End of training
Browse files- README.md +501 -0
- config.json +78 -0
- model.safetensors +3 -0
- preprocessor_config.json +23 -0
- runs/Dec27_15-19-56_88362e8c38af/events.out.tfevents.1735312811.88362e8c38af.727.0 +3 -0
- runs/Dec27_15-19-56_88362e8c38af/events.out.tfevents.1735312848.88362e8c38af.727.1 +3 -0
- runs/Dec27_15-21-56_88362e8c38af/events.out.tfevents.1735312929.88362e8c38af.727.2 +3 -0
- training_args.bin +3 -0
README.md
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| 1 |
+
---
|
| 2 |
+
library_name: transformers
|
| 3 |
+
license: other
|
| 4 |
+
base_model: nvidia/segformer-b0-finetuned-ade-512-512
|
| 5 |
+
tags:
|
| 6 |
+
- generated_from_trainer
|
| 7 |
+
model-index:
|
| 8 |
+
- name: segformer-b0-finetuned-ade20k-manggarai_rivergate_2
|
| 9 |
+
results: []
|
| 10 |
+
---
|
| 11 |
+
|
| 12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 13 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 14 |
+
|
| 15 |
+
# segformer-b0-finetuned-ade20k-manggarai_rivergate_2
|
| 16 |
+
|
| 17 |
+
This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512) on the None dataset.
|
| 18 |
+
It achieves the following results on the evaluation set:
|
| 19 |
+
- Loss: 0.2021
|
| 20 |
+
- Mean Iou: 0.3969
|
| 21 |
+
- Mean Accuracy: 0.7938
|
| 22 |
+
- Overall Accuracy: 0.7938
|
| 23 |
+
- Accuracy Not water: nan
|
| 24 |
+
- Accuracy Waters: 0.7938
|
| 25 |
+
- Iou Not water: 0.0
|
| 26 |
+
- Iou Waters: 0.7938
|
| 27 |
+
|
| 28 |
+
## Model description
|
| 29 |
+
|
| 30 |
+
More information needed
|
| 31 |
+
|
| 32 |
+
## Intended uses & limitations
|
| 33 |
+
|
| 34 |
+
More information needed
|
| 35 |
+
|
| 36 |
+
## Training and evaluation data
|
| 37 |
+
|
| 38 |
+
More information needed
|
| 39 |
+
|
| 40 |
+
## Training procedure
|
| 41 |
+
|
| 42 |
+
### Training hyperparameters
|
| 43 |
+
|
| 44 |
+
The following hyperparameters were used during training:
|
| 45 |
+
- learning_rate: 1e-05
|
| 46 |
+
- train_batch_size: 8
|
| 47 |
+
- eval_batch_size: 8
|
| 48 |
+
- seed: 42
|
| 49 |
+
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 50 |
+
- lr_scheduler_type: linear
|
| 51 |
+
- num_epochs: 10
|
| 52 |
+
|
| 53 |
+
### Training results
|
| 54 |
+
|
| 55 |
+
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Not water | Accuracy Waters | Iou Not water | Iou Waters |
|
| 56 |
+
|:-------------:|:------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:---------------:|:-------------:|:----------:|
|
| 57 |
+
| 0.5952 | 0.0229 | 20 | 0.5142 | 0.4744 | 0.9488 | 0.9488 | nan | 0.9488 | 0.0 | 0.9488 |
|
| 58 |
+
| 0.5291 | 0.0457 | 40 | 0.4859 | 0.4679 | 0.9358 | 0.9358 | nan | 0.9358 | 0.0 | 0.9358 |
|
| 59 |
+
| 0.4539 | 0.0686 | 60 | 0.4637 | 0.4608 | 0.9217 | 0.9217 | nan | 0.9217 | 0.0 | 0.9217 |
|
| 60 |
+
| 0.4397 | 0.0914 | 80 | 0.4418 | 0.4534 | 0.9068 | 0.9068 | nan | 0.9068 | 0.0 | 0.9068 |
|
| 61 |
+
| 0.4545 | 0.1143 | 100 | 0.4322 | 0.4609 | 0.9217 | 0.9217 | nan | 0.9217 | 0.0 | 0.9217 |
|
| 62 |
+
| 0.4267 | 0.1371 | 120 | 0.4270 | 0.4593 | 0.9185 | 0.9185 | nan | 0.9185 | 0.0 | 0.9185 |
|
| 63 |
+
| 0.4033 | 0.16 | 140 | 0.3976 | 0.4520 | 0.9039 | 0.9039 | nan | 0.9039 | 0.0 | 0.9039 |
|
| 64 |
+
| 0.358 | 0.1829 | 160 | 0.4042 | 0.4552 | 0.9104 | 0.9104 | nan | 0.9104 | 0.0 | 0.9104 |
|
| 65 |
+
| 0.3387 | 0.2057 | 180 | 0.3896 | 0.4543 | 0.9087 | 0.9087 | nan | 0.9087 | 0.0 | 0.9087 |
|
| 66 |
+
| 0.452 | 0.2286 | 200 | 0.3759 | 0.4467 | 0.8934 | 0.8934 | nan | 0.8934 | 0.0 | 0.8934 |
|
| 67 |
+
| 0.5019 | 0.2514 | 220 | 0.3857 | 0.4592 | 0.9185 | 0.9185 | nan | 0.9185 | 0.0 | 0.9185 |
|
| 68 |
+
| 0.3234 | 0.2743 | 240 | 0.3625 | 0.4502 | 0.9005 | 0.9005 | nan | 0.9005 | 0.0 | 0.9005 |
|
| 69 |
+
| 0.3617 | 0.2971 | 260 | 0.3541 | 0.4480 | 0.8959 | 0.8959 | nan | 0.8959 | 0.0 | 0.8959 |
|
| 70 |
+
| 0.3228 | 0.32 | 280 | 0.3614 | 0.4556 | 0.9112 | 0.9112 | nan | 0.9112 | 0.0 | 0.9112 |
|
| 71 |
+
| 0.3441 | 0.3429 | 300 | 0.3387 | 0.4508 | 0.9016 | 0.9016 | nan | 0.9016 | 0.0 | 0.9016 |
|
| 72 |
+
| 0.3163 | 0.3657 | 320 | 0.3321 | 0.4471 | 0.8941 | 0.8941 | nan | 0.8941 | 0.0 | 0.8941 |
|
| 73 |
+
| 0.2501 | 0.3886 | 340 | 0.3243 | 0.4509 | 0.9019 | 0.9019 | nan | 0.9019 | 0.0 | 0.9019 |
|
| 74 |
+
| 0.3564 | 0.4114 | 360 | 0.3266 | 0.4481 | 0.8962 | 0.8962 | nan | 0.8962 | 0.0 | 0.8962 |
|
| 75 |
+
| 0.3448 | 0.4343 | 380 | 0.3160 | 0.4529 | 0.9059 | 0.9059 | nan | 0.9059 | 0.0 | 0.9059 |
|
| 76 |
+
| 0.2958 | 0.4571 | 400 | 0.3080 | 0.4398 | 0.8796 | 0.8796 | nan | 0.8796 | 0.0 | 0.8796 |
|
| 77 |
+
| 0.2674 | 0.48 | 420 | 0.3107 | 0.4473 | 0.8946 | 0.8946 | nan | 0.8946 | 0.0 | 0.8946 |
|
| 78 |
+
| 0.2934 | 0.5029 | 440 | 0.3096 | 0.4512 | 0.9023 | 0.9023 | nan | 0.9023 | 0.0 | 0.9023 |
|
| 79 |
+
| 0.2499 | 0.5257 | 460 | 0.2935 | 0.4380 | 0.8760 | 0.8760 | nan | 0.8760 | 0.0 | 0.8760 |
|
| 80 |
+
| 0.2514 | 0.5486 | 480 | 0.3008 | 0.4443 | 0.8887 | 0.8887 | nan | 0.8887 | 0.0 | 0.8887 |
|
| 81 |
+
| 0.2858 | 0.5714 | 500 | 0.2954 | 0.4451 | 0.8902 | 0.8902 | nan | 0.8902 | 0.0 | 0.8902 |
|
| 82 |
+
| 0.3583 | 0.5943 | 520 | 0.2939 | 0.4461 | 0.8923 | 0.8923 | nan | 0.8923 | 0.0 | 0.8923 |
|
| 83 |
+
| 0.2608 | 0.6171 | 540 | 0.2889 | 0.4425 | 0.8851 | 0.8851 | nan | 0.8851 | 0.0 | 0.8851 |
|
| 84 |
+
| 0.3733 | 0.64 | 560 | 0.2798 | 0.4272 | 0.8543 | 0.8543 | nan | 0.8543 | 0.0 | 0.8543 |
|
| 85 |
+
| 0.3824 | 0.6629 | 580 | 0.2800 | 0.4160 | 0.8321 | 0.8321 | nan | 0.8321 | 0.0 | 0.8321 |
|
| 86 |
+
| 0.2339 | 0.6857 | 600 | 0.2972 | 0.4496 | 0.8992 | 0.8992 | nan | 0.8992 | 0.0 | 0.8992 |
|
| 87 |
+
| 0.2629 | 0.7086 | 620 | 0.2706 | 0.4136 | 0.8272 | 0.8272 | nan | 0.8272 | 0.0 | 0.8272 |
|
| 88 |
+
| 0.3056 | 0.7314 | 640 | 0.2771 | 0.4142 | 0.8284 | 0.8284 | nan | 0.8284 | 0.0 | 0.8284 |
|
| 89 |
+
| 0.288 | 0.7543 | 660 | 0.2769 | 0.4387 | 0.8774 | 0.8774 | nan | 0.8774 | 0.0 | 0.8774 |
|
| 90 |
+
| 0.2911 | 0.7771 | 680 | 0.2730 | 0.4314 | 0.8629 | 0.8629 | nan | 0.8629 | 0.0 | 0.8629 |
|
| 91 |
+
| 0.2408 | 0.8 | 700 | 0.2717 | 0.4232 | 0.8465 | 0.8465 | nan | 0.8465 | 0.0 | 0.8465 |
|
| 92 |
+
| 0.3371 | 0.8229 | 720 | 0.2685 | 0.4231 | 0.8462 | 0.8462 | nan | 0.8462 | 0.0 | 0.8462 |
|
| 93 |
+
| 0.2849 | 0.8457 | 740 | 0.2702 | 0.4351 | 0.8703 | 0.8703 | nan | 0.8703 | 0.0 | 0.8703 |
|
| 94 |
+
| 0.2682 | 0.8686 | 760 | 0.2648 | 0.4289 | 0.8578 | 0.8578 | nan | 0.8578 | 0.0 | 0.8578 |
|
| 95 |
+
| 0.2922 | 0.8914 | 780 | 0.2624 | 0.4214 | 0.8428 | 0.8428 | nan | 0.8428 | 0.0 | 0.8428 |
|
| 96 |
+
| 0.2983 | 0.9143 | 800 | 0.2652 | 0.4215 | 0.8430 | 0.8430 | nan | 0.8430 | 0.0 | 0.8430 |
|
| 97 |
+
| 0.2502 | 0.9371 | 820 | 0.2619 | 0.4172 | 0.8344 | 0.8344 | nan | 0.8344 | 0.0 | 0.8344 |
|
| 98 |
+
| 0.26 | 0.96 | 840 | 0.2609 | 0.4248 | 0.8497 | 0.8497 | nan | 0.8497 | 0.0 | 0.8497 |
|
| 99 |
+
| 0.2665 | 0.9829 | 860 | 0.2574 | 0.4165 | 0.8330 | 0.8330 | nan | 0.8330 | 0.0 | 0.8330 |
|
| 100 |
+
| 0.3008 | 1.0057 | 880 | 0.2630 | 0.4385 | 0.8770 | 0.8770 | nan | 0.8770 | 0.0 | 0.8770 |
|
| 101 |
+
| 0.2826 | 1.0286 | 900 | 0.2540 | 0.4148 | 0.8296 | 0.8296 | nan | 0.8296 | 0.0 | 0.8296 |
|
| 102 |
+
| 0.2893 | 1.0514 | 920 | 0.2586 | 0.4292 | 0.8585 | 0.8585 | nan | 0.8585 | 0.0 | 0.8585 |
|
| 103 |
+
| 0.2401 | 1.0743 | 940 | 0.2561 | 0.4323 | 0.8646 | 0.8646 | nan | 0.8646 | 0.0 | 0.8646 |
|
| 104 |
+
| 0.2387 | 1.0971 | 960 | 0.2565 | 0.4207 | 0.8414 | 0.8414 | nan | 0.8414 | 0.0 | 0.8414 |
|
| 105 |
+
| 0.2184 | 1.12 | 980 | 0.2581 | 0.4251 | 0.8502 | 0.8502 | nan | 0.8502 | 0.0 | 0.8502 |
|
| 106 |
+
| 0.3344 | 1.1429 | 1000 | 0.2549 | 0.4282 | 0.8564 | 0.8564 | nan | 0.8564 | 0.0 | 0.8564 |
|
| 107 |
+
| 0.2287 | 1.1657 | 1020 | 0.2501 | 0.4205 | 0.8410 | 0.8410 | nan | 0.8410 | 0.0 | 0.8410 |
|
| 108 |
+
| 0.2149 | 1.1886 | 1040 | 0.2496 | 0.4184 | 0.8367 | 0.8367 | nan | 0.8367 | 0.0 | 0.8367 |
|
| 109 |
+
| 0.2226 | 1.2114 | 1060 | 0.2500 | 0.4199 | 0.8399 | 0.8399 | nan | 0.8399 | 0.0 | 0.8399 |
|
| 110 |
+
| 0.2273 | 1.2343 | 1080 | 0.2485 | 0.4186 | 0.8373 | 0.8373 | nan | 0.8373 | 0.0 | 0.8373 |
|
| 111 |
+
| 0.245 | 1.2571 | 1100 | 0.2506 | 0.4245 | 0.8491 | 0.8491 | nan | 0.8491 | 0.0 | 0.8491 |
|
| 112 |
+
| 0.2249 | 1.28 | 1120 | 0.2524 | 0.4289 | 0.8578 | 0.8578 | nan | 0.8578 | 0.0 | 0.8578 |
|
| 113 |
+
| 0.2378 | 1.3029 | 1140 | 0.2449 | 0.4028 | 0.8055 | 0.8055 | nan | 0.8055 | 0.0 | 0.8055 |
|
| 114 |
+
| 0.2025 | 1.3257 | 1160 | 0.2485 | 0.4152 | 0.8305 | 0.8305 | nan | 0.8305 | 0.0 | 0.8305 |
|
| 115 |
+
| 0.2466 | 1.3486 | 1180 | 0.2507 | 0.4288 | 0.8576 | 0.8576 | nan | 0.8576 | 0.0 | 0.8576 |
|
| 116 |
+
| 0.2223 | 1.3714 | 1200 | 0.2455 | 0.4210 | 0.8420 | 0.8420 | nan | 0.8420 | 0.0 | 0.8420 |
|
| 117 |
+
| 0.2097 | 1.3943 | 1220 | 0.2443 | 0.4193 | 0.8387 | 0.8387 | nan | 0.8387 | 0.0 | 0.8387 |
|
| 118 |
+
| 0.2854 | 1.4171 | 1240 | 0.2428 | 0.4137 | 0.8275 | 0.8275 | nan | 0.8275 | 0.0 | 0.8275 |
|
| 119 |
+
| 0.2132 | 1.44 | 1260 | 0.2448 | 0.4142 | 0.8284 | 0.8284 | nan | 0.8284 | 0.0 | 0.8284 |
|
| 120 |
+
| 0.2133 | 1.4629 | 1280 | 0.2441 | 0.4158 | 0.8316 | 0.8316 | nan | 0.8316 | 0.0 | 0.8316 |
|
| 121 |
+
| 0.2083 | 1.4857 | 1300 | 0.2436 | 0.4125 | 0.8250 | 0.8250 | nan | 0.8250 | 0.0 | 0.8250 |
|
| 122 |
+
| 0.25 | 1.5086 | 1320 | 0.2432 | 0.4200 | 0.8401 | 0.8401 | nan | 0.8401 | 0.0 | 0.8401 |
|
| 123 |
+
| 0.2448 | 1.5314 | 1340 | 0.2402 | 0.4007 | 0.8014 | 0.8014 | nan | 0.8014 | 0.0 | 0.8014 |
|
| 124 |
+
| 0.2911 | 1.5543 | 1360 | 0.2438 | 0.4183 | 0.8367 | 0.8367 | nan | 0.8367 | 0.0 | 0.8367 |
|
| 125 |
+
| 0.2549 | 1.5771 | 1380 | 0.2398 | 0.4081 | 0.8162 | 0.8162 | nan | 0.8162 | 0.0 | 0.8162 |
|
| 126 |
+
| 0.2058 | 1.6 | 1400 | 0.2407 | 0.4186 | 0.8372 | 0.8372 | nan | 0.8372 | 0.0 | 0.8372 |
|
| 127 |
+
| 0.2403 | 1.6229 | 1420 | 0.2390 | 0.4143 | 0.8287 | 0.8287 | nan | 0.8287 | 0.0 | 0.8287 |
|
| 128 |
+
| 0.2088 | 1.6457 | 1440 | 0.2383 | 0.3983 | 0.7967 | 0.7967 | nan | 0.7967 | 0.0 | 0.7967 |
|
| 129 |
+
| 0.2529 | 1.6686 | 1460 | 0.2405 | 0.4201 | 0.8401 | 0.8401 | nan | 0.8401 | 0.0 | 0.8401 |
|
| 130 |
+
| 0.3001 | 1.6914 | 1480 | 0.2378 | 0.3921 | 0.7843 | 0.7843 | nan | 0.7843 | 0.0 | 0.7843 |
|
| 131 |
+
| 0.1817 | 1.7143 | 1500 | 0.2390 | 0.4041 | 0.8081 | 0.8081 | nan | 0.8081 | 0.0 | 0.8081 |
|
| 132 |
+
| 0.1919 | 1.7371 | 1520 | 0.2423 | 0.4292 | 0.8585 | 0.8585 | nan | 0.8585 | 0.0 | 0.8585 |
|
| 133 |
+
| 0.2549 | 1.76 | 1540 | 0.2362 | 0.3960 | 0.7920 | 0.7920 | nan | 0.7920 | 0.0 | 0.7920 |
|
| 134 |
+
| 0.1934 | 1.7829 | 1560 | 0.2417 | 0.4235 | 0.8470 | 0.8470 | nan | 0.8470 | 0.0 | 0.8470 |
|
| 135 |
+
| 0.2624 | 1.8057 | 1580 | 0.2481 | 0.4451 | 0.8902 | 0.8902 | nan | 0.8902 | 0.0 | 0.8902 |
|
| 136 |
+
| 0.2326 | 1.8286 | 1600 | 0.2374 | 0.4255 | 0.8509 | 0.8509 | nan | 0.8509 | 0.0 | 0.8509 |
|
| 137 |
+
| 0.2452 | 1.8514 | 1620 | 0.2358 | 0.4134 | 0.8269 | 0.8269 | nan | 0.8269 | 0.0 | 0.8269 |
|
| 138 |
+
| 0.2777 | 1.8743 | 1640 | 0.2345 | 0.4140 | 0.8281 | 0.8281 | nan | 0.8281 | 0.0 | 0.8281 |
|
| 139 |
+
| 0.234 | 1.8971 | 1660 | 0.2362 | 0.4239 | 0.8478 | 0.8478 | nan | 0.8478 | 0.0 | 0.8478 |
|
| 140 |
+
| 0.1973 | 1.92 | 1680 | 0.2360 | 0.4276 | 0.8552 | 0.8552 | nan | 0.8552 | 0.0 | 0.8552 |
|
| 141 |
+
| 0.2176 | 1.9429 | 1700 | 0.2325 | 0.4046 | 0.8093 | 0.8093 | nan | 0.8093 | 0.0 | 0.8093 |
|
| 142 |
+
| 0.1998 | 1.9657 | 1720 | 0.2350 | 0.4146 | 0.8293 | 0.8293 | nan | 0.8293 | 0.0 | 0.8293 |
|
| 143 |
+
| 0.2349 | 1.9886 | 1740 | 0.2450 | 0.4419 | 0.8838 | 0.8838 | nan | 0.8838 | 0.0 | 0.8838 |
|
| 144 |
+
| 0.2358 | 2.0114 | 1760 | 0.2364 | 0.4262 | 0.8525 | 0.8525 | nan | 0.8525 | 0.0 | 0.8525 |
|
| 145 |
+
| 0.2036 | 2.0343 | 1780 | 0.2326 | 0.4069 | 0.8137 | 0.8137 | nan | 0.8137 | 0.0 | 0.8137 |
|
| 146 |
+
| 0.2543 | 2.0571 | 1800 | 0.2319 | 0.4048 | 0.8096 | 0.8096 | nan | 0.8096 | 0.0 | 0.8096 |
|
| 147 |
+
| 0.2451 | 2.08 | 1820 | 0.2314 | 0.4015 | 0.8029 | 0.8029 | nan | 0.8029 | 0.0 | 0.8029 |
|
| 148 |
+
| 0.2941 | 2.1029 | 1840 | 0.2323 | 0.4202 | 0.8405 | 0.8405 | nan | 0.8405 | 0.0 | 0.8405 |
|
| 149 |
+
| 0.2489 | 2.1257 | 1860 | 0.2301 | 0.4146 | 0.8291 | 0.8291 | nan | 0.8291 | 0.0 | 0.8291 |
|
| 150 |
+
| 0.226 | 2.1486 | 1880 | 0.2303 | 0.4155 | 0.8310 | 0.8310 | nan | 0.8310 | 0.0 | 0.8310 |
|
| 151 |
+
| 0.2053 | 2.1714 | 1900 | 0.2309 | 0.4196 | 0.8391 | 0.8391 | nan | 0.8391 | 0.0 | 0.8391 |
|
| 152 |
+
| 0.2209 | 2.1943 | 1920 | 0.2299 | 0.4159 | 0.8318 | 0.8318 | nan | 0.8318 | 0.0 | 0.8318 |
|
| 153 |
+
| 0.2193 | 2.2171 | 1940 | 0.2295 | 0.4185 | 0.8370 | 0.8370 | nan | 0.8370 | 0.0 | 0.8370 |
|
| 154 |
+
| 0.2561 | 2.24 | 1960 | 0.2306 | 0.4258 | 0.8516 | 0.8516 | nan | 0.8516 | 0.0 | 0.8516 |
|
| 155 |
+
| 0.1921 | 2.2629 | 1980 | 0.2347 | 0.4380 | 0.8759 | 0.8759 | nan | 0.8759 | 0.0 | 0.8759 |
|
| 156 |
+
| 0.1754 | 2.2857 | 2000 | 0.2271 | 0.4203 | 0.8406 | 0.8406 | nan | 0.8406 | 0.0 | 0.8406 |
|
| 157 |
+
| 0.2481 | 2.3086 | 2020 | 0.2271 | 0.4047 | 0.8095 | 0.8095 | nan | 0.8095 | 0.0 | 0.8095 |
|
| 158 |
+
| 0.2256 | 2.3314 | 2040 | 0.2270 | 0.4164 | 0.8327 | 0.8327 | nan | 0.8327 | 0.0 | 0.8327 |
|
| 159 |
+
| 0.2251 | 2.3543 | 2060 | 0.2294 | 0.4268 | 0.8536 | 0.8536 | nan | 0.8536 | 0.0 | 0.8536 |
|
| 160 |
+
| 0.2014 | 2.3771 | 2080 | 0.2258 | 0.4115 | 0.8230 | 0.8230 | nan | 0.8230 | 0.0 | 0.8230 |
|
| 161 |
+
| 0.2548 | 2.4 | 2100 | 0.2255 | 0.4035 | 0.8069 | 0.8069 | nan | 0.8069 | 0.0 | 0.8069 |
|
| 162 |
+
| 0.2756 | 2.4229 | 2120 | 0.2270 | 0.4189 | 0.8377 | 0.8377 | nan | 0.8377 | 0.0 | 0.8377 |
|
| 163 |
+
| 0.2077 | 2.4457 | 2140 | 0.2259 | 0.4155 | 0.8309 | 0.8309 | nan | 0.8309 | 0.0 | 0.8309 |
|
| 164 |
+
| 0.2398 | 2.4686 | 2160 | 0.2295 | 0.4281 | 0.8562 | 0.8562 | nan | 0.8562 | 0.0 | 0.8562 |
|
| 165 |
+
| 0.2185 | 2.4914 | 2180 | 0.2259 | 0.3835 | 0.7671 | 0.7671 | nan | 0.7671 | 0.0 | 0.7671 |
|
| 166 |
+
| 0.2189 | 2.5143 | 2200 | 0.2271 | 0.4203 | 0.8407 | 0.8407 | nan | 0.8407 | 0.0 | 0.8407 |
|
| 167 |
+
| 0.2169 | 2.5371 | 2220 | 0.2279 | 0.4294 | 0.8588 | 0.8588 | nan | 0.8588 | 0.0 | 0.8588 |
|
| 168 |
+
| 0.2161 | 2.56 | 2240 | 0.2260 | 0.3820 | 0.7639 | 0.7639 | nan | 0.7639 | 0.0 | 0.7639 |
|
| 169 |
+
| 0.2696 | 2.5829 | 2260 | 0.2253 | 0.4150 | 0.8300 | 0.8300 | nan | 0.8300 | 0.0 | 0.8300 |
|
| 170 |
+
| 0.2412 | 2.6057 | 2280 | 0.2259 | 0.4218 | 0.8437 | 0.8437 | nan | 0.8437 | 0.0 | 0.8437 |
|
| 171 |
+
| 0.221 | 2.6286 | 2300 | 0.2230 | 0.4047 | 0.8093 | 0.8093 | nan | 0.8093 | 0.0 | 0.8093 |
|
| 172 |
+
| 0.2178 | 2.6514 | 2320 | 0.2254 | 0.4149 | 0.8299 | 0.8299 | nan | 0.8299 | 0.0 | 0.8299 |
|
| 173 |
+
| 0.2257 | 2.6743 | 2340 | 0.2246 | 0.4195 | 0.8391 | 0.8391 | nan | 0.8391 | 0.0 | 0.8391 |
|
| 174 |
+
| 0.1898 | 2.6971 | 2360 | 0.2228 | 0.4195 | 0.8389 | 0.8389 | nan | 0.8389 | 0.0 | 0.8389 |
|
| 175 |
+
| 0.1855 | 2.7200 | 2380 | 0.2247 | 0.4102 | 0.8204 | 0.8204 | nan | 0.8204 | 0.0 | 0.8204 |
|
| 176 |
+
| 0.1783 | 2.7429 | 2400 | 0.2303 | 0.4383 | 0.8766 | 0.8766 | nan | 0.8766 | 0.0 | 0.8766 |
|
| 177 |
+
| 0.2819 | 2.7657 | 2420 | 0.2216 | 0.4117 | 0.8234 | 0.8234 | nan | 0.8234 | 0.0 | 0.8234 |
|
| 178 |
+
| 0.2234 | 2.7886 | 2440 | 0.2229 | 0.3907 | 0.7814 | 0.7814 | nan | 0.7814 | 0.0 | 0.7814 |
|
| 179 |
+
| 0.2025 | 2.8114 | 2460 | 0.2270 | 0.4320 | 0.8640 | 0.8640 | nan | 0.8640 | 0.0 | 0.8640 |
|
| 180 |
+
| 0.2541 | 2.8343 | 2480 | 0.2212 | 0.4121 | 0.8241 | 0.8241 | nan | 0.8241 | 0.0 | 0.8241 |
|
| 181 |
+
| 0.197 | 2.8571 | 2500 | 0.2211 | 0.4131 | 0.8262 | 0.8262 | nan | 0.8262 | 0.0 | 0.8262 |
|
| 182 |
+
| 0.2467 | 2.88 | 2520 | 0.2234 | 0.4226 | 0.8452 | 0.8452 | nan | 0.8452 | 0.0 | 0.8452 |
|
| 183 |
+
| 0.2266 | 2.9029 | 2540 | 0.2230 | 0.4226 | 0.8453 | 0.8453 | nan | 0.8453 | 0.0 | 0.8453 |
|
| 184 |
+
| 0.2363 | 2.9257 | 2560 | 0.2215 | 0.4222 | 0.8445 | 0.8445 | nan | 0.8445 | 0.0 | 0.8445 |
|
| 185 |
+
| 0.2301 | 2.9486 | 2580 | 0.2253 | 0.4342 | 0.8684 | 0.8684 | nan | 0.8684 | 0.0 | 0.8684 |
|
| 186 |
+
| 0.2484 | 2.9714 | 2600 | 0.2208 | 0.4213 | 0.8425 | 0.8425 | nan | 0.8425 | 0.0 | 0.8425 |
|
| 187 |
+
| 0.1648 | 2.9943 | 2620 | 0.2201 | 0.4178 | 0.8356 | 0.8356 | nan | 0.8356 | 0.0 | 0.8356 |
|
| 188 |
+
| 0.2549 | 3.0171 | 2640 | 0.2221 | 0.4227 | 0.8455 | 0.8455 | nan | 0.8455 | 0.0 | 0.8455 |
|
| 189 |
+
| 0.2448 | 3.04 | 2660 | 0.2202 | 0.4118 | 0.8236 | 0.8236 | nan | 0.8236 | 0.0 | 0.8236 |
|
| 190 |
+
| 0.2057 | 3.0629 | 2680 | 0.2228 | 0.4281 | 0.8562 | 0.8562 | nan | 0.8562 | 0.0 | 0.8562 |
|
| 191 |
+
| 0.18 | 3.0857 | 2700 | 0.2198 | 0.4175 | 0.8350 | 0.8350 | nan | 0.8350 | 0.0 | 0.8350 |
|
| 192 |
+
| 0.1589 | 3.1086 | 2720 | 0.2184 | 0.4113 | 0.8227 | 0.8227 | nan | 0.8227 | 0.0 | 0.8227 |
|
| 193 |
+
| 0.1787 | 3.1314 | 2740 | 0.2225 | 0.4260 | 0.8520 | 0.8520 | nan | 0.8520 | 0.0 | 0.8520 |
|
| 194 |
+
| 0.2129 | 3.1543 | 2760 | 0.2191 | 0.4169 | 0.8339 | 0.8339 | nan | 0.8339 | 0.0 | 0.8339 |
|
| 195 |
+
| 0.1772 | 3.1771 | 2780 | 0.2181 | 0.4046 | 0.8092 | 0.8092 | nan | 0.8092 | 0.0 | 0.8092 |
|
| 196 |
+
| 0.2263 | 3.2 | 2800 | 0.2212 | 0.4239 | 0.8479 | 0.8479 | nan | 0.8479 | 0.0 | 0.8479 |
|
| 197 |
+
| 0.229 | 3.2229 | 2820 | 0.2179 | 0.3982 | 0.7964 | 0.7964 | nan | 0.7964 | 0.0 | 0.7964 |
|
| 198 |
+
| 0.2177 | 3.2457 | 2840 | 0.2181 | 0.4094 | 0.8189 | 0.8189 | nan | 0.8189 | 0.0 | 0.8189 |
|
| 199 |
+
| 0.1965 | 3.2686 | 2860 | 0.2171 | 0.4075 | 0.8151 | 0.8151 | nan | 0.8151 | 0.0 | 0.8151 |
|
| 200 |
+
| 0.1871 | 3.2914 | 2880 | 0.2215 | 0.4295 | 0.8589 | 0.8589 | nan | 0.8589 | 0.0 | 0.8589 |
|
| 201 |
+
| 0.2373 | 3.3143 | 2900 | 0.2273 | 0.4437 | 0.8874 | 0.8874 | nan | 0.8874 | 0.0 | 0.8874 |
|
| 202 |
+
| 0.2297 | 3.3371 | 2920 | 0.2195 | 0.4289 | 0.8578 | 0.8578 | nan | 0.8578 | 0.0 | 0.8578 |
|
| 203 |
+
| 0.285 | 3.36 | 2940 | 0.2195 | 0.3741 | 0.7481 | 0.7481 | nan | 0.7481 | 0.0 | 0.7481 |
|
| 204 |
+
| 0.2038 | 3.3829 | 2960 | 0.2187 | 0.4191 | 0.8383 | 0.8383 | nan | 0.8383 | 0.0 | 0.8383 |
|
| 205 |
+
| 0.2494 | 3.4057 | 2980 | 0.2163 | 0.4073 | 0.8147 | 0.8147 | nan | 0.8147 | 0.0 | 0.8147 |
|
| 206 |
+
| 0.2835 | 3.4286 | 3000 | 0.2171 | 0.4178 | 0.8356 | 0.8356 | nan | 0.8356 | 0.0 | 0.8356 |
|
| 207 |
+
| 0.258 | 3.4514 | 3020 | 0.2165 | 0.4201 | 0.8401 | 0.8401 | nan | 0.8401 | 0.0 | 0.8401 |
|
| 208 |
+
| 0.206 | 3.4743 | 3040 | 0.2153 | 0.4120 | 0.8240 | 0.8240 | nan | 0.8240 | 0.0 | 0.8240 |
|
| 209 |
+
| 0.2213 | 3.4971 | 3060 | 0.2151 | 0.4000 | 0.8000 | 0.8000 | nan | 0.8000 | 0.0 | 0.8000 |
|
| 210 |
+
| 0.2149 | 3.52 | 3080 | 0.2177 | 0.4215 | 0.8429 | 0.8429 | nan | 0.8429 | 0.0 | 0.8429 |
|
| 211 |
+
| 0.2599 | 3.5429 | 3100 | 0.2169 | 0.4253 | 0.8505 | 0.8505 | nan | 0.8505 | 0.0 | 0.8505 |
|
| 212 |
+
| 0.2194 | 3.5657 | 3120 | 0.2160 | 0.4214 | 0.8429 | 0.8429 | nan | 0.8429 | 0.0 | 0.8429 |
|
| 213 |
+
| 0.2069 | 3.5886 | 3140 | 0.2183 | 0.4306 | 0.8612 | 0.8612 | nan | 0.8612 | 0.0 | 0.8612 |
|
| 214 |
+
| 0.215 | 3.6114 | 3160 | 0.2146 | 0.4187 | 0.8374 | 0.8374 | nan | 0.8374 | 0.0 | 0.8374 |
|
| 215 |
+
| 0.2356 | 3.6343 | 3180 | 0.2142 | 0.4032 | 0.8064 | 0.8064 | nan | 0.8064 | 0.0 | 0.8064 |
|
| 216 |
+
| 0.1843 | 3.6571 | 3200 | 0.2141 | 0.4137 | 0.8275 | 0.8275 | nan | 0.8275 | 0.0 | 0.8275 |
|
| 217 |
+
| 0.166 | 3.68 | 3220 | 0.2141 | 0.4130 | 0.8261 | 0.8261 | nan | 0.8261 | 0.0 | 0.8261 |
|
| 218 |
+
| 0.2067 | 3.7029 | 3240 | 0.2133 | 0.4090 | 0.8180 | 0.8180 | nan | 0.8180 | 0.0 | 0.8180 |
|
| 219 |
+
| 0.2506 | 3.7257 | 3260 | 0.2203 | 0.4297 | 0.8595 | 0.8595 | nan | 0.8595 | 0.0 | 0.8595 |
|
| 220 |
+
| 0.2122 | 3.7486 | 3280 | 0.2148 | 0.4154 | 0.8307 | 0.8307 | nan | 0.8307 | 0.0 | 0.8307 |
|
| 221 |
+
| 0.2545 | 3.7714 | 3300 | 0.2132 | 0.3925 | 0.7851 | 0.7851 | nan | 0.7851 | 0.0 | 0.7851 |
|
| 222 |
+
| 0.2046 | 3.7943 | 3320 | 0.2193 | 0.4294 | 0.8588 | 0.8588 | nan | 0.8588 | 0.0 | 0.8588 |
|
| 223 |
+
| 0.1836 | 3.8171 | 3340 | 0.2131 | 0.3879 | 0.7759 | 0.7759 | nan | 0.7759 | 0.0 | 0.7759 |
|
| 224 |
+
| 0.1889 | 3.84 | 3360 | 0.2152 | 0.3725 | 0.7450 | 0.7450 | nan | 0.7450 | 0.0 | 0.7450 |
|
| 225 |
+
| 0.1751 | 3.8629 | 3380 | 0.2146 | 0.4199 | 0.8398 | 0.8398 | nan | 0.8398 | 0.0 | 0.8398 |
|
| 226 |
+
| 0.227 | 3.8857 | 3400 | 0.2126 | 0.4088 | 0.8176 | 0.8176 | nan | 0.8176 | 0.0 | 0.8176 |
|
| 227 |
+
| 0.1963 | 3.9086 | 3420 | 0.2178 | 0.4306 | 0.8613 | 0.8613 | nan | 0.8613 | 0.0 | 0.8613 |
|
| 228 |
+
| 0.1651 | 3.9314 | 3440 | 0.2120 | 0.3921 | 0.7843 | 0.7843 | nan | 0.7843 | 0.0 | 0.7843 |
|
| 229 |
+
| 0.2246 | 3.9543 | 3460 | 0.2119 | 0.4050 | 0.8101 | 0.8101 | nan | 0.8101 | 0.0 | 0.8101 |
|
| 230 |
+
| 0.2575 | 3.9771 | 3480 | 0.2126 | 0.3910 | 0.7820 | 0.7820 | nan | 0.7820 | 0.0 | 0.7820 |
|
| 231 |
+
| 0.1901 | 4.0 | 3500 | 0.2126 | 0.4168 | 0.8337 | 0.8337 | nan | 0.8337 | 0.0 | 0.8337 |
|
| 232 |
+
| 0.2227 | 4.0229 | 3520 | 0.2161 | 0.4250 | 0.8500 | 0.8500 | nan | 0.8500 | 0.0 | 0.8500 |
|
| 233 |
+
| 0.2218 | 4.0457 | 3540 | 0.2117 | 0.4060 | 0.8120 | 0.8120 | nan | 0.8120 | 0.0 | 0.8120 |
|
| 234 |
+
| 0.2592 | 4.0686 | 3560 | 0.2187 | 0.4262 | 0.8524 | 0.8524 | nan | 0.8524 | 0.0 | 0.8524 |
|
| 235 |
+
| 0.205 | 4.0914 | 3580 | 0.2124 | 0.3989 | 0.7979 | 0.7979 | nan | 0.7979 | 0.0 | 0.7979 |
|
| 236 |
+
| 0.1763 | 4.1143 | 3600 | 0.2116 | 0.3958 | 0.7916 | 0.7916 | nan | 0.7916 | 0.0 | 0.7916 |
|
| 237 |
+
| 0.2316 | 4.1371 | 3620 | 0.2111 | 0.4057 | 0.8114 | 0.8114 | nan | 0.8114 | 0.0 | 0.8114 |
|
| 238 |
+
| 0.2621 | 4.16 | 3640 | 0.2126 | 0.3984 | 0.7968 | 0.7968 | nan | 0.7968 | 0.0 | 0.7968 |
|
| 239 |
+
| 0.3062 | 4.1829 | 3660 | 0.2116 | 0.4119 | 0.8238 | 0.8238 | nan | 0.8238 | 0.0 | 0.8238 |
|
| 240 |
+
| 0.1881 | 4.2057 | 3680 | 0.2110 | 0.3972 | 0.7945 | 0.7945 | nan | 0.7945 | 0.0 | 0.7945 |
|
| 241 |
+
| 0.1662 | 4.2286 | 3700 | 0.2156 | 0.4220 | 0.8439 | 0.8439 | nan | 0.8439 | 0.0 | 0.8439 |
|
| 242 |
+
| 0.1873 | 4.2514 | 3720 | 0.2119 | 0.3790 | 0.7581 | 0.7581 | nan | 0.7581 | 0.0 | 0.7581 |
|
| 243 |
+
| 0.2415 | 4.2743 | 3740 | 0.2194 | 0.4353 | 0.8706 | 0.8706 | nan | 0.8706 | 0.0 | 0.8706 |
|
| 244 |
+
| 0.1991 | 4.2971 | 3760 | 0.2110 | 0.4067 | 0.8134 | 0.8134 | nan | 0.8134 | 0.0 | 0.8134 |
|
| 245 |
+
| 0.1673 | 4.32 | 3780 | 0.2112 | 0.4129 | 0.8259 | 0.8259 | nan | 0.8259 | 0.0 | 0.8259 |
|
| 246 |
+
| 0.1729 | 4.3429 | 3800 | 0.2102 | 0.3900 | 0.7799 | 0.7799 | nan | 0.7799 | 0.0 | 0.7799 |
|
| 247 |
+
| 0.1996 | 4.3657 | 3820 | 0.2100 | 0.4077 | 0.8154 | 0.8154 | nan | 0.8154 | 0.0 | 0.8154 |
|
| 248 |
+
| 0.1671 | 4.3886 | 3840 | 0.2114 | 0.4210 | 0.8419 | 0.8419 | nan | 0.8419 | 0.0 | 0.8419 |
|
| 249 |
+
| 0.1761 | 4.4114 | 3860 | 0.2154 | 0.4289 | 0.8577 | 0.8577 | nan | 0.8577 | 0.0 | 0.8577 |
|
| 250 |
+
| 0.1847 | 4.4343 | 3880 | 0.2132 | 0.4213 | 0.8426 | 0.8426 | nan | 0.8426 | 0.0 | 0.8426 |
|
| 251 |
+
| 0.2269 | 4.4571 | 3900 | 0.2123 | 0.3689 | 0.7378 | 0.7378 | nan | 0.7378 | 0.0 | 0.7378 |
|
| 252 |
+
| 0.2219 | 4.48 | 3920 | 0.2101 | 0.4085 | 0.8171 | 0.8171 | nan | 0.8171 | 0.0 | 0.8171 |
|
| 253 |
+
| 0.1875 | 4.5029 | 3940 | 0.2124 | 0.4178 | 0.8355 | 0.8355 | nan | 0.8355 | 0.0 | 0.8355 |
|
| 254 |
+
| 0.2518 | 4.5257 | 3960 | 0.2104 | 0.4067 | 0.8133 | 0.8133 | nan | 0.8133 | 0.0 | 0.8133 |
|
| 255 |
+
| 0.1854 | 4.5486 | 3980 | 0.2144 | 0.4280 | 0.8561 | 0.8561 | nan | 0.8561 | 0.0 | 0.8561 |
|
| 256 |
+
| 0.1802 | 4.5714 | 4000 | 0.2085 | 0.4009 | 0.8018 | 0.8018 | nan | 0.8018 | 0.0 | 0.8018 |
|
| 257 |
+
| 0.1573 | 4.5943 | 4020 | 0.2115 | 0.4122 | 0.8244 | 0.8244 | nan | 0.8244 | 0.0 | 0.8244 |
|
| 258 |
+
| 0.2297 | 4.6171 | 4040 | 0.2087 | 0.4037 | 0.8075 | 0.8075 | nan | 0.8075 | 0.0 | 0.8075 |
|
| 259 |
+
| 0.2313 | 4.64 | 4060 | 0.2099 | 0.4090 | 0.8180 | 0.8180 | nan | 0.8180 | 0.0 | 0.8180 |
|
| 260 |
+
| 0.2586 | 4.6629 | 4080 | 0.2094 | 0.4043 | 0.8085 | 0.8085 | nan | 0.8085 | 0.0 | 0.8085 |
|
| 261 |
+
| 0.1994 | 4.6857 | 4100 | 0.2094 | 0.4117 | 0.8234 | 0.8234 | nan | 0.8234 | 0.0 | 0.8234 |
|
| 262 |
+
| 0.172 | 4.7086 | 4120 | 0.2092 | 0.4160 | 0.8320 | 0.8320 | nan | 0.8320 | 0.0 | 0.8320 |
|
| 263 |
+
| 0.1891 | 4.7314 | 4140 | 0.2090 | 0.4104 | 0.8208 | 0.8208 | nan | 0.8208 | 0.0 | 0.8208 |
|
| 264 |
+
| 0.1858 | 4.7543 | 4160 | 0.2156 | 0.4288 | 0.8577 | 0.8577 | nan | 0.8577 | 0.0 | 0.8577 |
|
| 265 |
+
| 0.1543 | 4.7771 | 4180 | 0.2083 | 0.4042 | 0.8085 | 0.8085 | nan | 0.8085 | 0.0 | 0.8085 |
|
| 266 |
+
| 0.2182 | 4.8 | 4200 | 0.2077 | 0.3928 | 0.7857 | 0.7857 | nan | 0.7857 | 0.0 | 0.7857 |
|
| 267 |
+
| 0.2182 | 4.8229 | 4220 | 0.2073 | 0.4003 | 0.8006 | 0.8006 | nan | 0.8006 | 0.0 | 0.8006 |
|
| 268 |
+
| 0.2121 | 4.8457 | 4240 | 0.2078 | 0.4052 | 0.8104 | 0.8104 | nan | 0.8104 | 0.0 | 0.8104 |
|
| 269 |
+
| 0.2472 | 4.8686 | 4260 | 0.2074 | 0.3949 | 0.7898 | 0.7898 | nan | 0.7898 | 0.0 | 0.7898 |
|
| 270 |
+
| 0.2066 | 4.8914 | 4280 | 0.2081 | 0.4046 | 0.8091 | 0.8091 | nan | 0.8091 | 0.0 | 0.8091 |
|
| 271 |
+
| 0.227 | 4.9143 | 4300 | 0.2085 | 0.4047 | 0.8094 | 0.8094 | nan | 0.8094 | 0.0 | 0.8094 |
|
| 272 |
+
| 0.1982 | 4.9371 | 4320 | 0.2089 | 0.4184 | 0.8369 | 0.8369 | nan | 0.8369 | 0.0 | 0.8369 |
|
| 273 |
+
| 0.1824 | 4.96 | 4340 | 0.2083 | 0.4016 | 0.8032 | 0.8032 | nan | 0.8032 | 0.0 | 0.8032 |
|
| 274 |
+
| 0.1913 | 4.9829 | 4360 | 0.2083 | 0.4089 | 0.8179 | 0.8179 | nan | 0.8179 | 0.0 | 0.8179 |
|
| 275 |
+
| 0.2092 | 5.0057 | 4380 | 0.2117 | 0.4213 | 0.8425 | 0.8425 | nan | 0.8425 | 0.0 | 0.8425 |
|
| 276 |
+
| 0.2085 | 5.0286 | 4400 | 0.2074 | 0.3887 | 0.7775 | 0.7775 | nan | 0.7775 | 0.0 | 0.7775 |
|
| 277 |
+
| 0.1842 | 5.0514 | 4420 | 0.2123 | 0.4277 | 0.8554 | 0.8554 | nan | 0.8554 | 0.0 | 0.8554 |
|
| 278 |
+
| 0.263 | 5.0743 | 4440 | 0.2080 | 0.4151 | 0.8301 | 0.8301 | nan | 0.8301 | 0.0 | 0.8301 |
|
| 279 |
+
| 0.1529 | 5.0971 | 4460 | 0.2162 | 0.4365 | 0.8730 | 0.8730 | nan | 0.8730 | 0.0 | 0.8730 |
|
| 280 |
+
| 0.2431 | 5.12 | 4480 | 0.2074 | 0.4101 | 0.8201 | 0.8201 | nan | 0.8201 | 0.0 | 0.8201 |
|
| 281 |
+
| 0.2571 | 5.1429 | 4500 | 0.2073 | 0.3924 | 0.7849 | 0.7849 | nan | 0.7849 | 0.0 | 0.7849 |
|
| 282 |
+
| 0.1744 | 5.1657 | 4520 | 0.2076 | 0.4054 | 0.8107 | 0.8107 | nan | 0.8107 | 0.0 | 0.8107 |
|
| 283 |
+
| 0.2116 | 5.1886 | 4540 | 0.2114 | 0.4187 | 0.8373 | 0.8373 | nan | 0.8373 | 0.0 | 0.8373 |
|
| 284 |
+
| 0.2011 | 5.2114 | 4560 | 0.2084 | 0.4056 | 0.8113 | 0.8113 | nan | 0.8113 | 0.0 | 0.8113 |
|
| 285 |
+
| 0.2551 | 5.2343 | 4580 | 0.2078 | 0.3928 | 0.7856 | 0.7856 | nan | 0.7856 | 0.0 | 0.7856 |
|
| 286 |
+
| 0.1685 | 5.2571 | 4600 | 0.2114 | 0.4230 | 0.8460 | 0.8460 | nan | 0.8460 | 0.0 | 0.8460 |
|
| 287 |
+
| 0.2306 | 5.28 | 4620 | 0.2084 | 0.4132 | 0.8264 | 0.8264 | nan | 0.8264 | 0.0 | 0.8264 |
|
| 288 |
+
| 0.2494 | 5.3029 | 4640 | 0.2075 | 0.4070 | 0.8140 | 0.8140 | nan | 0.8140 | 0.0 | 0.8140 |
|
| 289 |
+
| 0.2079 | 5.3257 | 4660 | 0.2069 | 0.3872 | 0.7744 | 0.7744 | nan | 0.7744 | 0.0 | 0.7744 |
|
| 290 |
+
| 0.2028 | 5.3486 | 4680 | 0.2221 | 0.4374 | 0.8747 | 0.8747 | nan | 0.8747 | 0.0 | 0.8747 |
|
| 291 |
+
| 0.2701 | 5.3714 | 4700 | 0.2084 | 0.4125 | 0.8250 | 0.8250 | nan | 0.8250 | 0.0 | 0.8250 |
|
| 292 |
+
| 0.1753 | 5.3943 | 4720 | 0.2068 | 0.3995 | 0.7991 | 0.7991 | nan | 0.7991 | 0.0 | 0.7991 |
|
| 293 |
+
| 0.2201 | 5.4171 | 4740 | 0.2122 | 0.4249 | 0.8499 | 0.8499 | nan | 0.8499 | 0.0 | 0.8499 |
|
| 294 |
+
| 0.2017 | 5.44 | 4760 | 0.2102 | 0.4224 | 0.8449 | 0.8449 | nan | 0.8449 | 0.0 | 0.8449 |
|
| 295 |
+
| 0.1969 | 5.4629 | 4780 | 0.2067 | 0.3982 | 0.7964 | 0.7964 | nan | 0.7964 | 0.0 | 0.7964 |
|
| 296 |
+
| 0.281 | 5.4857 | 4800 | 0.2069 | 0.4049 | 0.8097 | 0.8097 | nan | 0.8097 | 0.0 | 0.8097 |
|
| 297 |
+
| 0.2136 | 5.5086 | 4820 | 0.2091 | 0.4139 | 0.8277 | 0.8277 | nan | 0.8277 | 0.0 | 0.8277 |
|
| 298 |
+
| 0.2048 | 5.5314 | 4840 | 0.2104 | 0.3661 | 0.7322 | 0.7322 | nan | 0.7322 | 0.0 | 0.7322 |
|
| 299 |
+
| 0.1979 | 5.5543 | 4860 | 0.2080 | 0.4056 | 0.8113 | 0.8113 | nan | 0.8113 | 0.0 | 0.8113 |
|
| 300 |
+
| 0.1742 | 5.5771 | 4880 | 0.2076 | 0.4119 | 0.8239 | 0.8239 | nan | 0.8239 | 0.0 | 0.8239 |
|
| 301 |
+
| 0.2027 | 5.6 | 4900 | 0.2070 | 0.4098 | 0.8197 | 0.8197 | nan | 0.8197 | 0.0 | 0.8197 |
|
| 302 |
+
| 0.235 | 5.6229 | 4920 | 0.2067 | 0.4104 | 0.8208 | 0.8208 | nan | 0.8208 | 0.0 | 0.8208 |
|
| 303 |
+
| 0.1914 | 5.6457 | 4940 | 0.2056 | 0.3986 | 0.7973 | 0.7973 | nan | 0.7973 | 0.0 | 0.7973 |
|
| 304 |
+
| 0.2291 | 5.6686 | 4960 | 0.2078 | 0.4143 | 0.8287 | 0.8287 | nan | 0.8287 | 0.0 | 0.8287 |
|
| 305 |
+
| 0.1905 | 5.6914 | 4980 | 0.2081 | 0.4163 | 0.8326 | 0.8326 | nan | 0.8326 | 0.0 | 0.8326 |
|
| 306 |
+
| 0.1863 | 5.7143 | 5000 | 0.2127 | 0.4290 | 0.8580 | 0.8580 | nan | 0.8580 | 0.0 | 0.8580 |
|
| 307 |
+
| 0.192 | 5.7371 | 5020 | 0.2072 | 0.4133 | 0.8265 | 0.8265 | nan | 0.8265 | 0.0 | 0.8265 |
|
| 308 |
+
| 0.1777 | 5.76 | 5040 | 0.2058 | 0.3867 | 0.7735 | 0.7735 | nan | 0.7735 | 0.0 | 0.7735 |
|
| 309 |
+
| 0.2375 | 5.7829 | 5060 | 0.2066 | 0.3993 | 0.7985 | 0.7985 | nan | 0.7985 | 0.0 | 0.7985 |
|
| 310 |
+
| 0.208 | 5.8057 | 5080 | 0.2067 | 0.4007 | 0.8014 | 0.8014 | nan | 0.8014 | 0.0 | 0.8014 |
|
| 311 |
+
| 0.223 | 5.8286 | 5100 | 0.2055 | 0.3998 | 0.7996 | 0.7996 | nan | 0.7996 | 0.0 | 0.7996 |
|
| 312 |
+
| 0.239 | 5.8514 | 5120 | 0.2052 | 0.3901 | 0.7802 | 0.7802 | nan | 0.7802 | 0.0 | 0.7802 |
|
| 313 |
+
| 0.1811 | 5.8743 | 5140 | 0.2051 | 0.4005 | 0.8009 | 0.8009 | nan | 0.8009 | 0.0 | 0.8009 |
|
| 314 |
+
| 0.1912 | 5.8971 | 5160 | 0.2052 | 0.3871 | 0.7741 | 0.7741 | nan | 0.7741 | 0.0 | 0.7741 |
|
| 315 |
+
| 0.2297 | 5.92 | 5180 | 0.2090 | 0.4179 | 0.8358 | 0.8358 | nan | 0.8358 | 0.0 | 0.8358 |
|
| 316 |
+
| 0.2558 | 5.9429 | 5200 | 0.2055 | 0.4017 | 0.8034 | 0.8034 | nan | 0.8034 | 0.0 | 0.8034 |
|
| 317 |
+
| 0.2257 | 5.9657 | 5220 | 0.2068 | 0.4166 | 0.8332 | 0.8332 | nan | 0.8332 | 0.0 | 0.8332 |
|
| 318 |
+
| 0.2871 | 5.9886 | 5240 | 0.2050 | 0.4099 | 0.8199 | 0.8199 | nan | 0.8199 | 0.0 | 0.8199 |
|
| 319 |
+
| 0.2054 | 6.0114 | 5260 | 0.2045 | 0.3927 | 0.7854 | 0.7854 | nan | 0.7854 | 0.0 | 0.7854 |
|
| 320 |
+
| 0.163 | 6.0343 | 5280 | 0.2053 | 0.3942 | 0.7884 | 0.7884 | nan | 0.7884 | 0.0 | 0.7884 |
|
| 321 |
+
| 0.1901 | 6.0571 | 5300 | 0.2054 | 0.3914 | 0.7829 | 0.7829 | nan | 0.7829 | 0.0 | 0.7829 |
|
| 322 |
+
| 0.1802 | 6.08 | 5320 | 0.2058 | 0.4120 | 0.8239 | 0.8239 | nan | 0.8239 | 0.0 | 0.8239 |
|
| 323 |
+
| 0.2341 | 6.1029 | 5340 | 0.2065 | 0.4145 | 0.8291 | 0.8291 | nan | 0.8291 | 0.0 | 0.8291 |
|
| 324 |
+
| 0.2037 | 6.1257 | 5360 | 0.2066 | 0.3993 | 0.7986 | 0.7986 | nan | 0.7986 | 0.0 | 0.7986 |
|
| 325 |
+
| 0.2182 | 6.1486 | 5380 | 0.2077 | 0.4187 | 0.8374 | 0.8374 | nan | 0.8374 | 0.0 | 0.8374 |
|
| 326 |
+
| 0.2484 | 6.1714 | 5400 | 0.2063 | 0.4167 | 0.8334 | 0.8334 | nan | 0.8334 | 0.0 | 0.8334 |
|
| 327 |
+
| 0.3061 | 6.1943 | 5420 | 0.2059 | 0.3999 | 0.7998 | 0.7998 | nan | 0.7998 | 0.0 | 0.7998 |
|
| 328 |
+
| 0.2064 | 6.2171 | 5440 | 0.2098 | 0.4210 | 0.8419 | 0.8419 | nan | 0.8419 | 0.0 | 0.8419 |
|
| 329 |
+
| 0.1834 | 6.24 | 5460 | 0.2152 | 0.4368 | 0.8737 | 0.8737 | nan | 0.8737 | 0.0 | 0.8737 |
|
| 330 |
+
| 0.2283 | 6.2629 | 5480 | 0.2118 | 0.4327 | 0.8654 | 0.8654 | nan | 0.8654 | 0.0 | 0.8654 |
|
| 331 |
+
| 0.1956 | 6.2857 | 5500 | 0.2045 | 0.4091 | 0.8182 | 0.8182 | nan | 0.8182 | 0.0 | 0.8182 |
|
| 332 |
+
| 0.1813 | 6.3086 | 5520 | 0.2047 | 0.4105 | 0.8210 | 0.8210 | nan | 0.8210 | 0.0 | 0.8210 |
|
| 333 |
+
| 0.2025 | 6.3314 | 5540 | 0.2065 | 0.4106 | 0.8213 | 0.8213 | nan | 0.8213 | 0.0 | 0.8213 |
|
| 334 |
+
| 0.1714 | 6.3543 | 5560 | 0.2048 | 0.4094 | 0.8188 | 0.8188 | nan | 0.8188 | 0.0 | 0.8188 |
|
| 335 |
+
| 0.2273 | 6.3771 | 5580 | 0.2048 | 0.3949 | 0.7898 | 0.7898 | nan | 0.7898 | 0.0 | 0.7898 |
|
| 336 |
+
| 0.1827 | 6.4 | 5600 | 0.2051 | 0.4055 | 0.8111 | 0.8111 | nan | 0.8111 | 0.0 | 0.8111 |
|
| 337 |
+
| 0.184 | 6.4229 | 5620 | 0.2106 | 0.4184 | 0.8369 | 0.8369 | nan | 0.8369 | 0.0 | 0.8369 |
|
| 338 |
+
| 0.2904 | 6.4457 | 5640 | 0.2053 | 0.4076 | 0.8153 | 0.8153 | nan | 0.8153 | 0.0 | 0.8153 |
|
| 339 |
+
| 0.1723 | 6.4686 | 5660 | 0.2076 | 0.4180 | 0.8360 | 0.8360 | nan | 0.8360 | 0.0 | 0.8360 |
|
| 340 |
+
| 0.2212 | 6.4914 | 5680 | 0.2044 | 0.3831 | 0.7662 | 0.7662 | nan | 0.7662 | 0.0 | 0.7662 |
|
| 341 |
+
| 0.1943 | 6.5143 | 5700 | 0.2039 | 0.3939 | 0.7878 | 0.7878 | nan | 0.7878 | 0.0 | 0.7878 |
|
| 342 |
+
| 0.1613 | 6.5371 | 5720 | 0.2037 | 0.3958 | 0.7915 | 0.7915 | nan | 0.7915 | 0.0 | 0.7915 |
|
| 343 |
+
| 0.1517 | 6.5600 | 5740 | 0.2042 | 0.4021 | 0.8041 | 0.8041 | nan | 0.8041 | 0.0 | 0.8041 |
|
| 344 |
+
| 0.1869 | 6.5829 | 5760 | 0.2068 | 0.4149 | 0.8298 | 0.8298 | nan | 0.8298 | 0.0 | 0.8298 |
|
| 345 |
+
| 0.239 | 6.6057 | 5780 | 0.2035 | 0.3969 | 0.7938 | 0.7938 | nan | 0.7938 | 0.0 | 0.7938 |
|
| 346 |
+
| 0.213 | 6.6286 | 5800 | 0.2041 | 0.3916 | 0.7832 | 0.7832 | nan | 0.7832 | 0.0 | 0.7832 |
|
| 347 |
+
| 0.2503 | 6.6514 | 5820 | 0.2075 | 0.4104 | 0.8208 | 0.8208 | nan | 0.8208 | 0.0 | 0.8208 |
|
| 348 |
+
| 0.1925 | 6.6743 | 5840 | 0.2043 | 0.4026 | 0.8052 | 0.8052 | nan | 0.8052 | 0.0 | 0.8052 |
|
| 349 |
+
| 0.1997 | 6.6971 | 5860 | 0.2038 | 0.3902 | 0.7803 | 0.7803 | nan | 0.7803 | 0.0 | 0.7803 |
|
| 350 |
+
| 0.1571 | 6.72 | 5880 | 0.2032 | 0.3930 | 0.7861 | 0.7861 | nan | 0.7861 | 0.0 | 0.7861 |
|
| 351 |
+
| 0.1867 | 6.7429 | 5900 | 0.2038 | 0.4046 | 0.8091 | 0.8091 | nan | 0.8091 | 0.0 | 0.8091 |
|
| 352 |
+
| 0.1617 | 6.7657 | 5920 | 0.2057 | 0.4108 | 0.8216 | 0.8216 | nan | 0.8216 | 0.0 | 0.8216 |
|
| 353 |
+
| 0.2031 | 6.7886 | 5940 | 0.2034 | 0.3909 | 0.7819 | 0.7819 | nan | 0.7819 | 0.0 | 0.7819 |
|
| 354 |
+
| 0.1868 | 6.8114 | 5960 | 0.2034 | 0.3970 | 0.7940 | 0.7940 | nan | 0.7940 | 0.0 | 0.7940 |
|
| 355 |
+
| 0.2109 | 6.8343 | 5980 | 0.2031 | 0.3931 | 0.7863 | 0.7863 | nan | 0.7863 | 0.0 | 0.7863 |
|
| 356 |
+
| 0.1941 | 6.8571 | 6000 | 0.2053 | 0.4114 | 0.8227 | 0.8227 | nan | 0.8227 | 0.0 | 0.8227 |
|
| 357 |
+
| 0.1615 | 6.88 | 6020 | 0.2032 | 0.4008 | 0.8016 | 0.8016 | nan | 0.8016 | 0.0 | 0.8016 |
|
| 358 |
+
| 0.2568 | 6.9029 | 6040 | 0.2031 | 0.4000 | 0.7999 | 0.7999 | nan | 0.7999 | 0.0 | 0.7999 |
|
| 359 |
+
| 0.1762 | 6.9257 | 6060 | 0.2111 | 0.4283 | 0.8566 | 0.8566 | nan | 0.8566 | 0.0 | 0.8566 |
|
| 360 |
+
| 0.195 | 6.9486 | 6080 | 0.2035 | 0.4028 | 0.8056 | 0.8056 | nan | 0.8056 | 0.0 | 0.8056 |
|
| 361 |
+
| 0.1349 | 6.9714 | 6100 | 0.2063 | 0.3627 | 0.7253 | 0.7253 | nan | 0.7253 | 0.0 | 0.7253 |
|
| 362 |
+
| 0.2169 | 6.9943 | 6120 | 0.2041 | 0.3959 | 0.7917 | 0.7917 | nan | 0.7917 | 0.0 | 0.7917 |
|
| 363 |
+
| 0.2904 | 7.0171 | 6140 | 0.2072 | 0.4159 | 0.8317 | 0.8317 | nan | 0.8317 | 0.0 | 0.8317 |
|
| 364 |
+
| 0.1962 | 7.04 | 6160 | 0.2038 | 0.4057 | 0.8114 | 0.8114 | nan | 0.8114 | 0.0 | 0.8114 |
|
| 365 |
+
| 0.2245 | 7.0629 | 6180 | 0.2041 | 0.4074 | 0.8148 | 0.8148 | nan | 0.8148 | 0.0 | 0.8148 |
|
| 366 |
+
| 0.1901 | 7.0857 | 6200 | 0.2034 | 0.4017 | 0.8035 | 0.8035 | nan | 0.8035 | 0.0 | 0.8035 |
|
| 367 |
+
| 0.1897 | 7.1086 | 6220 | 0.2030 | 0.3942 | 0.7884 | 0.7884 | nan | 0.7884 | 0.0 | 0.7884 |
|
| 368 |
+
| 0.2002 | 7.1314 | 6240 | 0.2037 | 0.3990 | 0.7981 | 0.7981 | nan | 0.7981 | 0.0 | 0.7981 |
|
| 369 |
+
| 0.2687 | 7.1543 | 6260 | 0.2054 | 0.4045 | 0.8090 | 0.8090 | nan | 0.8090 | 0.0 | 0.8090 |
|
| 370 |
+
| 0.16 | 7.1771 | 6280 | 0.2044 | 0.4089 | 0.8178 | 0.8178 | nan | 0.8178 | 0.0 | 0.8178 |
|
| 371 |
+
| 0.2071 | 7.2 | 6300 | 0.2044 | 0.4096 | 0.8192 | 0.8192 | nan | 0.8192 | 0.0 | 0.8192 |
|
| 372 |
+
| 0.2443 | 7.2229 | 6320 | 0.2033 | 0.3925 | 0.7850 | 0.7850 | nan | 0.7850 | 0.0 | 0.7850 |
|
| 373 |
+
| 0.1742 | 7.2457 | 6340 | 0.2044 | 0.4072 | 0.8144 | 0.8144 | nan | 0.8144 | 0.0 | 0.8144 |
|
| 374 |
+
| 0.1646 | 7.2686 | 6360 | 0.2036 | 0.4036 | 0.8073 | 0.8073 | nan | 0.8073 | 0.0 | 0.8073 |
|
| 375 |
+
| 0.1823 | 7.2914 | 6380 | 0.2051 | 0.3949 | 0.7898 | 0.7898 | nan | 0.7898 | 0.0 | 0.7898 |
|
| 376 |
+
| 0.1669 | 7.3143 | 6400 | 0.2041 | 0.3958 | 0.7916 | 0.7916 | nan | 0.7916 | 0.0 | 0.7916 |
|
| 377 |
+
| 0.2249 | 7.3371 | 6420 | 0.2044 | 0.4040 | 0.8080 | 0.8080 | nan | 0.8080 | 0.0 | 0.8080 |
|
| 378 |
+
| 0.2157 | 7.36 | 6440 | 0.2034 | 0.3909 | 0.7818 | 0.7818 | nan | 0.7818 | 0.0 | 0.7818 |
|
| 379 |
+
| 0.181 | 7.3829 | 6460 | 0.2039 | 0.3966 | 0.7932 | 0.7932 | nan | 0.7932 | 0.0 | 0.7932 |
|
| 380 |
+
| 0.286 | 7.4057 | 6480 | 0.2048 | 0.3937 | 0.7873 | 0.7873 | nan | 0.7873 | 0.0 | 0.7873 |
|
| 381 |
+
| 0.237 | 7.4286 | 6500 | 0.2047 | 0.3935 | 0.7869 | 0.7869 | nan | 0.7869 | 0.0 | 0.7869 |
|
| 382 |
+
| 0.2097 | 7.4514 | 6520 | 0.2045 | 0.4028 | 0.8056 | 0.8056 | nan | 0.8056 | 0.0 | 0.8056 |
|
| 383 |
+
| 0.1926 | 7.4743 | 6540 | 0.2046 | 0.4071 | 0.8143 | 0.8143 | nan | 0.8143 | 0.0 | 0.8143 |
|
| 384 |
+
| 0.2316 | 7.4971 | 6560 | 0.2032 | 0.3838 | 0.7677 | 0.7677 | nan | 0.7677 | 0.0 | 0.7677 |
|
| 385 |
+
| 0.1909 | 7.52 | 6580 | 0.2034 | 0.4042 | 0.8084 | 0.8084 | nan | 0.8084 | 0.0 | 0.8084 |
|
| 386 |
+
| 0.1948 | 7.5429 | 6600 | 0.2038 | 0.3967 | 0.7934 | 0.7934 | nan | 0.7934 | 0.0 | 0.7934 |
|
| 387 |
+
| 0.2574 | 7.5657 | 6620 | 0.2067 | 0.4060 | 0.8121 | 0.8121 | nan | 0.8121 | 0.0 | 0.8121 |
|
| 388 |
+
| 0.2035 | 7.5886 | 6640 | 0.2037 | 0.4008 | 0.8016 | 0.8016 | nan | 0.8016 | 0.0 | 0.8016 |
|
| 389 |
+
| 0.2217 | 7.6114 | 6660 | 0.2031 | 0.3916 | 0.7832 | 0.7832 | nan | 0.7832 | 0.0 | 0.7832 |
|
| 390 |
+
| 0.1939 | 7.6343 | 6680 | 0.2040 | 0.3986 | 0.7972 | 0.7972 | nan | 0.7972 | 0.0 | 0.7972 |
|
| 391 |
+
| 0.2075 | 7.6571 | 6700 | 0.2108 | 0.4202 | 0.8403 | 0.8403 | nan | 0.8403 | 0.0 | 0.8403 |
|
| 392 |
+
| 0.1827 | 7.68 | 6720 | 0.2048 | 0.4053 | 0.8106 | 0.8106 | nan | 0.8106 | 0.0 | 0.8106 |
|
| 393 |
+
| 0.1564 | 7.7029 | 6740 | 0.2056 | 0.4090 | 0.8179 | 0.8179 | nan | 0.8179 | 0.0 | 0.8179 |
|
| 394 |
+
| 0.1668 | 7.7257 | 6760 | 0.2087 | 0.4213 | 0.8426 | 0.8426 | nan | 0.8426 | 0.0 | 0.8426 |
|
| 395 |
+
| 0.1737 | 7.7486 | 6780 | 0.2042 | 0.4022 | 0.8044 | 0.8044 | nan | 0.8044 | 0.0 | 0.8044 |
|
| 396 |
+
| 0.2934 | 7.7714 | 6800 | 0.2050 | 0.4032 | 0.8063 | 0.8063 | nan | 0.8063 | 0.0 | 0.8063 |
|
| 397 |
+
| 0.2189 | 7.7943 | 6820 | 0.2036 | 0.3973 | 0.7946 | 0.7946 | nan | 0.7946 | 0.0 | 0.7946 |
|
| 398 |
+
| 0.1942 | 7.8171 | 6840 | 0.2080 | 0.4137 | 0.8274 | 0.8274 | nan | 0.8274 | 0.0 | 0.8274 |
|
| 399 |
+
| 0.2381 | 7.84 | 6860 | 0.2092 | 0.4131 | 0.8262 | 0.8262 | nan | 0.8262 | 0.0 | 0.8262 |
|
| 400 |
+
| 0.1966 | 7.8629 | 6880 | 0.2035 | 0.3992 | 0.7985 | 0.7985 | nan | 0.7985 | 0.0 | 0.7985 |
|
| 401 |
+
| 0.2332 | 7.8857 | 6900 | 0.2038 | 0.4022 | 0.8044 | 0.8044 | nan | 0.8044 | 0.0 | 0.8044 |
|
| 402 |
+
| 0.2016 | 7.9086 | 6920 | 0.2028 | 0.3836 | 0.7672 | 0.7672 | nan | 0.7672 | 0.0 | 0.7672 |
|
| 403 |
+
| 0.1371 | 7.9314 | 6940 | 0.2034 | 0.3992 | 0.7985 | 0.7985 | nan | 0.7985 | 0.0 | 0.7985 |
|
| 404 |
+
| 0.1664 | 7.9543 | 6960 | 0.2059 | 0.4086 | 0.8172 | 0.8172 | nan | 0.8172 | 0.0 | 0.8172 |
|
| 405 |
+
| 0.2215 | 7.9771 | 6980 | 0.2024 | 0.3901 | 0.7802 | 0.7802 | nan | 0.7802 | 0.0 | 0.7802 |
|
| 406 |
+
| 0.2117 | 8.0 | 7000 | 0.2024 | 0.3849 | 0.7698 | 0.7698 | nan | 0.7698 | 0.0 | 0.7698 |
|
| 407 |
+
| 0.2173 | 8.0229 | 7020 | 0.2050 | 0.4128 | 0.8257 | 0.8257 | nan | 0.8257 | 0.0 | 0.8257 |
|
| 408 |
+
| 0.2474 | 8.0457 | 7040 | 0.2079 | 0.4178 | 0.8355 | 0.8355 | nan | 0.8355 | 0.0 | 0.8355 |
|
| 409 |
+
| 0.2099 | 8.0686 | 7060 | 0.2024 | 0.3940 | 0.7880 | 0.7880 | nan | 0.7880 | 0.0 | 0.7880 |
|
| 410 |
+
| 0.1755 | 8.0914 | 7080 | 0.2024 | 0.3897 | 0.7793 | 0.7793 | nan | 0.7793 | 0.0 | 0.7793 |
|
| 411 |
+
| 0.1697 | 8.1143 | 7100 | 0.2049 | 0.4080 | 0.8159 | 0.8159 | nan | 0.8159 | 0.0 | 0.8159 |
|
| 412 |
+
| 0.1953 | 8.1371 | 7120 | 0.2050 | 0.4103 | 0.8205 | 0.8205 | nan | 0.8205 | 0.0 | 0.8205 |
|
| 413 |
+
| 0.2401 | 8.16 | 7140 | 0.2033 | 0.4059 | 0.8118 | 0.8118 | nan | 0.8118 | 0.0 | 0.8118 |
|
| 414 |
+
| 0.2144 | 8.1829 | 7160 | 0.2023 | 0.3992 | 0.7985 | 0.7985 | nan | 0.7985 | 0.0 | 0.7985 |
|
| 415 |
+
| 0.1708 | 8.2057 | 7180 | 0.2043 | 0.4102 | 0.8204 | 0.8204 | nan | 0.8204 | 0.0 | 0.8204 |
|
| 416 |
+
| 0.1887 | 8.2286 | 7200 | 0.2072 | 0.4171 | 0.8342 | 0.8342 | nan | 0.8342 | 0.0 | 0.8342 |
|
| 417 |
+
| 0.1574 | 8.2514 | 7220 | 0.2021 | 0.4001 | 0.8002 | 0.8002 | nan | 0.8002 | 0.0 | 0.8002 |
|
| 418 |
+
| 0.1989 | 8.2743 | 7240 | 0.2020 | 0.3888 | 0.7776 | 0.7776 | nan | 0.7776 | 0.0 | 0.7776 |
|
| 419 |
+
| 0.2273 | 8.2971 | 7260 | 0.2028 | 0.4009 | 0.8018 | 0.8018 | nan | 0.8018 | 0.0 | 0.8018 |
|
| 420 |
+
| 0.1818 | 8.32 | 7280 | 0.2042 | 0.4093 | 0.8186 | 0.8186 | nan | 0.8186 | 0.0 | 0.8186 |
|
| 421 |
+
| 0.3099 | 8.3429 | 7300 | 0.2033 | 0.4029 | 0.8058 | 0.8058 | nan | 0.8058 | 0.0 | 0.8058 |
|
| 422 |
+
| 0.1522 | 8.3657 | 7320 | 0.2020 | 0.3862 | 0.7724 | 0.7724 | nan | 0.7724 | 0.0 | 0.7724 |
|
| 423 |
+
| 0.1759 | 8.3886 | 7340 | 0.2017 | 0.3886 | 0.7772 | 0.7772 | nan | 0.7772 | 0.0 | 0.7772 |
|
| 424 |
+
| 0.2016 | 8.4114 | 7360 | 0.2028 | 0.4022 | 0.8044 | 0.8044 | nan | 0.8044 | 0.0 | 0.8044 |
|
| 425 |
+
| 0.1715 | 8.4343 | 7380 | 0.2019 | 0.3954 | 0.7907 | 0.7907 | nan | 0.7907 | 0.0 | 0.7907 |
|
| 426 |
+
| 0.2406 | 8.4571 | 7400 | 0.2039 | 0.4050 | 0.8100 | 0.8100 | nan | 0.8100 | 0.0 | 0.8100 |
|
| 427 |
+
| 0.1823 | 8.48 | 7420 | 0.2027 | 0.4047 | 0.8095 | 0.8095 | nan | 0.8095 | 0.0 | 0.8095 |
|
| 428 |
+
| 0.2561 | 8.5029 | 7440 | 0.2023 | 0.3988 | 0.7977 | 0.7977 | nan | 0.7977 | 0.0 | 0.7977 |
|
| 429 |
+
| 0.2119 | 8.5257 | 7460 | 0.2017 | 0.3895 | 0.7791 | 0.7791 | nan | 0.7791 | 0.0 | 0.7791 |
|
| 430 |
+
| 0.1411 | 8.5486 | 7480 | 0.2019 | 0.3857 | 0.7714 | 0.7714 | nan | 0.7714 | 0.0 | 0.7714 |
|
| 431 |
+
| 0.2353 | 8.5714 | 7500 | 0.2024 | 0.3940 | 0.7881 | 0.7881 | nan | 0.7881 | 0.0 | 0.7881 |
|
| 432 |
+
| 0.2198 | 8.5943 | 7520 | 0.2029 | 0.3770 | 0.7540 | 0.7540 | nan | 0.7540 | 0.0 | 0.7540 |
|
| 433 |
+
| 0.2058 | 8.6171 | 7540 | 0.2041 | 0.4071 | 0.8143 | 0.8143 | nan | 0.8143 | 0.0 | 0.8143 |
|
| 434 |
+
| 0.1875 | 8.64 | 7560 | 0.2029 | 0.4059 | 0.8117 | 0.8117 | nan | 0.8117 | 0.0 | 0.8117 |
|
| 435 |
+
| 0.2942 | 8.6629 | 7580 | 0.2021 | 0.3971 | 0.7943 | 0.7943 | nan | 0.7943 | 0.0 | 0.7943 |
|
| 436 |
+
| 0.1835 | 8.6857 | 7600 | 0.2036 | 0.4048 | 0.8097 | 0.8097 | nan | 0.8097 | 0.0 | 0.8097 |
|
| 437 |
+
| 0.143 | 8.7086 | 7620 | 0.2023 | 0.4028 | 0.8055 | 0.8055 | nan | 0.8055 | 0.0 | 0.8055 |
|
| 438 |
+
| 0.2056 | 8.7314 | 7640 | 0.2019 | 0.4008 | 0.8016 | 0.8016 | nan | 0.8016 | 0.0 | 0.8016 |
|
| 439 |
+
| 0.1879 | 8.7543 | 7660 | 0.2023 | 0.4016 | 0.8031 | 0.8031 | nan | 0.8031 | 0.0 | 0.8031 |
|
| 440 |
+
| 0.3519 | 8.7771 | 7680 | 0.2028 | 0.4026 | 0.8052 | 0.8052 | nan | 0.8052 | 0.0 | 0.8052 |
|
| 441 |
+
| 0.162 | 8.8 | 7700 | 0.2021 | 0.4009 | 0.8018 | 0.8018 | nan | 0.8018 | 0.0 | 0.8018 |
|
| 442 |
+
| 0.2147 | 8.8229 | 7720 | 0.2030 | 0.4033 | 0.8066 | 0.8066 | nan | 0.8066 | 0.0 | 0.8066 |
|
| 443 |
+
| 0.2814 | 8.8457 | 7740 | 0.2048 | 0.4086 | 0.8171 | 0.8171 | nan | 0.8171 | 0.0 | 0.8171 |
|
| 444 |
+
| 0.1707 | 8.8686 | 7760 | 0.2030 | 0.4049 | 0.8097 | 0.8097 | nan | 0.8097 | 0.0 | 0.8097 |
|
| 445 |
+
| 0.1776 | 8.8914 | 7780 | 0.2034 | 0.4069 | 0.8138 | 0.8138 | nan | 0.8138 | 0.0 | 0.8138 |
|
| 446 |
+
| 0.172 | 8.9143 | 7800 | 0.2045 | 0.4098 | 0.8196 | 0.8196 | nan | 0.8196 | 0.0 | 0.8196 |
|
| 447 |
+
| 0.2679 | 8.9371 | 7820 | 0.2063 | 0.4141 | 0.8283 | 0.8283 | nan | 0.8283 | 0.0 | 0.8283 |
|
| 448 |
+
| 0.2491 | 8.96 | 7840 | 0.2063 | 0.4147 | 0.8294 | 0.8294 | nan | 0.8294 | 0.0 | 0.8294 |
|
| 449 |
+
| 0.2114 | 8.9829 | 7860 | 0.2025 | 0.3997 | 0.7995 | 0.7995 | nan | 0.7995 | 0.0 | 0.7995 |
|
| 450 |
+
| 0.2507 | 9.0057 | 7880 | 0.2022 | 0.3979 | 0.7959 | 0.7959 | nan | 0.7959 | 0.0 | 0.7959 |
|
| 451 |
+
| 0.2157 | 9.0286 | 7900 | 0.2045 | 0.4059 | 0.8118 | 0.8118 | nan | 0.8118 | 0.0 | 0.8118 |
|
| 452 |
+
| 0.1621 | 9.0514 | 7920 | 0.2058 | 0.4117 | 0.8235 | 0.8235 | nan | 0.8235 | 0.0 | 0.8235 |
|
| 453 |
+
| 0.1831 | 9.0743 | 7940 | 0.2046 | 0.4085 | 0.8169 | 0.8169 | nan | 0.8169 | 0.0 | 0.8169 |
|
| 454 |
+
| 0.1893 | 9.0971 | 7960 | 0.2027 | 0.4016 | 0.8032 | 0.8032 | nan | 0.8032 | 0.0 | 0.8032 |
|
| 455 |
+
| 0.2123 | 9.12 | 7980 | 0.2021 | 0.3996 | 0.7993 | 0.7993 | nan | 0.7993 | 0.0 | 0.7993 |
|
| 456 |
+
| 0.161 | 9.1429 | 8000 | 0.2016 | 0.3913 | 0.7827 | 0.7827 | nan | 0.7827 | 0.0 | 0.7827 |
|
| 457 |
+
| 0.1824 | 9.1657 | 8020 | 0.2016 | 0.3913 | 0.7826 | 0.7826 | nan | 0.7826 | 0.0 | 0.7826 |
|
| 458 |
+
| 0.2069 | 9.1886 | 8040 | 0.2020 | 0.3957 | 0.7915 | 0.7915 | nan | 0.7915 | 0.0 | 0.7915 |
|
| 459 |
+
| 0.202 | 9.2114 | 8060 | 0.2022 | 0.3981 | 0.7963 | 0.7963 | nan | 0.7963 | 0.0 | 0.7963 |
|
| 460 |
+
| 0.1905 | 9.2343 | 8080 | 0.2023 | 0.3988 | 0.7977 | 0.7977 | nan | 0.7977 | 0.0 | 0.7977 |
|
| 461 |
+
| 0.306 | 9.2571 | 8100 | 0.2017 | 0.3967 | 0.7934 | 0.7934 | nan | 0.7934 | 0.0 | 0.7934 |
|
| 462 |
+
| 0.2304 | 9.28 | 8120 | 0.2031 | 0.4062 | 0.8124 | 0.8124 | nan | 0.8124 | 0.0 | 0.8124 |
|
| 463 |
+
| 0.1901 | 9.3029 | 8140 | 0.2026 | 0.4047 | 0.8093 | 0.8093 | nan | 0.8093 | 0.0 | 0.8093 |
|
| 464 |
+
| 0.1959 | 9.3257 | 8160 | 0.2038 | 0.4077 | 0.8155 | 0.8155 | nan | 0.8155 | 0.0 | 0.8155 |
|
| 465 |
+
| 0.1728 | 9.3486 | 8180 | 0.2029 | 0.4032 | 0.8065 | 0.8065 | nan | 0.8065 | 0.0 | 0.8065 |
|
| 466 |
+
| 0.1684 | 9.3714 | 8200 | 0.2031 | 0.4054 | 0.8108 | 0.8108 | nan | 0.8108 | 0.0 | 0.8108 |
|
| 467 |
+
| 0.2817 | 9.3943 | 8220 | 0.2038 | 0.4076 | 0.8152 | 0.8152 | nan | 0.8152 | 0.0 | 0.8152 |
|
| 468 |
+
| 0.146 | 9.4171 | 8240 | 0.2036 | 0.4059 | 0.8119 | 0.8119 | nan | 0.8119 | 0.0 | 0.8119 |
|
| 469 |
+
| 0.1935 | 9.44 | 8260 | 0.2024 | 0.4003 | 0.8006 | 0.8006 | nan | 0.8006 | 0.0 | 0.8006 |
|
| 470 |
+
| 0.1704 | 9.4629 | 8280 | 0.2028 | 0.4006 | 0.8012 | 0.8012 | nan | 0.8012 | 0.0 | 0.8012 |
|
| 471 |
+
| 0.1684 | 9.4857 | 8300 | 0.2026 | 0.3989 | 0.7979 | 0.7979 | nan | 0.7979 | 0.0 | 0.7979 |
|
| 472 |
+
| 0.1764 | 9.5086 | 8320 | 0.2023 | 0.3971 | 0.7943 | 0.7943 | nan | 0.7943 | 0.0 | 0.7943 |
|
| 473 |
+
| 0.1695 | 9.5314 | 8340 | 0.2025 | 0.3995 | 0.7990 | 0.7990 | nan | 0.7990 | 0.0 | 0.7990 |
|
| 474 |
+
| 0.1874 | 9.5543 | 8360 | 0.2029 | 0.4004 | 0.8007 | 0.8007 | nan | 0.8007 | 0.0 | 0.8007 |
|
| 475 |
+
| 0.1865 | 9.5771 | 8380 | 0.2035 | 0.4022 | 0.8044 | 0.8044 | nan | 0.8044 | 0.0 | 0.8044 |
|
| 476 |
+
| 0.2105 | 9.6 | 8400 | 0.2029 | 0.3996 | 0.7992 | 0.7992 | nan | 0.7992 | 0.0 | 0.7992 |
|
| 477 |
+
| 0.1894 | 9.6229 | 8420 | 0.2041 | 0.4034 | 0.8069 | 0.8069 | nan | 0.8069 | 0.0 | 0.8069 |
|
| 478 |
+
| 0.2395 | 9.6457 | 8440 | 0.2030 | 0.3991 | 0.7982 | 0.7982 | nan | 0.7982 | 0.0 | 0.7982 |
|
| 479 |
+
| 0.2059 | 9.6686 | 8460 | 0.2028 | 0.3962 | 0.7924 | 0.7924 | nan | 0.7924 | 0.0 | 0.7924 |
|
| 480 |
+
| 0.251 | 9.6914 | 8480 | 0.2034 | 0.3997 | 0.7994 | 0.7994 | nan | 0.7994 | 0.0 | 0.7994 |
|
| 481 |
+
| 0.1684 | 9.7143 | 8500 | 0.2037 | 0.4030 | 0.8059 | 0.8059 | nan | 0.8059 | 0.0 | 0.8059 |
|
| 482 |
+
| 0.1932 | 9.7371 | 8520 | 0.2031 | 0.4011 | 0.8022 | 0.8022 | nan | 0.8022 | 0.0 | 0.8022 |
|
| 483 |
+
| 0.237 | 9.76 | 8540 | 0.2032 | 0.4010 | 0.8020 | 0.8020 | nan | 0.8020 | 0.0 | 0.8020 |
|
| 484 |
+
| 0.2152 | 9.7829 | 8560 | 0.2036 | 0.4033 | 0.8065 | 0.8065 | nan | 0.8065 | 0.0 | 0.8065 |
|
| 485 |
+
| 0.1775 | 9.8057 | 8580 | 0.2051 | 0.4075 | 0.8150 | 0.8150 | nan | 0.8150 | 0.0 | 0.8150 |
|
| 486 |
+
| 0.2065 | 9.8286 | 8600 | 0.2029 | 0.4011 | 0.8022 | 0.8022 | nan | 0.8022 | 0.0 | 0.8022 |
|
| 487 |
+
| 0.1781 | 9.8514 | 8620 | 0.2030 | 0.4009 | 0.8018 | 0.8018 | nan | 0.8018 | 0.0 | 0.8018 |
|
| 488 |
+
| 0.2251 | 9.8743 | 8640 | 0.2026 | 0.3996 | 0.7991 | 0.7991 | nan | 0.7991 | 0.0 | 0.7991 |
|
| 489 |
+
| 0.2207 | 9.8971 | 8660 | 0.2023 | 0.3978 | 0.7956 | 0.7956 | nan | 0.7956 | 0.0 | 0.7956 |
|
| 490 |
+
| 0.1679 | 9.92 | 8680 | 0.2028 | 0.4006 | 0.8012 | 0.8012 | nan | 0.8012 | 0.0 | 0.8012 |
|
| 491 |
+
| 0.2448 | 9.9429 | 8700 | 0.2025 | 0.3992 | 0.7985 | 0.7985 | nan | 0.7985 | 0.0 | 0.7985 |
|
| 492 |
+
| 0.1716 | 9.9657 | 8720 | 0.2023 | 0.3979 | 0.7958 | 0.7958 | nan | 0.7958 | 0.0 | 0.7958 |
|
| 493 |
+
| 0.1754 | 9.9886 | 8740 | 0.2021 | 0.3969 | 0.7938 | 0.7938 | nan | 0.7938 | 0.0 | 0.7938 |
|
| 494 |
+
|
| 495 |
+
|
| 496 |
+
### Framework versions
|
| 497 |
+
|
| 498 |
+
- Transformers 4.47.1
|
| 499 |
+
- Pytorch 2.5.1+cu121
|
| 500 |
+
- Datasets 3.2.0
|
| 501 |
+
- Tokenizers 0.21.0
|
config.json
ADDED
|
@@ -0,0 +1,78 @@
|
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|
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|
|
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|
|
|
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|
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|
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|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "nvidia/segformer-b0-finetuned-ade-512-512",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SegformerForSemanticSegmentation"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"classifier_dropout_prob": 0.1,
|
| 8 |
+
"decoder_hidden_size": 256,
|
| 9 |
+
"depths": [
|
| 10 |
+
2,
|
| 11 |
+
2,
|
| 12 |
+
2,
|
| 13 |
+
2
|
| 14 |
+
],
|
| 15 |
+
"downsampling_rates": [
|
| 16 |
+
1,
|
| 17 |
+
4,
|
| 18 |
+
8,
|
| 19 |
+
16
|
| 20 |
+
],
|
| 21 |
+
"drop_path_rate": 0.1,
|
| 22 |
+
"hidden_act": "gelu",
|
| 23 |
+
"hidden_dropout_prob": 0.0,
|
| 24 |
+
"hidden_sizes": [
|
| 25 |
+
32,
|
| 26 |
+
64,
|
| 27 |
+
160,
|
| 28 |
+
256
|
| 29 |
+
],
|
| 30 |
+
"id2label": {
|
| 31 |
+
"0": "not water",
|
| 32 |
+
"1": "waters"
|
| 33 |
+
},
|
| 34 |
+
"image_size": 224,
|
| 35 |
+
"initializer_range": 0.02,
|
| 36 |
+
"label2id": {
|
| 37 |
+
"not water": 0,
|
| 38 |
+
"waters": 1
|
| 39 |
+
},
|
| 40 |
+
"layer_norm_eps": 1e-06,
|
| 41 |
+
"mlp_ratios": [
|
| 42 |
+
4,
|
| 43 |
+
4,
|
| 44 |
+
4,
|
| 45 |
+
4
|
| 46 |
+
],
|
| 47 |
+
"model_type": "segformer",
|
| 48 |
+
"num_attention_heads": [
|
| 49 |
+
1,
|
| 50 |
+
2,
|
| 51 |
+
5,
|
| 52 |
+
8
|
| 53 |
+
],
|
| 54 |
+
"num_channels": 3,
|
| 55 |
+
"num_encoder_blocks": 4,
|
| 56 |
+
"patch_sizes": [
|
| 57 |
+
7,
|
| 58 |
+
3,
|
| 59 |
+
3,
|
| 60 |
+
3
|
| 61 |
+
],
|
| 62 |
+
"reshape_last_stage": true,
|
| 63 |
+
"semantic_loss_ignore_index": 255,
|
| 64 |
+
"sr_ratios": [
|
| 65 |
+
8,
|
| 66 |
+
4,
|
| 67 |
+
2,
|
| 68 |
+
1
|
| 69 |
+
],
|
| 70 |
+
"strides": [
|
| 71 |
+
4,
|
| 72 |
+
2,
|
| 73 |
+
2,
|
| 74 |
+
2
|
| 75 |
+
],
|
| 76 |
+
"torch_dtype": "float32",
|
| 77 |
+
"transformers_version": "4.47.1"
|
| 78 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c4bf1f8938549eaa69eabfd0eeb582901ccb65299ec52133f65a715017999d11
|
| 3 |
+
size 14884776
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_reduce_labels": true,
|
| 4 |
+
"do_rescale": true,
|
| 5 |
+
"do_resize": true,
|
| 6 |
+
"image_mean": [
|
| 7 |
+
0.485,
|
| 8 |
+
0.456,
|
| 9 |
+
0.406
|
| 10 |
+
],
|
| 11 |
+
"image_processor_type": "SegformerImageProcessor",
|
| 12 |
+
"image_std": [
|
| 13 |
+
0.229,
|
| 14 |
+
0.224,
|
| 15 |
+
0.225
|
| 16 |
+
],
|
| 17 |
+
"resample": 2,
|
| 18 |
+
"rescale_factor": 0.00392156862745098,
|
| 19 |
+
"size": {
|
| 20 |
+
"height": 512,
|
| 21 |
+
"width": 512
|
| 22 |
+
}
|
| 23 |
+
}
|
runs/Dec27_15-19-56_88362e8c38af/events.out.tfevents.1735312811.88362e8c38af.727.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bd9cc9180f7839b8cf3db29239a3a88d196b8b0e67d3b3bc81f1d74b97dedc2b
|
| 3 |
+
size 17281
|
runs/Dec27_15-19-56_88362e8c38af/events.out.tfevents.1735312848.88362e8c38af.727.1
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fc41aba5508f356aa29e01a4d8561431e931b8fe2ca86f235e728836467e35d9
|
| 3 |
+
size 9821
|
runs/Dec27_15-21-56_88362e8c38af/events.out.tfevents.1735312929.88362e8c38af.727.2
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4df00820ba2111a459b17468ef99658bd1fe4fba196aabc034dbfef3f1646519
|
| 3 |
+
size 2145370
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1cfbc59c30959a179b0a3362f520eb8640f3d03ed1afcd7cf35cbfc1d440afc2
|
| 3 |
+
size 5432
|