_rate": 4.1439628482972134e-05, | |
| "loss": 0.0349, | |
| "step": 723 | |
| }, | |
| { | |
| "epoch": 42.59, | |
| "learning_rate": 4.1424148606811144e-05, | |
| "loss": 0.0385, | |
| "step": 724 | |
| }, | |
| { | |
| "epoch": 42.65, | |
| "learning_rate": 4.140866873065016e-05, | |
| "loss": 0.0425, | |
| "step": 725 | |
| }, | |
| { | |
| "epoch": 42.71, | |
| "learning_rate": 4.139318885448917e-05, | |
| "loss": 0.0403, | |
| "step": 726 | |
| }, | |
| { | |
| "epoch": 42.76, | |
| "learning_rate": 4.137770897832818e-05, | |
| "loss": 0.0443, | |
| "step": 727 | |
| }, | |
| { | |
| "epoch": 42.82, | |
| "learning_rate": 4.1362229102167184e-05, | |
| "loss": 0.0391, | |
| "step": 728 | |
| }, | |
| { | |
| "epoch": 42.88, | |
| "learning_rate": 4.1346749226006194e-05, | |
| "loss": 0.0367, | |
| "step": 729 | |
| }, | |
| { | |
| "epoch": 42.94, | |
| "learning_rate": 4.1331269349845204e-05, | |
| "loss": 0.039, | |
| "step": 730 | |
| }, | |
| { | |
| "epoch": 43.0, | |
| "learning_rate": 4.1315789473684214e-05, | |
| "loss": 0.043, | |
| "step": 731 | |
| }, | |
| { | |
| "epoch": 43.06, | |
| "learning_rate": 4.1300309597523224e-05, | |
| "loss": 0.0381, | |
| "step": 732 | |
| }, | |
| { | |
| "epoch": 43.12, | |
| "learning_rate": 4.1284829721362234e-05, | |
| "loss": 0.0398, | |
| "step": 733 | |
| }, | |
| { | |
| "epoch": 43.18, | |
| "learning_rate": 4.126934984520124e-05, | |
| "loss": 0.0358, | |
| "step": 734 | |
| }, | |
| { | |
| "epoch": 43.24, | |
| "learning_rate": 4.125386996904025e-05, | |
| "loss": 0.0442, | |
| "step": 735 | |
| }, | |
| { | |
| "epoch": 43.29, | |
| "learning_rate": 4.123839009287926e-05, | |
| "loss": 0.0393, | |
| "step": 736 | |
| }, | |
| { | |
| "epoch": 43.35, | |
| "learning_rate": 4.122291021671827e-05, | |
| "loss": 0.0439, | |
| "step": 737 | |
| }, | |
| { | |
| "epoch": 43.41, | |
| "learning_rate": 4.120743034055728e-05, | |
| "loss": 0.0387, | |
| "step": 738 | |
| }, | |
| { | |
| "epoch": 43.47, | |
| "learning_rate": 4.119195046439629e-05, | |
| "loss": 0.0426, | |
| "step": 739 | |
| }, | |
| { | |
| "epoch": 43.53, | |
| "learning_rate": 4.11764705882353e-05, | |
| "loss": 0.0369, | |
| "step": 740 | |
| }, | |
| { | |
| "epoch": 43.53, | |
| "eval_accuracy_NAT": 0.9927773877262009, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9525602766511392, | |
| "eval_accuracy_concrete tiles": 0.8837379212821117, | |
| "eval_accuracy_dark bricks": 0.8390884903240625, | |
| "eval_accuracy_grass": 0.876139731347012, | |
| "eval_accuracy_red bricks": 0.9155316344463972, | |
| "eval_accuracy_road": 0.9744639939803367, | |
| "eval_accuracy_rough concrete": 0.617081498519238, | |
| "eval_accuracy_rough red sidewalk": 0.7683694417915611, | |
| "eval_accuracy_speedway bricks": 0.9881799169632998, | |
| "eval_accuracy_steel": 0.8889408107473249, | |
| "eval_accuracy_tiles": 0.224302462964646, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9808259955460622, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8761423222027079, | |
| "eval_iou_concrete tiles": 0.8354388075663391, | |
| "eval_iou_dark bricks": 0.8188763835053472, | |
| "eval_iou_grass": 0.8242899301614433, | |
| "eval_iou_red bricks": 0.8647611142812678, | |
| "eval_iou_road": 0.9536246163887512, | |
| "eval_iou_rough concrete": 0.608209459261043, | |
| "eval_iou_rough red sidewalk": 0.6258544652701212, | |
| "eval_iou_speedway bricks": 0.9747296153357259, | |
| "eval_iou_steel": 0.8328401189333459, | |
| "eval_iou_tiles": 0.21711973255916248, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08001357316970825, | |
| "eval_mean_accuracy": 0.7631671974417947, | |
| "eval_mean_iou": 0.724054812385486, | |
| "eval_overall_accuracy": 0.9769962440102787, | |
| "eval_runtime": 5.4467, | |
| "eval_samples_per_second": 21.664, | |
| "eval_steps_per_second": 1.469, | |
| "step": 740 | |
| }, | |
| { | |
| "epoch": 43.59, | |
| "learning_rate": 4.116099071207431e-05, | |
| "loss": 0.0394, | |
| "step": 741 | |
| }, | |
| { | |
| "epoch": 43.65, | |
| "learning_rate": 4.114551083591332e-05, | |
| "loss": 0.0407, | |
| "step": 742 | |
| }, | |
| { | |
| "epoch": 43.71, | |
| "learning_rate": 4.113003095975233e-05, | |
| "loss": 0.0399, | |
| "step": 743 | |
| }, | |
| { | |
| "epoch": 43.76, | |
| "learning_rate": 4.111455108359134e-05, | |
| "loss": 0.0389, | |
| "step": 744 | |
| }, | |
| { | |
| "epoch": 43.82, | |
| "learning_rate": 4.109907120743035e-05, | |
| "loss": 0.0447, | |
| "step": 745 | |
| }, | |
| { | |
| "epoch": 43.88, | |
| "learning_rate": 4.108359133126935e-05, | |
| "loss": 0.0367, | |
| "step": 746 | |
| }, | |
| { | |
| "epoch": 43.94, | |
| "learning_rate": 4.106811145510836e-05, | |
| "loss": 0.0384, | |
| "step": 747 | |
| }, | |
| { | |
| "epoch": 44.0, | |
| "learning_rate": 4.105263157894737e-05, | |
| "loss": 0.0375, | |
| "step": 748 | |
| }, | |
| { | |
| "epoch": 44.06, | |
| "learning_rate": 4.103715170278638e-05, | |
| "loss": 0.0339, | |
| "step": 749 | |
| }, | |
| { | |
| "epoch": 44.12, | |
| "learning_rate": 4.102167182662539e-05, | |
| "loss": 0.0487, | |
| "step": 750 | |
| }, | |
| { | |
| "epoch": 44.18, | |
| "learning_rate": 4.10061919504644e-05, | |
| "loss": 0.0603, | |
| "step": 751 | |
| }, | |
| { | |
| "epoch": 44.24, | |
| "learning_rate": 4.0990712074303404e-05, | |
| "loss": 0.0491, | |
| "step": 752 | |
| }, | |
| { | |
| "epoch": 44.29, | |
| "learning_rate": 4.0975232198142414e-05, | |
| "loss": 0.0369, | |
| "step": 753 | |
| }, | |
| { | |
| "epoch": 44.35, | |
| "learning_rate": 4.0959752321981424e-05, | |
| "loss": 0.0374, | |
| "step": 754 | |
| }, | |
| { | |
| "epoch": 44.41, | |
| "learning_rate": 4.0944272445820434e-05, | |
| "loss": 0.0528, | |
| "step": 755 | |
| }, | |
| { | |
| "epoch": 44.47, | |
| "learning_rate": 4.0928792569659444e-05, | |
| "loss": 0.0449, | |
| "step": 756 | |
| }, | |
| { | |
| "epoch": 44.53, | |
| "learning_rate": 4.0913312693498454e-05, | |
| "loss": 0.0336, | |
| "step": 757 | |
| }, | |
| { | |
| "epoch": 44.59, | |
| "learning_rate": 4.0897832817337464e-05, | |
| "loss": 0.0357, | |
| "step": 758 | |
| }, | |
| { | |
| "epoch": 44.65, | |
| "learning_rate": 4.0882352941176474e-05, | |
| "loss": 0.0454, | |
| "step": 759 | |
| }, | |
| { | |
| "epoch": 44.71, | |
| "learning_rate": 4.0866873065015484e-05, | |
| "loss": 0.0373, | |
| "step": 760 | |
| }, | |
| { | |
| "epoch": 44.71, | |
| "eval_accuracy_NAT": 0.9927799215788771, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9443819760926696, | |
| "eval_accuracy_concrete tiles": 0.8854819703040302, | |
| "eval_accuracy_dark bricks": 0.8560955534712784, | |
| "eval_accuracy_grass": 0.8600633215622598, | |
| "eval_accuracy_red bricks": 0.8865883128295254, | |
| "eval_accuracy_road": 0.9836190767320026, | |
| "eval_accuracy_rough concrete": 0.614864824602697, | |
| "eval_accuracy_rough red sidewalk": 0.7556982681476022, | |
| "eval_accuracy_speedway bricks": 0.9885584625940709, | |
| "eval_accuracy_steel": 0.8776082404154193, | |
| "eval_accuracy_tiles": 0.20333848344390923, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9802811033779495, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8743327277784108, | |
| "eval_iou_concrete tiles": 0.8404769361549819, | |
| "eval_iou_dark bricks": 0.8347097412353144, | |
| "eval_iou_grass": 0.8130648339724684, | |
| "eval_iou_red bricks": 0.8579400510204082, | |
| "eval_iou_road": 0.9458303635067712, | |
| "eval_iou_rough concrete": 0.6082179507583125, | |
| "eval_iou_rough red sidewalk": 0.6063963311609945, | |
| "eval_iou_speedway bricks": 0.9741491155827552, | |
| "eval_iou_steel": 0.8308712891900332, | |
| "eval_iou_tiles": 0.19649287157118184, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08317837119102478, | |
| "eval_mean_accuracy": 0.757621416290334, | |
| "eval_mean_iou": 0.7202125627161217, | |
| "eval_overall_accuracy": 0.9762467529814122, | |
| "eval_runtime": 5.9253, | |
| "eval_samples_per_second": 19.915, | |
| "eval_steps_per_second": 1.35, | |
| "step": 760 | |
| }, | |
| { | |
| "epoch": 44.76, | |
| "learning_rate": 4.0851393188854494e-05, | |
| "loss": 0.0368, | |
| "step": 761 | |
| }, | |
| { | |
| "epoch": 44.82, | |
| "learning_rate": 4.0835913312693504e-05, | |
| "loss": 0.042, | |
| "step": 762 | |
| }, | |
| { | |
| "epoch": 44.88, | |
| "learning_rate": 4.082043343653251e-05, | |
| "loss": 0.0483, | |
| "step": 763 | |
| }, | |
| { | |
| "epoch": 44.94, | |
| "learning_rate": 4.080495356037152e-05, | |
| "loss": 0.0441, | |
| "step": 764 | |
| }, | |
| { | |
| "epoch": 45.0, | |
| "learning_rate": 4.078947368421053e-05, | |
| "loss": 0.0399, | |
| "step": 765 | |
| }, | |
| { | |
| "epoch": 45.06, | |
| "learning_rate": 4.077399380804954e-05, | |
| "loss": 0.0419, | |
| "step": 766 | |
| }, | |
| { | |
| "epoch": 45.12, | |
| "learning_rate": 4.075851393188855e-05, | |
| "loss": 0.0378, | |
| "step": 767 | |
| }, | |
| { | |
| "epoch": 45.18, | |
| "learning_rate": 4.074303405572756e-05, | |
| "loss": 0.0421, | |
| "step": 768 | |
| }, | |
| { | |
| "epoch": 45.24, | |
| "learning_rate": 4.072755417956656e-05, | |
| "loss": 0.039, | |
| "step": 769 | |
| }, | |
| { | |
| "epoch": 45.29, | |
| "learning_rate": 4.071207430340557e-05, | |
| "loss": 0.0456, | |
| "step": 770 | |
| }, | |
| { | |
| "epoch": 45.35, | |
| "learning_rate": 4.069659442724458e-05, | |
| "loss": 0.0489, | |
| "step": 771 | |
| }, | |
| { | |
| "epoch": 45.41, | |
| "learning_rate": 4.068111455108359e-05, | |
| "loss": 0.0467, | |
| "step": 772 | |
| }, | |
| { | |
| "epoch": 45.47, | |
| "learning_rate": 4.06656346749226e-05, | |
| "loss": 0.0413, | |
| "step": 773 | |
| }, | |
| { | |
| "epoch": 45.53, | |
| "learning_rate": 4.065015479876162e-05, | |
| "loss": 0.0379, | |
| "step": 774 | |
| }, | |
| { | |
| "epoch": 45.59, | |
| "learning_rate": 4.063467492260062e-05, | |
| "loss": 0.0513, | |
| "step": 775 | |
| }, | |
| { | |
| "epoch": 45.65, | |
| "learning_rate": 4.061919504643963e-05, | |
| "loss": 0.0432, | |
| "step": 776 | |
| }, | |
| { | |
| "epoch": 45.71, | |
| "learning_rate": 4.060371517027864e-05, | |
| "loss": 0.0403, | |
| "step": 777 | |
| }, | |
| { | |
| "epoch": 45.76, | |
| "learning_rate": 4.058823529411765e-05, | |
| "loss": 0.0389, | |
| "step": 778 | |
| }, | |
| { | |
| "epoch": 45.82, | |
| "learning_rate": 4.057275541795666e-05, | |
| "loss": 0.0458, | |
| "step": 779 | |
| }, | |
| { | |
| "epoch": 45.88, | |
| "learning_rate": 4.055727554179567e-05, | |
| "loss": 0.0332, | |
| "step": 780 | |
| }, | |
| { | |
| "epoch": 45.88, | |
| "eval_accuracy_NAT": 0.9922975191587566, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9401074591543611, | |
| "eval_accuracy_concrete tiles": 0.8655903841621494, | |
| "eval_accuracy_dark bricks": 0.8542053480849109, | |
| "eval_accuracy_grass": 0.8879079661023365, | |
| "eval_accuracy_red bricks": 0.891146748681898, | |
| "eval_accuracy_road": 0.9791310500582247, | |
| "eval_accuracy_rough concrete": 0.6247504752143679, | |
| "eval_accuracy_rough red sidewalk": 0.8070447213469796, | |
| "eval_accuracy_speedway bricks": 0.9859261224246387, | |
| "eval_accuracy_steel": 0.9102140568852549, | |
| "eval_accuracy_tiles": 0.22954345784483018, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9806645176463016, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8770076222436308, | |
| "eval_iou_concrete tiles": 0.8293327311730835, | |
| "eval_iou_dark bricks": 0.8286216948900772, | |
| "eval_iou_grass": 0.8239650451950314, | |
| "eval_iou_red bricks": 0.8598378464310318, | |
| "eval_iou_road": 0.945054655970685, | |
| "eval_iou_rough concrete": 0.5886596896265187, | |
| "eval_iou_rough red sidewalk": 0.5982596286241478, | |
| "eval_iou_speedway bricks": 0.9745539449151847, | |
| "eval_iou_steel": 0.8352553504231953, | |
| "eval_iou_tiles": 0.22587568937248473, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08175460249185562, | |
| "eval_mean_accuracy": 0.7667588699322084, | |
| "eval_mean_iou": 0.7205452628085671, | |
| "eval_overall_accuracy": 0.976465936434471, | |
| "eval_runtime": 7.852, | |
| "eval_samples_per_second": 15.028, | |
| "eval_steps_per_second": 1.019, | |
| "step": 780 | |
| }, | |
| { | |
| "epoch": 45.94, | |
| "learning_rate": 4.0541795665634674e-05, | |
| "loss": 0.0346, | |
| "step": 781 | |
| }, | |
| { | |
| "epoch": 46.0, | |
| "learning_rate": 4.0526315789473684e-05, | |
| "loss": 0.0372, | |
| "step": 782 | |
| }, | |
| { | |
| "epoch": 46.06, | |
| "learning_rate": 4.0510835913312694e-05, | |
| "loss": 0.0364, | |
| "step": 783 | |
| }, | |
| { | |
| "epoch": 46.12, | |
| "learning_rate": 4.0495356037151704e-05, | |
| "loss": 0.0379, | |
| "step": 784 | |
| }, | |
| { | |
| "epoch": 46.18, | |
| "learning_rate": 4.0479876160990714e-05, | |
| "loss": 0.0333, | |
| "step": 785 | |
| }, | |
| { | |
| "epoch": 46.24, | |
| "learning_rate": 4.0464396284829724e-05, | |
| "loss": 0.0403, | |
| "step": 786 | |
| }, | |
| { | |
| "epoch": 46.29, | |
| "learning_rate": 4.044891640866873e-05, | |
| "loss": 0.0401, | |
| "step": 787 | |
| }, | |
| { | |
| "epoch": 46.35, | |
| "learning_rate": 4.0433436532507744e-05, | |
| "loss": 0.0395, | |
| "step": 788 | |
| }, | |
| { | |
| "epoch": 46.41, | |
| "learning_rate": 4.0417956656346754e-05, | |
| "loss": 0.0389, | |
| "step": 789 | |
| }, | |
| { | |
| "epoch": 46.47, | |
| "learning_rate": 4.0402476780185764e-05, | |
| "loss": 0.0436, | |
| "step": 790 | |
| }, | |
| { | |
| "epoch": 46.53, | |
| "learning_rate": 4.0386996904024774e-05, | |
| "loss": 0.0323, | |
| "step": 791 | |
| }, | |
| { | |
| "epoch": 46.59, | |
| "learning_rate": 4.0371517027863784e-05, | |
| "loss": 0.0415, | |
| "step": 792 | |
| }, | |
| { | |
| "epoch": 46.65, | |
| "learning_rate": 4.035603715170279e-05, | |
| "loss": 0.0397, | |
| "step": 793 | |
| }, | |
| { | |
| "epoch": 46.71, | |
| "learning_rate": 4.03405572755418e-05, | |
| "loss": 0.0414, | |
| "step": 794 | |
| }, | |
| { | |
| "epoch": 46.76, | |
| "learning_rate": 4.032507739938081e-05, | |
| "loss": 0.0384, | |
| "step": 795 | |
| }, | |
| { | |
| "epoch": 46.82, | |
| "learning_rate": 4.030959752321982e-05, | |
| "loss": 0.0424, | |
| "step": 796 | |
| }, | |
| { | |
| "epoch": 46.88, | |
| "learning_rate": 4.029411764705883e-05, | |
| "loss": 0.0348, | |
| "step": 797 | |
| }, | |
| { | |
| "epoch": 46.94, | |
| "learning_rate": 4.027863777089784e-05, | |
| "loss": 0.0426, | |
| "step": 798 | |
| }, | |
| { | |
| "epoch": 47.0, | |
| "learning_rate": 4.026315789473684e-05, | |
| "loss": 0.0394, | |
| "step": 799 | |
| }, | |
| { | |
| "epoch": 47.06, | |
| "learning_rate": 4.024767801857585e-05, | |
| "loss": 0.0386, | |
| "step": 800 | |
| }, | |
| { | |
| "epoch": 47.06, | |
| "eval_accuracy_NAT": 0.9925614711311426, | |
| "eval_accuracy_REST": 0.032520325203252036, | |
| "eval_accuracy_concrete": 0.9593274974048668, | |
| "eval_accuracy_concrete tiles": 0.844025453688428, | |
| "eval_accuracy_dark bricks": 0.8593495779338859, | |
| "eval_accuracy_grass": 0.8724560666447142, | |
| "eval_accuracy_red bricks": 0.898011862917399, | |
| "eval_accuracy_road": 0.9703276131211986, | |
| "eval_accuracy_rough concrete": 0.6201145281523546, | |
| "eval_accuracy_rough red sidewalk": 0.7499454801134013, | |
| "eval_accuracy_speedway bricks": 0.9851378427046082, | |
| "eval_accuracy_steel": 0.9042666440098557, | |
| "eval_accuracy_tiles": 0.19943045835984125, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9810036198475386, | |
| "eval_iou_REST": 0.032467532467532464, | |
| "eval_iou_concrete": 0.8732396179205504, | |
| "eval_iou_concrete tiles": 0.8141311266709103, | |
| "eval_iou_dark bricks": 0.8340144900613041, | |
| "eval_iou_grass": 0.8221526718918581, | |
| "eval_iou_red bricks": 0.8615765623353356, | |
| "eval_iou_road": 0.9528672167616816, | |
| "eval_iou_rough concrete": 0.57871907375586, | |
| "eval_iou_rough red sidewalk": 0.5950582366700081, | |
| "eval_iou_speedway bricks": 0.975265346173186, | |
| "eval_iou_steel": 0.8392392058091613, | |
| "eval_iou_tiles": 0.1944871188844245, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08345451205968857, | |
| "eval_mean_accuracy": 0.7605749862603807, | |
| "eval_mean_iou": 0.7195555245576423, | |
| "eval_overall_accuracy": 0.976670927920584, | |
| "eval_runtime": 7.5362, | |
| "eval_samples_per_second": 15.658, | |
| "eval_steps_per_second": 1.062, | |
| "step": 800 | |
| }, | |
| { | |
| "epoch": 47.12, | |
| "learning_rate": 4.023219814241486e-05, | |
| "loss": 0.0389, | |
| "step": 801 | |
| }, | |
| { | |
| "epoch": 47.18, | |
| "learning_rate": 4.021671826625387e-05, | |
| "loss": 0.0433, | |
| "step": 802 | |
| }, | |
| { | |
| "epoch": 47.24, | |
| "learning_rate": 4.020123839009288e-05, | |
| "loss": 0.0384, | |
| "step": 803 | |
| }, | |
| { | |
| "epoch": 47.29, | |
| "learning_rate": 4.018575851393189e-05, | |
| "loss": 0.0359, | |
| "step": 804 | |
| }, | |
| { | |
| "epoch": 47.35, | |
| "learning_rate": 4.01702786377709e-05, | |
| "loss": 0.0408, | |
| "step": 805 | |
| }, | |
| { | |
| "epoch": 47.41, | |
| "learning_rate": 4.015479876160991e-05, | |
| "loss": 0.043, | |
| "step": 806 | |
| }, | |
| { | |
| "epoch": 47.47, | |
| "learning_rate": 4.013931888544892e-05, | |
| "loss": 0.0336, | |
| "step": 807 | |
| }, | |
| { | |
| "epoch": 47.53, | |
| "learning_rate": 4.012383900928793e-05, | |
| "loss": 0.0477, | |
| "step": 808 | |
| }, | |
| { | |
| "epoch": 47.59, | |
| "learning_rate": 4.010835913312694e-05, | |
| "loss": 0.0382, | |
| "step": 809 | |
| }, | |
| { | |
| "epoch": 47.65, | |
| "learning_rate": 4.009287925696595e-05, | |
| "loss": 0.0373, | |
| "step": 810 | |
| }, | |
| { | |
| "epoch": 47.71, | |
| "learning_rate": 4.007739938080495e-05, | |
| "loss": 0.0354, | |
| "step": 811 | |
| }, | |
| { | |
| "epoch": 47.76, | |
| "learning_rate": 4.006191950464396e-05, | |
| "loss": 0.0483, | |
| "step": 812 | |
| }, | |
| { | |
| "epoch": 47.82, | |
| "learning_rate": 4.004643962848297e-05, | |
| "loss": 0.0442, | |
| "step": 813 | |
| }, | |
| { | |
| "epoch": 47.88, | |
| "learning_rate": 4.003095975232198e-05, | |
| "loss": 0.0437, | |
| "step": 814 | |
| }, | |
| { | |
| "epoch": 47.94, | |
| "learning_rate": 4.001547987616099e-05, | |
| "loss": 0.0392, | |
| "step": 815 | |
| }, | |
| { | |
| "epoch": 48.0, | |
| "learning_rate": 4e-05, | |
| "loss": 0.0403, | |
| "step": 816 | |
| }, | |
| { | |
| "epoch": 48.06, | |
| "learning_rate": 3.9984520123839006e-05, | |
| "loss": 0.0385, | |
| "step": 817 | |
| }, | |
| { | |
| "epoch": 48.12, | |
| "learning_rate": 3.9969040247678017e-05, | |
| "loss": 0.0353, | |
| "step": 818 | |
| }, | |
| { | |
| "epoch": 48.18, | |
| "learning_rate": 3.9953560371517027e-05, | |
| "loss": 0.0362, | |
| "step": 819 | |
| }, | |
| { | |
| "epoch": 48.24, | |
| "learning_rate": 3.9938080495356037e-05, | |
| "loss": 0.0457, | |
| "step": 820 | |
| }, | |
| { | |
| "epoch": 48.24, | |
| "eval_accuracy_NAT": 0.993284913026046, | |
| "eval_accuracy_REST": 0.011382113821138212, | |
| "eval_accuracy_concrete": 0.9413209419225236, | |
| "eval_accuracy_concrete tiles": 0.9300730615130803, | |
| "eval_accuracy_dark bricks": 0.884673544781119, | |
| "eval_accuracy_grass": 0.8748254209767341, | |
| "eval_accuracy_red bricks": 0.9043277680140598, | |
| "eval_accuracy_road": 0.9777367583706935, | |
| "eval_accuracy_rough concrete": 0.6237732318748175, | |
| "eval_accuracy_rough red sidewalk": 0.7846050880214169, | |
| "eval_accuracy_speedway bricks": 0.9886994961178938, | |
| "eval_accuracy_steel": 0.8896030226851319, | |
| "eval_accuracy_tiles": 0.24520585294919567, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9809656395022599, | |
| "eval_iou_REST": 0.011363636363636364, | |
| "eval_iou_concrete": 0.8789259208108553, | |
| "eval_iou_concrete tiles": 0.8180046846174575, | |
| "eval_iou_dark bricks": 0.8469760345988739, | |
| "eval_iou_grass": 0.8197962701548546, | |
| "eval_iou_red bricks": 0.8569346864428832, | |
| "eval_iou_road": 0.9515196400171004, | |
| "eval_iou_rough concrete": 0.6110368498164221, | |
| "eval_iou_rough red sidewalk": 0.6043103797790945, | |
| "eval_iou_speedway bricks": 0.97510861397648, | |
| "eval_iou_steel": 0.8364921448745483, | |
| "eval_iou_tiles": 0.23762550642945218, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.0798560082912445, | |
| "eval_mean_accuracy": 0.773039324159527, | |
| "eval_mean_iou": 0.7253123082603015, | |
| "eval_overall_accuracy": 0.9771031201896021, | |
| "eval_runtime": 5.5393, | |
| "eval_samples_per_second": 21.302, | |
| "eval_steps_per_second": 1.444, | |
| "step": 820 | |
| }, | |
| { | |
| "epoch": 48.29, | |
| "learning_rate": 3.9922600619195047e-05, | |
| "loss": 0.0346, | |
| "step": 821 | |
| }, | |
| { | |
| "epoch": 48.35, | |
| "learning_rate": 3.9907120743034057e-05, | |
| "loss": 0.0423, | |
| "step": 822 | |
| }, | |
| { | |
| "epoch": 48.41, | |
| "learning_rate": 3.9891640866873067e-05, | |
| "loss": 0.0369, | |
| "step": 823 | |
| }, | |
| { | |
| "epoch": 48.47, | |
| "learning_rate": 3.9876160990712077e-05, | |
| "loss": 0.0436, | |
| "step": 824 | |
| }, | |
| { | |
| "epoch": 48.53, | |
| "learning_rate": 3.9860681114551087e-05, | |
| "loss": 0.0397, | |
| "step": 825 | |
| }, | |
| { | |
| "epoch": 48.59, | |
| "learning_rate": 3.9845201238390097e-05, | |
| "loss": 0.0513, | |
| "step": 826 | |
| }, | |
| { | |
| "epoch": 48.65, | |
| "learning_rate": 3.9829721362229107e-05, | |
| "loss": 0.0333, | |
| "step": 827 | |
| }, | |
| { | |
| "epoch": 48.71, | |
| "learning_rate": 3.9814241486068117e-05, | |
| "loss": 0.0362, | |
| "step": 828 | |
| }, | |
| { | |
| "epoch": 48.76, | |
| "learning_rate": 3.979876160990712e-05, | |
| "loss": 0.0405, | |
| "step": 829 | |
| }, | |
| { | |
| "epoch": 48.82, | |
| "learning_rate": 3.978328173374613e-05, | |
| "loss": 0.0367, | |
| "step": 830 | |
| }, | |
| { | |
| "epoch": 48.88, | |
| "learning_rate": 3.976780185758514e-05, | |
| "loss": 0.0366, | |
| "step": 831 | |
| }, | |
| { | |
| "epoch": 48.94, | |
| "learning_rate": 3.975232198142415e-05, | |
| "loss": 0.0449, | |
| "step": 832 | |
| }, | |
| { | |
| "epoch": 49.0, | |
| "learning_rate": 3.973684210526316e-05, | |
| "loss": 0.0387, | |
| "step": 833 | |
| }, | |
| { | |
| "epoch": 49.06, | |
| "learning_rate": 3.972136222910217e-05, | |
| "loss": 0.0348, | |
| "step": 834 | |
| }, | |
| { | |
| "epoch": 49.12, | |
| "learning_rate": 3.970588235294117e-05, | |
| "loss": 0.0416, | |
| "step": 835 | |
| }, | |
| { | |
| "epoch": 49.18, | |
| "learning_rate": 3.969040247678018e-05, | |
| "loss": 0.0352, | |
| "step": 836 | |
| }, | |
| { | |
| "epoch": 49.24, | |
| "learning_rate": 3.96749226006192e-05, | |
| "loss": 0.0413, | |
| "step": 837 | |
| }, | |
| { | |
| "epoch": 49.29, | |
| "learning_rate": 3.965944272445821e-05, | |
| "loss": 0.0322, | |
| "step": 838 | |
| }, | |
| { | |
| "epoch": 49.35, | |
| "learning_rate": 3.964396284829722e-05, | |
| "loss": 0.0416, | |
| "step": 839 | |
| }, | |
| { | |
| "epoch": 49.41, | |
| "learning_rate": 3.962848297213623e-05, | |
| "loss": 0.045, | |
| "step": 840 | |
| }, | |
| { | |
| "epoch": 49.41, | |
| "eval_accuracy_NAT": 0.9926908054411413, | |
| "eval_accuracy_REST": 0.0, | |
| "eval_accuracy_concrete": 0.9410973553337441, | |
| "eval_accuracy_concrete tiles": 0.8221305679943436, | |
| "eval_accuracy_dark bricks": 0.8123193537890243, | |
| "eval_accuracy_grass": 0.88069865673506, | |
| "eval_accuracy_red bricks": 0.8406195079086116, | |
| "eval_accuracy_road": 0.9731642939481114, | |
| "eval_accuracy_rough concrete": 0.6200370637412927, | |
| "eval_accuracy_rough red sidewalk": 0.7597740996698726, | |
| "eval_accuracy_speedway bricks": 0.9920198673907873, | |
| "eval_accuracy_steel": 0.8703638917071074, | |
| "eval_accuracy_tiles": 0.17676997182586568, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9807335603411328, | |
| "eval_iou_REST": 0.0, | |
| "eval_iou_concrete": 0.8722015791095635, | |
| "eval_iou_concrete tiles": 0.7926333250017042, | |
| "eval_iou_dark bricks": 0.7954042808411741, | |
| "eval_iou_grass": 0.8199669985895554, | |
| "eval_iou_red bricks": 0.8261456253036109, | |
| "eval_iou_road": 0.9523591859959761, | |
| "eval_iou_rough concrete": 0.6057257951846505, | |
| "eval_iou_rough red sidewalk": 0.6041221949163184, | |
| "eval_iou_speedway bricks": 0.9719564469144301, | |
| "eval_iou_steel": 0.8282038783007764, | |
| "eval_iou_tiles": 0.17556792537987062, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.0856236144900322, | |
| "eval_mean_accuracy": 0.7447450334988432, | |
| "eval_mean_iou": 0.7096169842983664, | |
| "eval_overall_accuracy": 0.9761548769676079, | |
| "eval_runtime": 5.6297, | |
| "eval_samples_per_second": 20.96, | |
| "eval_steps_per_second": 1.421, | |
| "step": 840 | |
| }, | |
| { | |
| "epoch": 49.47, | |
| "learning_rate": 3.961300309597523e-05, | |
| "loss": 0.0331, | |
| "step": 841 | |
| }, | |
| { | |
| "epoch": 49.53, | |
| "learning_rate": 3.959752321981424e-05, | |
| "loss": 0.0397, | |
| "step": 842 | |
| }, | |
| { | |
| "epoch": 49.59, | |
| "learning_rate": 3.958204334365325e-05, | |
| "loss": 0.0355, | |
| "step": 843 | |
| }, | |
| { | |
| "epoch": 49.65, | |
| "learning_rate": 3.956656346749226e-05, | |
| "loss": 0.0337, | |
| "step": 844 | |
| }, | |
| { | |
| "epoch": 49.71, | |
| "learning_rate": 3.955108359133127e-05, | |
| "loss": 0.0476, | |
| "step": 845 | |
| }, | |
| { | |
| "epoch": 49.76, | |
| "learning_rate": 3.953560371517028e-05, | |
| "loss": 0.0418, | |
| "step": 846 | |
| }, | |
| { | |
| "epoch": 49.82, | |
| "learning_rate": 3.9520123839009286e-05, | |
| "loss": 0.04, | |
| "step": 847 | |
| }, | |
| { | |
| "epoch": 49.88, | |
| "learning_rate": 3.9504643962848296e-05, | |
| "loss": 0.0385, | |
| "step": 848 | |
| }, | |
| { | |
| "epoch": 49.94, | |
| "learning_rate": 3.9489164086687306e-05, | |
| "loss": 0.0404, | |
| "step": 849 | |
| }, | |
| { | |
| "epoch": 50.0, | |
| "learning_rate": 3.9473684210526316e-05, | |
| "loss": 0.0332, | |
| "step": 850 | |
| }, | |
| { | |
| "epoch": 50.06, | |
| "learning_rate": 3.9458204334365326e-05, | |
| "loss": 0.0366, | |
| "step": 851 | |
| }, | |
| { | |
| "epoch": 50.12, | |
| "learning_rate": 3.9442724458204336e-05, | |
| "loss": 0.0356, | |
| "step": 852 | |
| }, | |
| { | |
| "epoch": 50.18, | |
| "learning_rate": 3.9427244582043346e-05, | |
| "loss": 0.0462, | |
| "step": 853 | |
| }, | |
| { | |
| "epoch": 50.24, | |
| "learning_rate": 3.9411764705882356e-05, | |
| "loss": 0.0339, | |
| "step": 854 | |
| }, | |
| { | |
| "epoch": 50.29, | |
| "learning_rate": 3.9396284829721366e-05, | |
| "loss": 0.0345, | |
| "step": 855 | |
| }, | |
| { | |
| "epoch": 50.35, | |
| "learning_rate": 3.9380804953560376e-05, | |
| "loss": 0.0393, | |
| "step": 856 | |
| }, | |
| { | |
| "epoch": 50.41, | |
| "learning_rate": 3.9365325077399386e-05, | |
| "loss": 0.0454, | |
| "step": 857 | |
| }, | |
| { | |
| "epoch": 50.47, | |
| "learning_rate": 3.9349845201238396e-05, | |
| "loss": 0.0374, | |
| "step": 858 | |
| }, | |
| { | |
| "epoch": 50.53, | |
| "learning_rate": 3.93343653250774e-05, | |
| "loss": 0.0394, | |
| "step": 859 | |
| }, | |
| { | |
| "epoch": 50.59, | |
| "learning_rate": 3.931888544891641e-05, | |
| "loss": 0.0414, | |
| "step": 860 | |
| }, | |
| { | |
| "epoch": 50.59, | |
| "eval_accuracy_NAT": 0.9925857314227221, | |
| "eval_accuracy_REST": 0.12195121951219512, | |
| "eval_accuracy_concrete": 0.9468819416947328, | |
| "eval_accuracy_concrete tiles": 0.8721659203393826, | |
| "eval_accuracy_dark bricks": 0.8332982409126581, | |
| "eval_accuracy_grass": 0.8964788972283096, | |
| "eval_accuracy_red bricks": 0.8888949912126538, | |
| "eval_accuracy_road": 0.9774647405596726, | |
| "eval_accuracy_rough concrete": 0.6200728165463982, | |
| "eval_accuracy_rough red sidewalk": 0.7201889020070839, | |
| "eval_accuracy_speedway bricks": 0.990332606059609, | |
| "eval_accuracy_steel": 0.8716133481935359, | |
| "eval_accuracy_tiles": 0.21218455572722592, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9814399439643317, | |
| "eval_iou_REST": 0.12175324675324675, | |
| "eval_iou_concrete": 0.877990003317107, | |
| "eval_iou_concrete tiles": 0.8280043854742354, | |
| "eval_iou_dark bricks": 0.8171370920438281, | |
| "eval_iou_grass": 0.8289540342020185, | |
| "eval_iou_red bricks": 0.8561227188574452, | |
| "eval_iou_road": 0.9513924722233781, | |
| "eval_iou_rough concrete": 0.6119880495894987, | |
| "eval_iou_rough red sidewalk": 0.5965045592705167, | |
| "eval_iou_speedway bricks": 0.9745007669094427, | |
| "eval_iou_steel": 0.8298664065381093, | |
| "eval_iou_tiles": 0.2088377362991234, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08020060509443283, | |
| "eval_mean_accuracy": 0.7649318393397061, | |
| "eval_mean_iou": 0.7295762627263294, | |
| "eval_overall_accuracy": 0.9771873021529893, | |
| "eval_runtime": 5.851, | |
| "eval_samples_per_second": 20.167, | |
| "eval_steps_per_second": 1.367, | |
| "step": 860 | |
| }, | |
| { | |
| "epoch": 50.65, | |
| "learning_rate": 3.930340557275542e-05, | |
| "loss": 0.0366, | |
| "step": 861 | |
| }, | |
| { | |
| "epoch": 50.71, | |
| "learning_rate": 3.928792569659443e-05, | |
| "loss": 0.0387, | |
| "step": 862 | |
| }, | |
| { | |
| "epoch": 50.76, | |
| "learning_rate": 3.927244582043344e-05, | |
| "loss": 0.0357, | |
| "step": 863 | |
| }, | |
| { | |
| "epoch": 50.82, | |
| "learning_rate": 3.925696594427245e-05, | |
| "loss": 0.0407, | |
| "step": 864 | |
| }, | |
| { | |
| "epoch": 50.88, | |
| "learning_rate": 3.924148606811145e-05, | |
| "loss": 0.0329, | |
| "step": 865 | |
| }, | |
| { | |
| "epoch": 50.94, | |
| "learning_rate": 3.922600619195046e-05, | |
| "loss": 0.0373, | |
| "step": 866 | |
| }, | |
| { | |
| "epoch": 51.0, | |
| "learning_rate": 3.921052631578947e-05, | |
| "loss": 0.0337, | |
| "step": 867 | |
| }, | |
| { | |
| "epoch": 51.06, | |
| "learning_rate": 3.919504643962848e-05, | |
| "loss": 0.0376, | |
| "step": 868 | |
| }, | |
| { | |
| "epoch": 51.12, | |
| "learning_rate": 3.917956656346749e-05, | |
| "loss": 0.0329, | |
| "step": 869 | |
| }, | |
| { | |
| "epoch": 51.18, | |
| "learning_rate": 3.91640866873065e-05, | |
| "loss": 0.0431, | |
| "step": 870 | |
| }, | |
| { | |
| "epoch": 51.24, | |
| "learning_rate": 3.914860681114551e-05, | |
| "loss": 0.0336, | |
| "step": 871 | |
| }, | |
| { | |
| "epoch": 51.29, | |
| "learning_rate": 3.913312693498452e-05, | |
| "loss": 0.0293, | |
| "step": 872 | |
| }, | |
| { | |
| "epoch": 51.35, | |
| "learning_rate": 3.911764705882353e-05, | |
| "loss": 0.0379, | |
| "step": 873 | |
| }, | |
| { | |
| "epoch": 51.41, | |
| "learning_rate": 3.910216718266254e-05, | |
| "loss": 0.0294, | |
| "step": 874 | |
| }, | |
| { | |
| "epoch": 51.47, | |
| "learning_rate": 3.908668730650155e-05, | |
| "loss": 0.0377, | |
| "step": 875 | |
| }, | |
| { | |
| "epoch": 51.53, | |
| "learning_rate": 3.907120743034056e-05, | |
| "loss": 0.0342, | |
| "step": 876 | |
| }, | |
| { | |
| "epoch": 51.59, | |
| "learning_rate": 3.9055727554179566e-05, | |
| "loss": 0.0444, | |
| "step": 877 | |
| }, | |
| { | |
| "epoch": 51.65, | |
| "learning_rate": 3.9040247678018576e-05, | |
| "loss": 0.0369, | |
| "step": 878 | |
| }, | |
| { | |
| "epoch": 51.71, | |
| "learning_rate": 3.9024767801857586e-05, | |
| "loss": 0.0404, | |
| "step": 879 | |
| }, | |
| { | |
| "epoch": 51.76, | |
| "learning_rate": 3.9009287925696596e-05, | |
| "loss": 0.038, | |
| "step": 880 | |
| }, | |
| { | |
| "epoch": 51.76, | |
| "eval_accuracy_NAT": 0.9934121986892003, | |
| "eval_accuracy_REST": 0.03414634146341464, | |
| "eval_accuracy_concrete": 0.9429991790359099, | |
| "eval_accuracy_concrete tiles": 0.8840207400424228, | |
| "eval_accuracy_dark bricks": 0.8399642057309114, | |
| "eval_accuracy_grass": 0.8809948260265625, | |
| "eval_accuracy_red bricks": 0.8958699472759226, | |
| "eval_accuracy_road": 0.9795115543439749, | |
| "eval_accuracy_rough concrete": 0.6205018502076642, | |
| "eval_accuracy_rough red sidewalk": 0.7668428849667993, | |
| "eval_accuracy_speedway bricks": 0.9909476356063893, | |
| "eval_accuracy_steel": 0.8687745830563705, | |
| "eval_accuracy_tiles": 0.1804659335332788, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9812413400145908, | |
| "eval_iou_REST": 0.03414634146341464, | |
| "eval_iou_concrete": 0.8798285343221981, | |
| "eval_iou_concrete tiles": 0.8269909163065526, | |
| "eval_iou_dark bricks": 0.8211959877987163, | |
| "eval_iou_grass": 0.82433791603805, | |
| "eval_iou_red bricks": 0.8576235541535226, | |
| "eval_iou_road": 0.9539101529545061, | |
| "eval_iou_rough concrete": 0.6107806909496158, | |
| "eval_iou_rough red sidewalk": 0.6117803748410165, | |
| "eval_iou_speedway bricks": 0.97457153797357, | |
| "eval_iou_steel": 0.8285751056390896, | |
| "eval_iou_tiles": 0.17920640173279986, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08046015352010727, | |
| "eval_mean_accuracy": 0.7598809138445246, | |
| "eval_mean_iou": 0.7218606810913571, | |
| "eval_overall_accuracy": 0.9772612684864109, | |
| "eval_runtime": 5.5554, | |
| "eval_samples_per_second": 21.241, | |
| "eval_steps_per_second": 1.44, | |
| "step": 880 | |
| }, | |
| { | |
| "epoch": 51.82, | |
| "learning_rate": 3.8993808049535606e-05, | |
| "loss": 0.0367, | |
| "step": 881 | |
| }, | |
| { | |
| "epoch": 51.88, | |
| "learning_rate": 3.8978328173374616e-05, | |
| "loss": 0.0367, | |
| "step": 882 | |
| }, | |
| { | |
| "epoch": 51.94, | |
| "learning_rate": 3.896284829721362e-05, | |
| "loss": 0.0403, | |
| "step": 883 | |
| }, | |
| { | |
| "epoch": 52.0, | |
| "learning_rate": 3.894736842105263e-05, | |
| "loss": 0.0419, | |
| "step": 884 | |
| }, | |
| { | |
| "epoch": 52.06, | |
| "learning_rate": 3.893188854489164e-05, | |
| "loss": 0.0356, | |
| "step": 885 | |
| }, | |
| { | |
| "epoch": 52.12, | |
| "learning_rate": 3.8916408668730656e-05, | |
| "loss": 0.0359, | |
| "step": 886 | |
| }, | |
| { | |
| "epoch": 52.18, | |
| "learning_rate": 3.8900928792569666e-05, | |
| "loss": 0.044, | |
| "step": 887 | |
| }, | |
| { | |
| "epoch": 52.24, | |
| "learning_rate": 3.8885448916408676e-05, | |
| "loss": 0.0315, | |
| "step": 888 | |
| }, | |
| { | |
| "epoch": 52.29, | |
| "learning_rate": 3.886996904024768e-05, | |
| "loss": 0.0376, | |
| "step": 889 | |
| }, | |
| { | |
| "epoch": 52.35, | |
| "learning_rate": 3.885448916408669e-05, | |
| "loss": 0.0388, | |
| "step": 890 | |
| }, | |
| { | |
| "epoch": 52.41, | |
| "learning_rate": 3.88390092879257e-05, | |
| "loss": 0.0376, | |
| "step": 891 | |
| }, | |
| { | |
| "epoch": 52.47, | |
| "learning_rate": 3.882352941176471e-05, | |
| "loss": 0.0388, | |
| "step": 892 | |
| }, | |
| { | |
| "epoch": 52.53, | |
| "learning_rate": 3.880804953560372e-05, | |
| "loss": 0.0333, | |
| "step": 893 | |
| }, | |
| { | |
| "epoch": 52.59, | |
| "learning_rate": 3.879256965944273e-05, | |
| "loss": 0.0375, | |
| "step": 894 | |
| }, | |
| { | |
| "epoch": 52.65, | |
| "learning_rate": 3.877708978328173e-05, | |
| "loss": 0.0365, | |
| "step": 895 | |
| }, | |
| { | |
| "epoch": 52.71, | |
| "learning_rate": 3.876160990712074e-05, | |
| "loss": 0.0364, | |
| "step": 896 | |
| }, | |
| { | |
| "epoch": 52.76, | |
| "learning_rate": 3.874613003095975e-05, | |
| "loss": 0.0352, | |
| "step": 897 | |
| }, | |
| { | |
| "epoch": 52.82, | |
| "learning_rate": 3.873065015479876e-05, | |
| "loss": 0.0356, | |
| "step": 898 | |
| }, | |
| { | |
| "epoch": 52.88, | |
| "learning_rate": 3.871517027863777e-05, | |
| "loss": 0.0347, | |
| "step": 899 | |
| }, | |
| { | |
| "epoch": 52.94, | |
| "learning_rate": 3.869969040247678e-05, | |
| "loss": 0.0348, | |
| "step": 900 | |
| }, | |
| { | |
| "epoch": 52.94, | |
| "eval_accuracy_NAT": 0.9888540133719492, | |
| "eval_accuracy_REST": 0.3008130081300813, | |
| "eval_accuracy_concrete": 0.9529829890736865, | |
| "eval_accuracy_concrete tiles": 0.901249116191374, | |
| "eval_accuracy_dark bricks": 0.8564975211990123, | |
| "eval_accuracy_grass": 0.9121957404610779, | |
| "eval_accuracy_red bricks": 0.9022407732864675, | |
| "eval_accuracy_road": 0.9801090315791836, | |
| "eval_accuracy_rough concrete": 0.6241903479343817, | |
| "eval_accuracy_rough red sidewalk": 0.8273035592085969, | |
| "eval_accuracy_speedway bricks": 0.9887646148773745, | |
| "eval_accuracy_steel": 0.8903377030991518, | |
| "eval_accuracy_tiles": 0.20206610318398013, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9810375330982319, | |
| "eval_iou_REST": 0.29983792544570503, | |
| "eval_iou_concrete": 0.877285158428386, | |
| "eval_iou_concrete tiles": 0.8302575014112641, | |
| "eval_iou_dark bricks": 0.8291632115111113, | |
| "eval_iou_grass": 0.8277350139310445, | |
| "eval_iou_red bricks": 0.8709574806489238, | |
| "eval_iou_road": 0.9462856099116447, | |
| "eval_iou_rough concrete": 0.585037698966769, | |
| "eval_iou_rough red sidewalk": 0.6260363851568591, | |
| "eval_iou_speedway bricks": 0.9756787477607302, | |
| "eval_iou_steel": 0.8367543447627994, | |
| "eval_iou_tiles": 0.19808154901553174, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08102715015411377, | |
| "eval_mean_accuracy": 0.7944311170458707, | |
| "eval_mean_iou": 0.7449344738499231, | |
| "eval_overall_accuracy": 0.9767890542240466, | |
| "eval_runtime": 5.6704, | |
| "eval_samples_per_second": 20.81, | |
| "eval_steps_per_second": 1.411, | |
| "step": 900 | |
| }, | |
| { | |
| "epoch": 53.0, | |
| "learning_rate": 3.868421052631579e-05, | |
| "loss": 0.0401, | |
| "step": 901 | |
| }, | |
| { | |
| "epoch": 53.06, | |
| "learning_rate": 3.86687306501548e-05, | |
| "loss": 0.0358, | |
| "step": 902 | |
| }, | |
| { | |
| "epoch": 53.12, | |
| "learning_rate": 3.865325077399381e-05, | |
| "loss": 0.0372, | |
| "step": 903 | |
| }, | |
| { | |
| "epoch": 53.18, | |
| "learning_rate": 3.863777089783282e-05, | |
| "loss": 0.0398, | |
| "step": 904 | |
| }, | |
| { | |
| "epoch": 53.24, | |
| "learning_rate": 3.862229102167183e-05, | |
| "loss": 0.0396, | |
| "step": 905 | |
| }, | |
| { | |
| "epoch": 53.29, | |
| "learning_rate": 3.8606811145510836e-05, | |
| "loss": 0.0405, | |
| "step": 906 | |
| }, | |
| { | |
| "epoch": 53.35, | |
| "learning_rate": 3.8591331269349846e-05, | |
| "loss": 0.0309, | |
| "step": 907 | |
| }, | |
| { | |
| "epoch": 53.41, | |
| "learning_rate": 3.8575851393188856e-05, | |
| "loss": 0.0356, | |
| "step": 908 | |
| }, | |
| { | |
| "epoch": 53.47, | |
| "learning_rate": 3.8560371517027866e-05, | |
| "loss": 0.0368, | |
| "step": 909 | |
| }, | |
| { | |
| "epoch": 53.53, | |
| "learning_rate": 3.8544891640866876e-05, | |
| "loss": 0.0343, | |
| "step": 910 | |
| }, | |
| { | |
| "epoch": 53.59, | |
| "learning_rate": 3.8529411764705886e-05, | |
| "loss": 0.0337, | |
| "step": 911 | |
| }, | |
| { | |
| "epoch": 53.65, | |
| "learning_rate": 3.851393188854489e-05, | |
| "loss": 0.0344, | |
| "step": 912 | |
| }, | |
| { | |
| "epoch": 53.71, | |
| "learning_rate": 3.84984520123839e-05, | |
| "loss": 0.0422, | |
| "step": 913 | |
| }, | |
| { | |
| "epoch": 53.76, | |
| "learning_rate": 3.848297213622291e-05, | |
| "loss": 0.0366, | |
| "step": 914 | |
| }, | |
| { | |
| "epoch": 53.82, | |
| "learning_rate": 3.846749226006192e-05, | |
| "loss": 0.0342, | |
| "step": 915 | |
| }, | |
| { | |
| "epoch": 53.88, | |
| "learning_rate": 3.845201238390093e-05, | |
| "loss": 0.0374, | |
| "step": 916 | |
| }, | |
| { | |
| "epoch": 53.94, | |
| "learning_rate": 3.843653250773994e-05, | |
| "loss": 0.0311, | |
| "step": 917 | |
| }, | |
| { | |
| "epoch": 54.0, | |
| "learning_rate": 3.842105263157895e-05, | |
| "loss": 0.0397, | |
| "step": 918 | |
| }, | |
| { | |
| "epoch": 54.06, | |
| "learning_rate": 3.840557275541796e-05, | |
| "loss": 0.0368, | |
| "step": 919 | |
| }, | |
| { | |
| "epoch": 54.12, | |
| "learning_rate": 3.839009287925697e-05, | |
| "loss": 0.0386, | |
| "step": 920 | |
| }, | |
| { | |
| "epoch": 54.12, | |
| "eval_accuracy_NAT": 0.9937696336518063, | |
| "eval_accuracy_REST": 0.05365853658536585, | |
| "eval_accuracy_concrete": 0.9511832125838354, | |
| "eval_accuracy_concrete tiles": 0.8834786707518265, | |
| "eval_accuracy_dark bricks": 0.8349826771050667, | |
| "eval_accuracy_grass": 0.8486016646038901, | |
| "eval_accuracy_red bricks": 0.9054261862917399, | |
| "eval_accuracy_road": 0.9782642270926534, | |
| "eval_accuracy_rough concrete": 0.616437948027339, | |
| "eval_accuracy_rough red sidewalk": 0.7137668353649824, | |
| "eval_accuracy_speedway bricks": 0.9895650615235185, | |
| "eval_accuracy_steel": 0.8807443761963546, | |
| "eval_accuracy_tiles": 0.19912751067890574, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9802639671263945, | |
| "eval_iou_REST": 0.05365853658536585, | |
| "eval_iou_concrete": 0.8779370132905309, | |
| "eval_iou_concrete tiles": 0.8351379049146728, | |
| "eval_iou_dark bricks": 0.819423311731004, | |
| "eval_iou_grass": 0.8058242656770866, | |
| "eval_iou_red bricks": 0.8772415261001437, | |
| "eval_iou_road": 0.9516963894859102, | |
| "eval_iou_rough concrete": 0.6105622248191036, | |
| "eval_iou_rough red sidewalk": 0.6058455194776181, | |
| "eval_iou_speedway bricks": 0.9750876922217045, | |
| "eval_iou_steel": 0.8357127783429009, | |
| "eval_iou_tiles": 0.1962734032070232, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08540533483028412, | |
| "eval_mean_accuracy": 0.7576158877274832, | |
| "eval_mean_iou": 0.7249741948445737, | |
| "eval_overall_accuracy": 0.9766210135767015, | |
| "eval_runtime": 5.7762, | |
| "eval_samples_per_second": 20.429, | |
| "eval_steps_per_second": 1.385, | |
| "step": 920 | |
| }, | |
| { | |
| "epoch": 54.18, | |
| "learning_rate": 3.837461300309598e-05, | |
| "loss": 0.0342, | |
| "step": 921 | |
| }, | |
| { | |
| "epoch": 54.24, | |
| "learning_rate": 3.835913312693499e-05, | |
| "loss": 0.037, | |
| "step": 922 | |
| }, | |
| { | |
| "epoch": 54.29, | |
| "learning_rate": 3.8343653250774e-05, | |
| "loss": 0.0303, | |
| "step": 923 | |
| }, | |
| { | |
| "epoch": 54.35, | |
| "learning_rate": 3.8328173374613e-05, | |
| "loss": 0.0331, | |
| "step": 924 | |
| }, | |
| { | |
| "epoch": 54.41, | |
| "learning_rate": 3.831269349845201e-05, | |
| "loss": 0.0398, | |
| "step": 925 | |
| }, | |
| { | |
| "epoch": 54.47, | |
| "learning_rate": 3.829721362229102e-05, | |
| "loss": 0.0359, | |
| "step": 926 | |
| }, | |
| { | |
| "epoch": 54.53, | |
| "learning_rate": 3.828173374613003e-05, | |
| "loss": 0.0387, | |
| "step": 927 | |
| }, | |
| { | |
| "epoch": 54.59, | |
| "learning_rate": 3.826625386996904e-05, | |
| "loss": 0.0303, | |
| "step": 928 | |
| }, | |
| { | |
| "epoch": 54.65, | |
| "learning_rate": 3.825077399380805e-05, | |
| "loss": 0.0363, | |
| "step": 929 | |
| }, | |
| { | |
| "epoch": 54.71, | |
| "learning_rate": 3.8235294117647055e-05, | |
| "loss": 0.0398, | |
| "step": 930 | |
| }, | |
| { | |
| "epoch": 54.76, | |
| "learning_rate": 3.8219814241486065e-05, | |
| "loss": 0.0346, | |
| "step": 931 | |
| }, | |
| { | |
| "epoch": 54.82, | |
| "learning_rate": 3.8204334365325075e-05, | |
| "loss": 0.0339, | |
| "step": 932 | |
| }, | |
| { | |
| "epoch": 54.88, | |
| "learning_rate": 3.8188854489164085e-05, | |
| "loss": 0.0331, | |
| "step": 933 | |
| }, | |
| { | |
| "epoch": 54.94, | |
| "learning_rate": 3.81733746130031e-05, | |
| "loss": 0.0343, | |
| "step": 934 | |
| }, | |
| { | |
| "epoch": 55.0, | |
| "learning_rate": 3.815789473684211e-05, | |
| "loss": 0.0422, | |
| "step": 935 | |
| }, | |
| { | |
| "epoch": 55.06, | |
| "learning_rate": 3.8142414860681115e-05, | |
| "loss": 0.0307, | |
| "step": 936 | |
| }, | |
| { | |
| "epoch": 55.12, | |
| "learning_rate": 3.8126934984520125e-05, | |
| "loss": 0.0324, | |
| "step": 937 | |
| }, | |
| { | |
| "epoch": 55.18, | |
| "learning_rate": 3.8111455108359135e-05, | |
| "loss": 0.034, | |
| "step": 938 | |
| }, | |
| { | |
| "epoch": 55.24, | |
| "learning_rate": 3.8095975232198145e-05, | |
| "loss": 0.03, | |
| "step": 939 | |
| }, | |
| { | |
| "epoch": 55.29, | |
| "learning_rate": 3.8080495356037155e-05, | |
| "loss": 0.0387, | |
| "step": 940 | |
| }, | |
| { | |
| "epoch": 55.29, | |
| "eval_accuracy_NAT": 0.9936041245514744, | |
| "eval_accuracy_REST": 0.08292682926829269, | |
| "eval_accuracy_concrete": 0.9422481574171889, | |
| "eval_accuracy_concrete tiles": 0.8882394532170634, | |
| "eval_accuracy_dark bricks": 0.8624552571636391, | |
| "eval_accuracy_grass": 0.8795215493911971, | |
| "eval_accuracy_red bricks": 0.8723088752196837, | |
| "eval_accuracy_road": 0.9796440895446293, | |
| "eval_accuracy_rough concrete": 0.623093928577813, | |
| "eval_accuracy_rough red sidewalk": 0.8036532084013265, | |
| "eval_accuracy_speedway bricks": 0.9909808804467558, | |
| "eval_accuracy_steel": 0.8757065676430753, | |
| "eval_accuracy_tiles": 0.2240601048198976, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9810823956322647, | |
| "eval_iou_REST": 0.08279220779220779, | |
| "eval_iou_concrete": 0.8819949505881023, | |
| "eval_iou_concrete tiles": 0.827980139724944, | |
| "eval_iou_dark bricks": 0.8400208806215713, | |
| "eval_iou_grass": 0.826028110636755, | |
| "eval_iou_red bricks": 0.8475001333973641, | |
| "eval_iou_road": 0.9556556740770245, | |
| "eval_iou_rough concrete": 0.612638634193212, | |
| "eval_iou_rough red sidewalk": 0.6468049822667135, | |
| "eval_iou_speedway bricks": 0.9754247112745985, | |
| "eval_iou_steel": 0.8335117212771626, | |
| "eval_iou_tiles": 0.22174916799088537, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.07935668528079987, | |
| "eval_mean_accuracy": 0.7706494635124644, | |
| "eval_mean_iou": 0.7333218238056005, | |
| "eval_overall_accuracy": 0.9777301206427106, | |
| "eval_runtime": 5.3545, | |
| "eval_samples_per_second": 22.038, | |
| "eval_steps_per_second": 1.494, | |
| "step": 940 | |
| }, | |
| { | |
| "epoch": 55.35, | |
| "learning_rate": 3.8065015479876166e-05, | |
| "loss": 0.0383, | |
| "step": 941 | |
| }, | |
| { | |
| "epoch": 55.41, | |
| "learning_rate": 3.804953560371517e-05, | |
| "loss": 0.0361, | |
| "step": 942 | |
| }, | |
| { | |
| "epoch": 55.47, | |
| "learning_rate": 3.803405572755418e-05, | |
| "loss": 0.045, | |
| "step": 943 | |
| }, | |
| { | |
| "epoch": 55.53, | |
| "learning_rate": 3.801857585139319e-05, | |
| "loss": 0.0375, | |
| "step": 944 | |
| }, | |
| { | |
| "epoch": 55.59, | |
| "learning_rate": 3.80030959752322e-05, | |
| "loss": 0.0346, | |
| "step": 945 | |
| }, | |
| { | |
| "epoch": 55.65, | |
| "learning_rate": 3.798761609907121e-05, | |
| "loss": 0.0341, | |
| "step": 946 | |
| }, | |
| { | |
| "epoch": 55.71, | |
| "learning_rate": 3.797213622291022e-05, | |
| "loss": 0.0339, | |
| "step": 947 | |
| }, | |
| { | |
| "epoch": 55.76, | |
| "learning_rate": 3.795665634674922e-05, | |
| "loss": 0.0317, | |
| "step": 948 | |
| }, | |
| { | |
| "epoch": 55.82, | |
| "learning_rate": 3.794117647058824e-05, | |
| "loss": 0.034, | |
| "step": 949 | |
| }, | |
| { | |
| "epoch": 55.88, | |
| "learning_rate": 3.792569659442725e-05, | |
| "loss": 0.0385, | |
| "step": 950 | |
| }, | |
| { | |
| "epoch": 55.94, | |
| "learning_rate": 3.791021671826626e-05, | |
| "loss": 0.0381, | |
| "step": 951 | |
| }, | |
| { | |
| "epoch": 56.0, | |
| "learning_rate": 3.789473684210527e-05, | |
| "loss": 0.0362, | |
| "step": 952 | |
| }, | |
| { | |
| "epoch": 56.06, | |
| "learning_rate": 3.787925696594428e-05, | |
| "loss": 0.0383, | |
| "step": 953 | |
| }, | |
| { | |
| "epoch": 56.12, | |
| "learning_rate": 3.786377708978328e-05, | |
| "loss": 0.0335, | |
| "step": 954 | |
| }, | |
| { | |
| "epoch": 56.18, | |
| "learning_rate": 3.784829721362229e-05, | |
| "loss": 0.0355, | |
| "step": 955 | |
| }, | |
| { | |
| "epoch": 56.24, | |
| "learning_rate": 3.78328173374613e-05, | |
| "loss": 0.0321, | |
| "step": 956 | |
| }, | |
| { | |
| "epoch": 56.29, | |
| "learning_rate": 3.781733746130031e-05, | |
| "loss": 0.0383, | |
| "step": 957 | |
| }, | |
| { | |
| "epoch": 56.35, | |
| "learning_rate": 3.780185758513932e-05, | |
| "loss": 0.0369, | |
| "step": 958 | |
| }, | |
| { | |
| "epoch": 56.41, | |
| "learning_rate": 3.778637770897833e-05, | |
| "loss": 0.0379, | |
| "step": 959 | |
| }, | |
| { | |
| "epoch": 56.47, | |
| "learning_rate": 3.7770897832817335e-05, | |
| "loss": 0.0283, | |
| "step": 960 | |
| }, | |
| { | |
| "epoch": 56.47, | |
| "eval_accuracy_NAT": 0.9940290570364307, | |
| "eval_accuracy_REST": 0.1073170731707317, | |
| "eval_accuracy_concrete": 0.947219423674036, | |
| "eval_accuracy_concrete tiles": 0.8996464765496112, | |
| "eval_accuracy_dark bricks": 0.8595505617977528, | |
| "eval_accuracy_grass": 0.8739274508245429, | |
| "eval_accuracy_red bricks": 0.9006480667838312, | |
| "eval_accuracy_road": 0.9807049055659974, | |
| "eval_accuracy_rough concrete": 0.6202932921778821, | |
| "eval_accuracy_rough red sidewalk": 0.786327164439498, | |
| "eval_accuracy_speedway bricks": 0.9863600190009686, | |
| "eval_accuracy_steel": 0.8993787702349478, | |
| "eval_accuracy_tiles": 0.22711987639734618, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9810132306957249, | |
| "eval_iou_REST": 0.10696920583468396, | |
| "eval_iou_concrete": 0.8835801707236987, | |
| "eval_iou_concrete tiles": 0.8253762324857291, | |
| "eval_iou_dark bricks": 0.8396454848872975, | |
| "eval_iou_grass": 0.8187282816821502, | |
| "eval_iou_red bricks": 0.858586387434555, | |
| "eval_iou_road": 0.954342682108701, | |
| "eval_iou_rough concrete": 0.6133852653660089, | |
| "eval_iou_rough red sidewalk": 0.6249439693041435, | |
| "eval_iou_speedway bricks": 0.9763386266792573, | |
| "eval_iou_steel": 0.8405589277331571, | |
| "eval_iou_tiles": 0.22450813044650075, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.0812796875834465, | |
| "eval_mean_accuracy": 0.775578625973352, | |
| "eval_mean_iou": 0.7344597381062775, | |
| "eval_overall_accuracy": 0.977639764042224, | |
| "eval_runtime": 5.7, | |
| "eval_samples_per_second": 20.702, | |
| "eval_steps_per_second": 1.404, | |
| "step": 960 | |
| }, | |
| { | |
| "epoch": 56.53, | |
| "learning_rate": 3.7755417956656345e-05, | |
| "loss": 0.0333, | |
| "step": 961 | |
| }, | |
| { | |
| "epoch": 56.59, | |
| "learning_rate": 3.7739938080495355e-05, | |
| "loss": 0.0327, | |
| "step": 962 | |
| }, | |
| { | |
| "epoch": 56.65, | |
| "learning_rate": 3.7724458204334365e-05, | |
| "loss": 0.0384, | |
| "step": 963 | |
| }, | |
| { | |
| "epoch": 56.71, | |
| "learning_rate": 3.7708978328173375e-05, | |
| "loss": 0.032, | |
| "step": 964 | |
| }, | |
| { | |
| "epoch": 56.76, | |
| "learning_rate": 3.7693498452012385e-05, | |
| "loss": 0.0304, | |
| "step": 965 | |
| }, | |
| { | |
| "epoch": 56.82, | |
| "learning_rate": 3.7678018575851395e-05, | |
| "loss": 0.0387, | |
| "step": 966 | |
| }, | |
| { | |
| "epoch": 56.88, | |
| "learning_rate": 3.7662538699690405e-05, | |
| "loss": 0.0335, | |
| "step": 967 | |
| }, | |
| { | |
| "epoch": 56.94, | |
| "learning_rate": 3.7647058823529415e-05, | |
| "loss": 0.0353, | |
| "step": 968 | |
| }, | |
| { | |
| "epoch": 57.0, | |
| "learning_rate": 3.7631578947368425e-05, | |
| "loss": 0.0365, | |
| "step": 969 | |
| }, | |
| { | |
| "epoch": 57.06, | |
| "learning_rate": 3.7616099071207435e-05, | |
| "loss": 0.0321, | |
| "step": 970 | |
| }, | |
| { | |
| "epoch": 57.12, | |
| "learning_rate": 3.7600619195046445e-05, | |
| "loss": 0.0316, | |
| "step": 971 | |
| }, | |
| { | |
| "epoch": 57.18, | |
| "learning_rate": 3.758513931888545e-05, | |
| "loss": 0.0374, | |
| "step": 972 | |
| }, | |
| { | |
| "epoch": 57.24, | |
| "learning_rate": 3.756965944272446e-05, | |
| "loss": 0.0364, | |
| "step": 973 | |
| }, | |
| { | |
| "epoch": 57.29, | |
| "learning_rate": 3.755417956656347e-05, | |
| "loss": 0.0328, | |
| "step": 974 | |
| }, | |
| { | |
| "epoch": 57.35, | |
| "learning_rate": 3.753869969040248e-05, | |
| "loss": 0.0309, | |
| "step": 975 | |
| }, | |
| { | |
| "epoch": 57.41, | |
| "learning_rate": 3.752321981424149e-05, | |
| "loss": 0.0406, | |
| "step": 976 | |
| }, | |
| { | |
| "epoch": 57.47, | |
| "learning_rate": 3.75077399380805e-05, | |
| "loss": 0.0333, | |
| "step": 977 | |
| }, | |
| { | |
| "epoch": 57.53, | |
| "learning_rate": 3.74922600619195e-05, | |
| "loss": 0.0378, | |
| "step": 978 | |
| }, | |
| { | |
| "epoch": 57.59, | |
| "learning_rate": 3.747678018575851e-05, | |
| "loss": 0.0367, | |
| "step": 979 | |
| }, | |
| { | |
| "epoch": 57.65, | |
| "learning_rate": 3.746130030959752e-05, | |
| "loss": 0.0384, | |
| "step": 980 | |
| }, | |
| { | |
| "epoch": 57.65, | |
| "eval_accuracy_NAT": 0.9925220616352655, | |
| "eval_accuracy_REST": 0.15772357723577235, | |
| "eval_accuracy_concrete": 0.9498726511942199, | |
| "eval_accuracy_concrete tiles": 0.9201037002121141, | |
| "eval_accuracy_dark bricks": 0.849343452711368, | |
| "eval_accuracy_grass": 0.8902697506122094, | |
| "eval_accuracy_red bricks": 0.8871375219683656, | |
| "eval_accuracy_road": 0.9787938334791398, | |
| "eval_accuracy_rough concrete": 0.6250186212526592, | |
| "eval_accuracy_rough red sidewalk": 0.7860263650651607, | |
| "eval_accuracy_speedway bricks": 0.9885589766895405, | |
| "eval_accuracy_steel": 0.8913947432866703, | |
| "eval_accuracy_tiles": 0.24911387803326365, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9816768379657402, | |
| "eval_iou_REST": 0.15746753246753248, | |
| "eval_iou_concrete": 0.8824866621097391, | |
| "eval_iou_concrete tiles": 0.8382899229134011, | |
| "eval_iou_dark bricks": 0.8279833739964453, | |
| "eval_iou_grass": 0.8279874402019143, | |
| "eval_iou_red bricks": 0.8572414159104177, | |
| "eval_iou_road": 0.9501891537987437, | |
| "eval_iou_rough concrete": 0.5993440299872006, | |
| "eval_iou_rough red sidewalk": 0.6357272318116022, | |
| "eval_iou_speedway bricks": 0.9760409479396596, | |
| "eval_iou_steel": 0.8398661725441814, | |
| "eval_iou_tiles": 0.24450655645089353, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.07997491955757141, | |
| "eval_mean_accuracy": 0.7819907025673654, | |
| "eval_mean_iou": 0.7399082521613438, | |
| "eval_overall_accuracy": 0.9777147648698192, | |
| "eval_runtime": 7.695, | |
| "eval_samples_per_second": 15.335, | |
| "eval_steps_per_second": 1.04, | |
| "step": 980 | |
| }, | |
| { | |
| "epoch": 57.71, | |
| "learning_rate": 3.744582043343653e-05, | |
| "loss": 0.0299, | |
| "step": 981 | |
| }, | |
| { | |
| "epoch": 57.76, | |
| "learning_rate": 3.743034055727554e-05, | |
| "loss": 0.0298, | |
| "step": 982 | |
| }, | |
| { | |
| "epoch": 57.82, | |
| "learning_rate": 3.741486068111456e-05, | |
| "loss": 0.0384, | |
| "step": 983 | |
| }, | |
| { | |
| "epoch": 57.88, | |
| "learning_rate": 3.739938080495356e-05, | |
| "loss": 0.0324, | |
| "step": 984 | |
| }, | |
| { | |
| "epoch": 57.94, | |
| "learning_rate": 3.738390092879257e-05, | |
| "loss": 0.0359, | |
| "step": 985 | |
| }, | |
| { | |
| "epoch": 58.0, | |
| "learning_rate": 3.736842105263158e-05, | |
| "loss": 0.0425, | |
| "step": 986 | |
| }, | |
| { | |
| "epoch": 58.06, | |
| "learning_rate": 3.735294117647059e-05, | |
| "loss": 0.0325, | |
| "step": 987 | |
| }, | |
| { | |
| "epoch": 58.12, | |
| "learning_rate": 3.73374613003096e-05, | |
| "loss": 0.0305, | |
| "step": 988 | |
| }, | |
| { | |
| "epoch": 58.18, | |
| "learning_rate": 3.732198142414861e-05, | |
| "loss": 0.0395, | |
| "step": 989 | |
| }, | |
| { | |
| "epoch": 58.24, | |
| "learning_rate": 3.7306501547987615e-05, | |
| "loss": 0.0323, | |
| "step": 990 | |
| }, | |
| { | |
| "epoch": 58.29, | |
| "learning_rate": 3.7291021671826625e-05, | |
| "loss": 0.0319, | |
| "step": 991 | |
| }, | |
| { | |
| "epoch": 58.35, | |
| "learning_rate": 3.7275541795665635e-05, | |
| "loss": 0.0294, | |
| "step": 992 | |
| }, | |
| { | |
| "epoch": 58.41, | |
| "learning_rate": 3.7260061919504645e-05, | |
| "loss": 0.0308, | |
| "step": 993 | |
| }, | |
| { | |
| "epoch": 58.47, | |
| "learning_rate": 3.7244582043343655e-05, | |
| "loss": 0.0353, | |
| "step": 994 | |
| }, | |
| { | |
| "epoch": 58.53, | |
| "learning_rate": 3.7229102167182665e-05, | |
| "loss": 0.0312, | |
| "step": 995 | |
| }, | |
| { | |
| "epoch": 58.59, | |
| "learning_rate": 3.721362229102167e-05, | |
| "loss": 0.0331, | |
| "step": 996 | |
| }, | |
| { | |
| "epoch": 58.65, | |
| "learning_rate": 3.7198142414860685e-05, | |
| "loss": 0.034, | |
| "step": 997 | |
| }, | |
| { | |
| "epoch": 58.71, | |
| "learning_rate": 3.7182662538699695e-05, | |
| "loss": 0.0392, | |
| "step": 998 | |
| }, | |
| { | |
| "epoch": 58.76, | |
| "learning_rate": 3.7167182662538705e-05, | |
| "loss": 0.0345, | |
| "step": 999 | |
| }, | |
| { | |
| "epoch": 58.82, | |
| "learning_rate": 3.7151702786377715e-05, | |
| "loss": 0.0284, | |
| "step": 1000 | |
| }, | |
| { | |
| "epoch": 58.82, | |
| "eval_accuracy_NAT": 0.9921813393179699, | |
| "eval_accuracy_REST": 0.43414634146341463, | |
| "eval_accuracy_concrete": 0.9423184820878477, | |
| "eval_accuracy_concrete tiles": 0.8988215884987037, | |
| "eval_accuracy_dark bricks": 0.8605794077675478, | |
| "eval_accuracy_grass": 0.8817253138637507, | |
| "eval_accuracy_red bricks": 0.890322934973638, | |
| "eval_accuracy_road": 0.9849903885258718, | |
| "eval_accuracy_rough concrete": 0.6222239436535791, | |
| "eval_accuracy_rough red sidewalk": 0.7714300754254431, | |
| "eval_accuracy_speedway bricks": 0.991181720410207, | |
| "eval_accuracy_steel": 0.8787052632105035, | |
| "eval_accuracy_tiles": 0.21878881517161985, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.981312315122162, | |
| "eval_iou_REST": 0.4070121951219512, | |
| "eval_iou_concrete": 0.8805584107693506, | |
| "eval_iou_concrete tiles": 0.8373109096098535, | |
| "eval_iou_dark bricks": 0.8309975001270731, | |
| "eval_iou_grass": 0.8225141163396466, | |
| "eval_iou_red bricks": 0.8639415902792582, | |
| "eval_iou_road": 0.9464345316648095, | |
| "eval_iou_rough concrete": 0.6075898545917922, | |
| "eval_iou_rough red sidewalk": 0.6204277143410103, | |
| "eval_iou_speedway bricks": 0.9753300572952552, | |
| "eval_iou_steel": 0.8363440466365238, | |
| "eval_iou_tiles": 0.21588497294711984, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08268687129020691, | |
| "eval_mean_accuracy": 0.7974935087976996, | |
| "eval_mean_iou": 0.7558198626804467, | |
| "eval_overall_accuracy": 0.9772288435596531, | |
| "eval_runtime": 5.8338, | |
| "eval_samples_per_second": 20.227, | |
| "eval_steps_per_second": 1.371, | |
| "step": 1000 | |
| }, | |
| { | |
| "epoch": 58.88, | |
| "learning_rate": 3.7136222910216725e-05, | |
| "loss": 0.0356, | |
| "step": 1001 | |
| }, | |
| { | |
| "epoch": 58.94, | |
| "learning_rate": 3.712074303405573e-05, | |
| "loss": 0.0352, | |
| "step": 1002 | |
| }, | |
| { | |
| "epoch": 59.0, | |
| "learning_rate": 3.710526315789474e-05, | |
| "loss": 0.0406, | |
| "step": 1003 | |
| }, | |
| { | |
| "epoch": 59.06, | |
| "learning_rate": 3.708978328173375e-05, | |
| "loss": 0.0397, | |
| "step": 1004 | |
| }, | |
| { | |
| "epoch": 59.12, | |
| "learning_rate": 3.707430340557276e-05, | |
| "loss": 0.0319, | |
| "step": 1005 | |
| }, | |
| { | |
| "epoch": 59.18, | |
| "learning_rate": 3.705882352941177e-05, | |
| "loss": 0.0337, | |
| "step": 1006 | |
| }, | |
| { | |
| "epoch": 59.24, | |
| "learning_rate": 3.704334365325078e-05, | |
| "loss": 0.0354, | |
| "step": 1007 | |
| }, | |
| { | |
| "epoch": 59.29, | |
| "learning_rate": 3.702786377708978e-05, | |
| "loss": 0.0315, | |
| "step": 1008 | |
| }, | |
| { | |
| "epoch": 59.35, | |
| "learning_rate": 3.701238390092879e-05, | |
| "loss": 0.0377, | |
| "step": 1009 | |
| }, | |
| { | |
| "epoch": 59.41, | |
| "learning_rate": 3.69969040247678e-05, | |
| "loss": 0.0327, | |
| "step": 1010 | |
| }, | |
| { | |
| "epoch": 59.47, | |
| "learning_rate": 3.698142414860681e-05, | |
| "loss": 0.0303, | |
| "step": 1011 | |
| }, | |
| { | |
| "epoch": 59.53, | |
| "learning_rate": 3.696594427244582e-05, | |
| "loss": 0.0369, | |
| "step": 1012 | |
| }, | |
| { | |
| "epoch": 59.59, | |
| "learning_rate": 3.695046439628483e-05, | |
| "loss": 0.0313, | |
| "step": 1013 | |
| }, | |
| { | |
| "epoch": 59.65, | |
| "learning_rate": 3.693498452012384e-05, | |
| "loss": 0.0363, | |
| "step": 1014 | |
| }, | |
| { | |
| "epoch": 59.71, | |
| "learning_rate": 3.691950464396285e-05, | |
| "loss": 0.0306, | |
| "step": 1015 | |
| }, | |
| { | |
| "epoch": 59.76, | |
| "learning_rate": 3.690402476780186e-05, | |
| "loss": 0.0338, | |
| "step": 1016 | |
| }, | |
| { | |
| "epoch": 59.82, | |
| "learning_rate": 3.688854489164087e-05, | |
| "loss": 0.0349, | |
| "step": 1017 | |
| }, | |
| { | |
| "epoch": 59.88, | |
| "learning_rate": 3.687306501547988e-05, | |
| "loss": 0.0354, | |
| "step": 1018 | |
| }, | |
| { | |
| "epoch": 59.94, | |
| "learning_rate": 3.685758513931889e-05, | |
| "loss": 0.0277, | |
| "step": 1019 | |
| }, | |
| { | |
| "epoch": 60.0, | |
| "learning_rate": 3.6842105263157895e-05, | |
| "loss": 0.0282, | |
| "step": 1020 | |
| }, | |
| { | |
| "epoch": 60.0, | |
| "eval_accuracy_NAT": 0.9918096716509706, | |
| "eval_accuracy_REST": 0.4016260162601626, | |
| "eval_accuracy_concrete": 0.9463885224022296, | |
| "eval_accuracy_concrete tiles": 0.9250765967475842, | |
| "eval_accuracy_dark bricks": 0.8827402714239229, | |
| "eval_accuracy_grass": 0.8949971045430287, | |
| "eval_accuracy_red bricks": 0.8991102811950791, | |
| "eval_accuracy_road": 0.983558153292992, | |
| "eval_accuracy_rough concrete": 0.623308445408446, | |
| "eval_accuracy_rough red sidewalk": 0.7761375856338218, | |
| "eval_accuracy_speedway bricks": 0.9871097415607801, | |
| "eval_accuracy_steel": 0.9167012349627912, | |
| "eval_accuracy_tiles": 0.24320639825502136, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9814752227349574, | |
| "eval_iou_REST": 0.39268680445151033, | |
| "eval_iou_concrete": 0.8841362393150186, | |
| "eval_iou_concrete tiles": 0.8398271177011789, | |
| "eval_iou_dark bricks": 0.8436370953726825, | |
| "eval_iou_grass": 0.8236017348736243, | |
| "eval_iou_red bricks": 0.8689029244732233, | |
| "eval_iou_road": 0.9497141984320003, | |
| "eval_iou_rough concrete": 0.6083691985576364, | |
| "eval_iou_rough red sidewalk": 0.6327748042695899, | |
| "eval_iou_speedway bricks": 0.9759902446231568, | |
| "eval_iou_steel": 0.8398063253322344, | |
| "eval_iou_tiles": 0.23962033250753664, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08094064146280289, | |
| "eval_mean_accuracy": 0.80552077102591, | |
| "eval_mean_iou": 0.7600417109726423, | |
| "eval_overall_accuracy": 0.9776828248622054, | |
| "eval_runtime": 5.4926, | |
| "eval_samples_per_second": 21.484, | |
| "eval_steps_per_second": 1.457, | |
| "step": 1020 | |
| }, | |
| { | |
| "epoch": 60.06, | |
| "learning_rate": 3.6826625386996905e-05, | |
| "loss": 0.0361, | |
| "step": 1021 | |
| }, | |
| { | |
| "epoch": 60.12, | |
| "learning_rate": 3.6811145510835915e-05, | |
| "loss": 0.0357, | |
| "step": 1022 | |
| }, | |
| { | |
| "epoch": 60.18, | |
| "learning_rate": 3.6795665634674925e-05, | |
| "loss": 0.0345, | |
| "step": 1023 | |
| }, | |
| { | |
| "epoch": 60.24, | |
| "learning_rate": 3.6780185758513935e-05, | |
| "loss": 0.0378, | |
| "step": 1024 | |
| }, | |
| { | |
| "epoch": 60.29, | |
| "learning_rate": 3.6764705882352945e-05, | |
| "loss": 0.0332, | |
| "step": 1025 | |
| }, | |
| { | |
| "epoch": 60.35, | |
| "learning_rate": 3.674922600619195e-05, | |
| "loss": 0.0356, | |
| "step": 1026 | |
| }, | |
| { | |
| "epoch": 60.41, | |
| "learning_rate": 3.673374613003096e-05, | |
| "loss": 0.0365, | |
| "step": 1027 | |
| }, | |
| { | |
| "epoch": 60.47, | |
| "learning_rate": 3.671826625386997e-05, | |
| "loss": 0.0371, | |
| "step": 1028 | |
| }, | |
| { | |
| "epoch": 60.53, | |
| "learning_rate": 3.670278637770898e-05, | |
| "loss": 0.0294, | |
| "step": 1029 | |
| }, | |
| { | |
| "epoch": 60.59, | |
| "learning_rate": 3.668730650154799e-05, | |
| "loss": 0.033, | |
| "step": 1030 | |
| }, | |
| { | |
| "epoch": 60.65, | |
| "learning_rate": 3.6671826625387e-05, | |
| "loss": 0.0325, | |
| "step": 1031 | |
| }, | |
| { | |
| "epoch": 60.71, | |
| "learning_rate": 3.665634674922601e-05, | |
| "loss": 0.0361, | |
| "step": 1032 | |
| }, | |
| { | |
| "epoch": 60.76, | |
| "learning_rate": 3.664086687306502e-05, | |
| "loss": 0.0338, | |
| "step": 1033 | |
| }, | |
| { | |
| "epoch": 60.82, | |
| "learning_rate": 3.662538699690403e-05, | |
| "loss": 0.0291, | |
| "step": 1034 | |
| }, | |
| { | |
| "epoch": 60.88, | |
| "learning_rate": 3.660990712074304e-05, | |
| "loss": 0.0327, | |
| "step": 1035 | |
| }, | |
| { | |
| "epoch": 60.94, | |
| "learning_rate": 3.659442724458205e-05, | |
| "loss": 0.0334, | |
| "step": 1036 | |
| }, | |
| { | |
| "epoch": 61.0, | |
| "learning_rate": 3.657894736842106e-05, | |
| "loss": 0.033, | |
| "step": 1037 | |
| }, | |
| { | |
| "epoch": 61.06, | |
| "learning_rate": 3.656346749226006e-05, | |
| "loss": 0.033, | |
| "step": 1038 | |
| }, | |
| { | |
| "epoch": 61.12, | |
| "learning_rate": 3.654798761609907e-05, | |
| "loss": 0.0321, | |
| "step": 1039 | |
| }, | |
| { | |
| "epoch": 61.18, | |
| "learning_rate": 3.653250773993808e-05, | |
| "loss": 0.0327, | |
| "step": 1040 | |
| }, | |
| { | |
| "epoch": 61.18, | |
| "eval_accuracy_NAT": 0.9918416413240966, | |
| "eval_accuracy_REST": 0.4113821138211382, | |
| "eval_accuracy_concrete": 0.9499039915365788, | |
| "eval_accuracy_concrete tiles": 0.9102050436012256, | |
| "eval_accuracy_dark bricks": 0.8241056218057922, | |
| "eval_accuracy_grass": 0.9009176516897736, | |
| "eval_accuracy_red bricks": 0.8756041300527241, | |
| "eval_accuracy_road": 0.9789685875541965, | |
| "eval_accuracy_rough concrete": 0.6215505991574256, | |
| "eval_accuracy_rough red sidewalk": 0.7633310522714113, | |
| "eval_accuracy_speedway bricks": 0.9883005580334957, | |
| "eval_accuracy_steel": 0.906825530894061, | |
| "eval_accuracy_tiles": 0.22954345784483018, | |
| "eval_accuracy_unlabeled": NaN, | |
| "eval_iou_NAT": 0.9817055662529158, | |
| "eval_iou_REST": 0.4080645161290323, | |
| "eval_iou_concrete": 0.8795901885339427, | |
| "eval_iou_concrete tiles": 0.8338011140377392, | |
| "eval_iou_dark bricks": 0.8083731147818005, | |
| "eval_iou_grass": 0.8279318464824104, | |
| "eval_iou_red bricks": 0.8530230069555912, | |
| "eval_iou_road": 0.9510194461302683, | |
| "eval_iou_rough concrete": 0.6061564030892429, | |
| "eval_iou_rough red sidewalk": 0.6305957631856868, | |
| "eval_iou_speedway bricks": 0.9756481291007124, | |
| "eval_iou_steel": 0.8437646774336057, | |
| "eval_iou_tiles": 0.22592957032531233, | |
| "eval_iou_unlabeled": NaN, | |
| "eval_loss": 0.08245375007390976, | |
| "eval_mean_accuracy": 0.7963446138143653, | |
| "eval_mean_iou": 0.75581564172602, | |
| "eval_overall_accuracy": 0.9775115514205674, | |
| "eval_runtime": 5.7704, | |
| "eval_samples_per_second": 20.449, | |
| "eval_steps_per_second": 1.386, | |
| "step": 1040 | |
| } | |
| ], | |
| "max_steps": 3400, | |
| "num_train_epochs": 200, | |
| "total_flos": 6.569836436222116e+18, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |