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---
library_name: transformers
license: apache-2.0
base_model: facebook/detr-resnet-50-dc5
tags:
- generated_from_trainer
model-index:
- name: detr-resnet-50-dc5-ano
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# detr-resnet-50-dc5-ano
This model is a fine-tuned version of [facebook/detr-resnet-50-dc5](https://huggingface.co/facebook/detr-resnet-50-dc5) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 1.0928
- Map: 0.2104
- Map 50: 0.462
- Map 75: 0.1556
- Map Small: 0.2131
- Map Medium: 0.2995
- Map Large: -1.0
- Mar 1: 0.065
- Mar 10: 0.2862
- Mar 100: 0.4225
- Mar Small: 0.424
- Mar Medium: 0.3929
- Mar Large: -1.0
- Map Trophozoite: 0.032
- Mar 100 Trophozoite: 0.3135
- Map Wbc: 0.3889
- Mar 100 Wbc: 0.5315
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- training_steps: 10000
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Trophozoite | Mar 100 Trophozoite | Map Wbc | Mar 100 Wbc |
|:-------------:|:-------:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:---------------:|:-------------------:|:-------:|:-----------:|
| 2.62 | 0.1078 | 50 | 2.1271 | 0.0042 | 0.0131 | 0.0019 | 0.0042 | 0.0155 | -1.0 | 0.0062 | 0.0447 | 0.1115 | 0.1109 | 0.1214 | -1.0 | 0.005 | 0.1545 | 0.0034 | 0.0685 |
| 2.4526 | 0.2155 | 100 | 2.0394 | 0.0049 | 0.0165 | 0.0014 | 0.0049 | 0.0372 | -1.0 | 0.0061 | 0.0369 | 0.1148 | 0.1138 | 0.1357 | -1.0 | 0.0073 | 0.1877 | 0.0026 | 0.0419 |
| 1.9677 | 0.3233 | 150 | 1.9835 | 0.0059 | 0.0193 | 0.0022 | 0.0058 | 0.0453 | -1.0 | 0.0071 | 0.0353 | 0.1178 | 0.1167 | 0.1357 | -1.0 | 0.0086 | 0.2018 | 0.0032 | 0.0337 |
| 2.5926 | 0.4310 | 200 | 1.9593 | 0.0072 | 0.0236 | 0.0027 | 0.0068 | 0.0614 | -1.0 | 0.0068 | 0.0262 | 0.1156 | 0.1148 | 0.0929 | -1.0 | 0.0104 | 0.2154 | 0.0039 | 0.0158 |
| 1.8831 | 0.5388 | 250 | 1.9354 | 0.0086 | 0.0252 | 0.005 | 0.0081 | 0.0626 | -1.0 | 0.0093 | 0.0294 | 0.1237 | 0.1226 | 0.1286 | -1.0 | 0.0107 | 0.2271 | 0.0065 | 0.0203 |
| 1.7079 | 0.6466 | 300 | 1.9019 | 0.0087 | 0.0277 | 0.0031 | 0.0086 | 0.0713 | -1.0 | 0.0105 | 0.0294 | 0.1281 | 0.1268 | 0.15 | -1.0 | 0.0105 | 0.2292 | 0.0069 | 0.0269 |
| 2.1389 | 0.7543 | 350 | 1.8507 | 0.0135 | 0.0378 | 0.0057 | 0.0134 | 0.048 | -1.0 | 0.017 | 0.0465 | 0.147 | 0.1463 | 0.1286 | -1.0 | 0.011 | 0.235 | 0.016 | 0.059 |
| 2.3653 | 0.8621 | 400 | 1.8474 | 0.0173 | 0.0456 | 0.0103 | 0.0169 | 0.1147 | -1.0 | 0.0222 | 0.0557 | 0.1534 | 0.1529 | 0.1214 | -1.0 | 0.0136 | 0.2336 | 0.021 | 0.0731 |
| 1.866 | 0.9698 | 450 | 1.8293 | 0.0282 | 0.0677 | 0.0197 | 0.0278 | 0.1387 | -1.0 | 0.0331 | 0.0893 | 0.1938 | 0.1936 | 0.1714 | -1.0 | 0.0126 | 0.242 | 0.0439 | 0.1456 |
| 2.0982 | 1.0776 | 500 | 1.8596 | 0.0337 | 0.0776 | 0.0256 | 0.0336 | 0.1432 | -1.0 | 0.0355 | 0.0986 | 0.2035 | 0.2034 | 0.1929 | -1.0 | 0.0088 | 0.2267 | 0.0587 | 0.1804 |
| 1.5012 | 1.1853 | 550 | 1.7823 | 0.0355 | 0.0848 | 0.0242 | 0.0354 | 0.1608 | -1.0 | 0.0365 | 0.1135 | 0.2235 | 0.2228 | 0.2714 | -1.0 | 0.0104 | 0.2433 | 0.0606 | 0.2036 |
| 2.2179 | 1.2931 | 600 | 1.7600 | 0.0456 | 0.1073 | 0.0309 | 0.046 | 0.1035 | -1.0 | 0.0416 | 0.1439 | 0.2612 | 0.2604 | 0.35 | -1.0 | 0.0106 | 0.2499 | 0.0806 | 0.2725 |
| 1.9926 | 1.4009 | 650 | 1.6850 | 0.0535 | 0.1172 | 0.0402 | 0.0535 | 0.1301 | -1.0 | 0.0449 | 0.154 | 0.2803 | 0.2791 | 0.4071 | -1.0 | 0.012 | 0.2692 | 0.0949 | 0.2914 |
| 1.5461 | 1.5086 | 700 | 1.6928 | 0.061 | 0.1339 | 0.0481 | 0.0619 | 0.1446 | -1.0 | 0.0441 | 0.1662 | 0.2923 | 0.2917 | 0.3857 | -1.0 | 0.0104 | 0.2542 | 0.1116 | 0.3304 |
| 1.6376 | 1.6164 | 750 | 1.7107 | 0.0754 | 0.1674 | 0.0565 | 0.0763 | 0.1474 | -1.0 | 0.047 | 0.1771 | 0.3048 | 0.3044 | 0.4071 | -1.0 | 0.0096 | 0.2472 | 0.1412 | 0.3625 |
| 1.7446 | 1.7241 | 800 | 1.6416 | 0.0883 | 0.1997 | 0.0607 | 0.0899 | 0.1329 | -1.0 | 0.0494 | 0.2006 | 0.364 | 0.3643 | 0.4429 | -1.0 | 0.0108 | 0.261 | 0.1658 | 0.467 |
| 1.6513 | 1.8319 | 850 | 1.5899 | 0.0988 | 0.2155 | 0.0732 | 0.1003 | 0.1206 | -1.0 | 0.0523 | 0.2181 | 0.3856 | 0.387 | 0.3643 | -1.0 | 0.0118 | 0.2704 | 0.1857 | 0.5009 |
| 1.4462 | 1.9397 | 900 | 1.5681 | 0.1085 | 0.2465 | 0.0751 | 0.1098 | 0.1331 | -1.0 | 0.0523 | 0.2198 | 0.3817 | 0.384 | 0.2714 | -1.0 | 0.0116 | 0.2694 | 0.2054 | 0.4939 |
| 2.1774 | 2.0474 | 950 | 1.5550 | 0.1235 | 0.2747 | 0.0904 | 0.1251 | 0.1514 | -1.0 | 0.0535 | 0.2272 | 0.3895 | 0.3918 | 0.2857 | -1.0 | 0.0116 | 0.2721 | 0.2354 | 0.507 |
| 1.4214 | 2.1552 | 1000 | 1.5505 | 0.134 | 0.3 | 0.0941 | 0.1376 | 0.1319 | -1.0 | 0.0549 | 0.2282 | 0.3844 | 0.3868 | 0.2643 | -1.0 | 0.0117 | 0.2677 | 0.2563 | 0.501 |
| 2.1869 | 2.2629 | 1050 | 1.5522 | 0.1381 | 0.3067 | 0.0917 | 0.1397 | 0.1458 | -1.0 | 0.0569 | 0.2313 | 0.3848 | 0.3875 | 0.2286 | -1.0 | 0.0145 | 0.2754 | 0.2617 | 0.4942 |
| 1.7756 | 2.3707 | 1100 | 1.5011 | 0.1473 | 0.326 | 0.1012 | 0.1489 | 0.215 | -1.0 | 0.0555 | 0.2375 | 0.4078 | 0.4105 | 0.2786 | -1.0 | 0.0156 | 0.2795 | 0.279 | 0.536 |
| 1.4246 | 2.4784 | 1150 | 1.4837 | 0.1435 | 0.3249 | 0.0988 | 0.1457 | 0.2315 | -1.0 | 0.0552 | 0.2368 | 0.4049 | 0.4071 | 0.3286 | -1.0 | 0.0164 | 0.2756 | 0.2706 | 0.5343 |
| 1.3888 | 2.5862 | 1200 | 1.4599 | 0.1495 | 0.3364 | 0.1006 | 0.1516 | 0.2003 | -1.0 | 0.057 | 0.2316 | 0.4016 | 0.4042 | 0.2786 | -1.0 | 0.0127 | 0.2828 | 0.2864 | 0.5205 |
| 1.4362 | 2.6940 | 1250 | 1.4548 | 0.1528 | 0.3524 | 0.1043 | 0.1543 | 0.2426 | -1.0 | 0.0557 | 0.2301 | 0.3902 | 0.3922 | 0.3143 | -1.0 | 0.0117 | 0.2728 | 0.2939 | 0.5076 |
| 1.3783 | 2.8017 | 1300 | 1.4243 | 0.1614 | 0.366 | 0.1027 | 0.1645 | 0.1674 | -1.0 | 0.0549 | 0.2372 | 0.3914 | 0.3941 | 0.25 | -1.0 | 0.0118 | 0.275 | 0.3109 | 0.5078 |
| 1.91 | 2.9095 | 1350 | 1.4263 | 0.1669 | 0.3804 | 0.1082 | 0.1698 | 0.2609 | -1.0 | 0.0574 | 0.2453 | 0.3907 | 0.3926 | 0.3357 | -1.0 | 0.0126 | 0.2656 | 0.3212 | 0.5158 |
| 1.3072 | 3.0172 | 1400 | 1.4192 | 0.1604 | 0.3835 | 0.0959 | 0.1616 | 0.2433 | -1.0 | 0.0539 | 0.2325 | 0.3726 | 0.3749 | 0.2643 | -1.0 | 0.0123 | 0.2587 | 0.3085 | 0.4865 |
| 1.469 | 3.125 | 1450 | 1.4252 | 0.1615 | 0.3796 | 0.1009 | 0.1638 | 0.2479 | -1.0 | 0.0546 | 0.2418 | 0.392 | 0.3941 | 0.3071 | -1.0 | 0.0134 | 0.282 | 0.3097 | 0.502 |
| 1.6321 | 3.2328 | 1500 | 1.4402 | 0.1609 | 0.3781 | 0.1006 | 0.1639 | 0.1707 | -1.0 | 0.0544 | 0.237 | 0.3739 | 0.3756 | 0.3214 | -1.0 | 0.0133 | 0.2665 | 0.3085 | 0.4812 |
| 2.4078 | 3.3405 | 1550 | 1.4123 | 0.166 | 0.3854 | 0.1034 | 0.1679 | 0.2461 | -1.0 | 0.06 | 0.2409 | 0.3824 | 0.384 | 0.3429 | -1.0 | 0.0143 | 0.2713 | 0.3178 | 0.4935 |
| 1.6876 | 3.4483 | 1600 | 1.4158 | 0.154 | 0.379 | 0.0945 | 0.1564 | 0.2257 | -1.0 | 0.0549 | 0.2246 | 0.3612 | 0.3622 | 0.3643 | -1.0 | 0.0127 | 0.2558 | 0.2953 | 0.4666 |
| 1.4312 | 3.5560 | 1650 | 1.4093 | 0.1547 | 0.3771 | 0.0897 | 0.1574 | 0.1988 | -1.0 | 0.0521 | 0.2261 | 0.3736 | 0.3748 | 0.3571 | -1.0 | 0.0117 | 0.2739 | 0.2976 | 0.4734 |
| 1.4903 | 3.6638 | 1700 | 1.4245 | 0.156 | 0.3771 | 0.093 | 0.1581 | 0.1942 | -1.0 | 0.0552 | 0.2267 | 0.3695 | 0.371 | 0.3214 | -1.0 | 0.011 | 0.2652 | 0.301 | 0.4737 |
| 2.1859 | 3.7716 | 1750 | 1.3713 | 0.1617 | 0.3844 | 0.096 | 0.1646 | 0.2027 | -1.0 | 0.0564 | 0.2344 | 0.3844 | 0.3857 | 0.3643 | -1.0 | 0.0129 | 0.2818 | 0.3105 | 0.4871 |
| 1.231 | 3.8793 | 1800 | 1.3659 | 0.1648 | 0.3866 | 0.1081 | 0.1673 | 0.2019 | -1.0 | 0.0554 | 0.2413 | 0.3937 | 0.3957 | 0.3143 | -1.0 | 0.0131 | 0.2834 | 0.3165 | 0.5041 |
| 1.454 | 3.9871 | 1850 | 1.3651 | 0.1554 | 0.3827 | 0.0921 | 0.1583 | 0.2076 | -1.0 | 0.0525 | 0.2355 | 0.3794 | 0.3807 | 0.3571 | -1.0 | 0.0137 | 0.274 | 0.2972 | 0.4847 |
| 2.4406 | 4.0948 | 1900 | 1.3590 | 0.1743 | 0.3987 | 0.1156 | 0.1761 | 0.2312 | -1.0 | 0.0579 | 0.2572 | 0.4066 | 0.408 | 0.3857 | -1.0 | 0.0172 | 0.2924 | 0.3313 | 0.5208 |
| 1.3729 | 4.2026 | 1950 | 1.3334 | 0.1734 | 0.391 | 0.1157 | 0.176 | 0.2015 | -1.0 | 0.0573 | 0.2529 | 0.4031 | 0.4054 | 0.3071 | -1.0 | 0.0158 | 0.278 | 0.3309 | 0.5282 |
| 2.1646 | 4.3103 | 2000 | 1.3248 | 0.1678 | 0.3922 | 0.1082 | 0.1712 | 0.2066 | -1.0 | 0.0536 | 0.2446 | 0.3884 | 0.3902 | 0.3286 | -1.0 | 0.0139 | 0.2727 | 0.3217 | 0.5041 |
| 1.9208 | 4.4181 | 2050 | 1.3258 | 0.1604 | 0.3891 | 0.0897 | 0.1641 | 0.1997 | -1.0 | 0.0568 | 0.2372 | 0.3779 | 0.3796 | 0.3214 | -1.0 | 0.0124 | 0.2639 | 0.3085 | 0.4919 |
| 1.0212 | 4.5259 | 2100 | 1.3385 | 0.1494 | 0.3737 | 0.0824 | 0.152 | 0.2085 | -1.0 | 0.053 | 0.2244 | 0.3661 | 0.3672 | 0.3643 | -1.0 | 0.0114 | 0.2623 | 0.2874 | 0.4699 |
| 2.1047 | 4.6336 | 2150 | 1.3190 | 0.1587 | 0.3711 | 0.1031 | 0.1609 | 0.1565 | -1.0 | 0.0515 | 0.2415 | 0.387 | 0.3896 | 0.25 | -1.0 | 0.0132 | 0.2693 | 0.3041 | 0.5047 |
| 1.3 | 4.7414 | 2200 | 1.2984 | 0.1682 | 0.3936 | 0.1054 | 0.1708 | 0.2185 | -1.0 | 0.0546 | 0.2415 | 0.3853 | 0.3869 | 0.3429 | -1.0 | 0.0139 | 0.2737 | 0.3226 | 0.4969 |
| 2.0957 | 4.8491 | 2250 | 1.3023 | 0.1581 | 0.377 | 0.1005 | 0.1616 | 0.1674 | -1.0 | 0.0529 | 0.2427 | 0.3802 | 0.3821 | 0.3143 | -1.0 | 0.0147 | 0.2653 | 0.3015 | 0.4951 |
| 1.1841 | 4.9569 | 2300 | 1.3213 | 0.1596 | 0.3899 | 0.0872 | 0.1636 | 0.1621 | -1.0 | 0.0563 | 0.24 | 0.3716 | 0.373 | 0.35 | -1.0 | 0.0158 | 0.2602 | 0.3033 | 0.483 |
| 1.5673 | 5.0647 | 2350 | 1.3002 | 0.169 | 0.3933 | 0.0998 | 0.1728 | 0.2203 | -1.0 | 0.0567 | 0.2554 | 0.3897 | 0.3914 | 0.35 | -1.0 | 0.0203 | 0.2706 | 0.3177 | 0.5089 |
| 2.2189 | 5.1724 | 2400 | 1.2900 | 0.1688 | 0.3994 | 0.0993 | 0.1725 | 0.1419 | -1.0 | 0.0566 | 0.2562 | 0.3928 | 0.3952 | 0.2786 | -1.0 | 0.0218 | 0.2801 | 0.3157 | 0.5055 |
| 2.2594 | 5.2802 | 2450 | 1.3065 | 0.1638 | 0.3892 | 0.0991 | 0.1688 | 0.1498 | -1.0 | 0.0553 | 0.2477 | 0.3757 | 0.3772 | 0.35 | -1.0 | 0.0157 | 0.2496 | 0.312 | 0.5017 |
| 1.245 | 5.3879 | 2500 | 1.2965 | 0.1631 | 0.4032 | 0.0854 | 0.1687 | 0.1485 | -1.0 | 0.0567 | 0.2439 | 0.3769 | 0.3781 | 0.3786 | -1.0 | 0.0168 | 0.2609 | 0.3093 | 0.4929 |
| 1.7621 | 5.4957 | 2550 | 1.3153 | 0.1705 | 0.4046 | 0.1072 | 0.1749 | 0.144 | -1.0 | 0.0553 | 0.2435 | 0.3868 | 0.3886 | 0.3286 | -1.0 | 0.0139 | 0.2721 | 0.3271 | 0.5015 |
| 1.1487 | 5.6034 | 2600 | 1.2965 | 0.1745 | 0.4099 | 0.1107 | 0.179 | 0.1456 | -1.0 | 0.0588 | 0.245 | 0.3757 | 0.3775 | 0.3214 | -1.0 | 0.0137 | 0.2545 | 0.3354 | 0.4968 |
| 1.167 | 5.7112 | 2650 | 1.2692 | 0.1771 | 0.4099 | 0.1141 | 0.1807 | 0.1511 | -1.0 | 0.0582 | 0.2501 | 0.3931 | 0.3951 | 0.3071 | -1.0 | 0.0168 | 0.2829 | 0.3374 | 0.5032 |
| 1.1622 | 5.8190 | 2700 | 1.2755 | 0.1838 | 0.4053 | 0.1185 | 0.187 | 0.1644 | -1.0 | 0.0585 | 0.2528 | 0.3904 | 0.3925 | 0.3071 | -1.0 | 0.0155 | 0.2652 | 0.352 | 0.5156 |
| 1.8749 | 5.9267 | 2750 | 1.2667 | 0.1843 | 0.4152 | 0.1192 | 0.1863 | 0.2427 | -1.0 | 0.0607 | 0.2573 | 0.3979 | 0.4002 | 0.2929 | -1.0 | 0.0198 | 0.2784 | 0.3488 | 0.5173 |
| 1.3628 | 6.0345 | 2800 | 1.2517 | 0.1805 | 0.4221 | 0.106 | 0.1834 | 0.2231 | -1.0 | 0.06 | 0.2557 | 0.3883 | 0.3902 | 0.3214 | -1.0 | 0.0227 | 0.2717 | 0.3382 | 0.5048 |
| 1.3127 | 6.1422 | 2850 | 1.2254 | 0.1877 | 0.4279 | 0.1202 | 0.1914 | 0.1884 | -1.0 | 0.0629 | 0.2611 | 0.3954 | 0.3974 | 0.3286 | -1.0 | 0.0202 | 0.2733 | 0.3552 | 0.5176 |
| 1.7499 | 6.25 | 2900 | 1.2486 | 0.1757 | 0.412 | 0.1049 | 0.1794 | 0.1907 | -1.0 | 0.0597 | 0.2507 | 0.3877 | 0.3896 | 0.3214 | -1.0 | 0.0177 | 0.2747 | 0.3337 | 0.5007 |
| 1.2982 | 6.3578 | 2950 | 1.2164 | 0.1892 | 0.4214 | 0.1298 | 0.1915 | 0.1861 | -1.0 | 0.06 | 0.2575 | 0.3974 | 0.4 | 0.2714 | -1.0 | 0.0198 | 0.2788 | 0.3586 | 0.5161 |
| 1.2499 | 6.4655 | 3000 | 1.2346 | 0.1846 | 0.4172 | 0.1166 | 0.1897 | 0.1567 | -1.0 | 0.0609 | 0.2565 | 0.3969 | 0.3986 | 0.3571 | -1.0 | 0.0172 | 0.2776 | 0.352 | 0.5163 |
| 1.8273 | 6.5733 | 3050 | 1.2508 | 0.1801 | 0.4138 | 0.1139 | 0.1842 | 0.1534 | -1.0 | 0.06 | 0.2498 | 0.3988 | 0.4004 | 0.35 | -1.0 | 0.0175 | 0.2907 | 0.3427 | 0.5068 |
| 1.8044 | 6.6810 | 3100 | 1.2149 | 0.1816 | 0.4137 | 0.1157 | 0.1866 | 0.1636 | -1.0 | 0.0599 | 0.2576 | 0.3972 | 0.3991 | 0.3286 | -1.0 | 0.0203 | 0.284 | 0.343 | 0.5105 |
| 1.8206 | 6.7888 | 3150 | 1.2197 | 0.1765 | 0.4044 | 0.1126 | 0.1809 | 0.1565 | -1.0 | 0.0603 | 0.2574 | 0.4005 | 0.4021 | 0.3571 | -1.0 | 0.0201 | 0.2825 | 0.3329 | 0.5185 |
| 1.3453 | 6.8966 | 3200 | 1.2322 | 0.1819 | 0.4101 | 0.1216 | 0.1869 | 0.1497 | -1.0 | 0.0586 | 0.2499 | 0.3908 | 0.3927 | 0.3214 | -1.0 | 0.0144 | 0.2732 | 0.3494 | 0.5084 |
| 1.5722 | 7.0043 | 3250 | 1.2202 | 0.1861 | 0.4251 | 0.1147 | 0.1895 | 0.2274 | -1.0 | 0.0613 | 0.246 | 0.3957 | 0.397 | 0.3857 | -1.0 | 0.014 | 0.2839 | 0.3582 | 0.5076 |
| 1.1069 | 7.1121 | 3300 | 1.2042 | 0.1913 | 0.4262 | 0.1279 | 0.1946 | 0.2496 | -1.0 | 0.0616 | 0.2545 | 0.3988 | 0.4007 | 0.3286 | -1.0 | 0.0167 | 0.2816 | 0.3659 | 0.516 |
| 1.9143 | 7.2198 | 3350 | 1.2001 | 0.1894 | 0.4261 | 0.1298 | 0.1934 | 0.189 | -1.0 | 0.0623 | 0.2583 | 0.4049 | 0.4066 | 0.3643 | -1.0 | 0.0173 | 0.2841 | 0.3616 | 0.5257 |
| 1.929 | 7.3276 | 3400 | 1.2157 | 0.1732 | 0.4129 | 0.1044 | 0.1774 | 0.1823 | -1.0 | 0.0591 | 0.2464 | 0.3922 | 0.3937 | 0.3571 | -1.0 | 0.019 | 0.287 | 0.3274 | 0.4974 |
| 1.9973 | 7.4353 | 3450 | 1.2210 | 0.1849 | 0.4237 | 0.1256 | 0.1896 | 0.1933 | -1.0 | 0.0599 | 0.2545 | 0.3963 | 0.3976 | 0.3929 | -1.0 | 0.0163 | 0.279 | 0.3535 | 0.5137 |
| 1.6126 | 7.5431 | 3500 | 1.2591 | 0.1735 | 0.412 | 0.1083 | 0.178 | 0.1822 | -1.0 | 0.0585 | 0.238 | 0.3835 | 0.3847 | 0.3643 | -1.0 | 0.0147 | 0.2784 | 0.3323 | 0.4885 |
| 1.0779 | 7.6509 | 3550 | 1.2142 | 0.1794 | 0.4139 | 0.1136 | 0.1827 | 0.202 | -1.0 | 0.0565 | 0.2499 | 0.3959 | 0.3973 | 0.3714 | -1.0 | 0.0177 | 0.2839 | 0.3411 | 0.508 |
| 1.1365 | 7.7586 | 3600 | 1.2074 | 0.1894 | 0.4232 | 0.1298 | 0.1932 | 0.2062 | -1.0 | 0.0615 | 0.2712 | 0.4101 | 0.4118 | 0.3714 | -1.0 | 0.024 | 0.2895 | 0.3549 | 0.5308 |
| 1.3007 | 7.8664 | 3650 | 1.2069 | 0.1856 | 0.4244 | 0.1162 | 0.1892 | 0.2222 | -1.0 | 0.0586 | 0.2654 | 0.4022 | 0.4035 | 0.3929 | -1.0 | 0.0209 | 0.2834 | 0.3504 | 0.5209 |
| 1.9676 | 7.9741 | 3700 | 1.2110 | 0.1881 | 0.4201 | 0.1221 | 0.1913 | 0.2115 | -1.0 | 0.0605 | 0.2658 | 0.4047 | 0.4065 | 0.35 | -1.0 | 0.0214 | 0.2843 | 0.3547 | 0.5251 |
| 1.1711 | 8.0819 | 3750 | 1.2074 | 0.1806 | 0.4224 | 0.1101 | 0.1835 | 0.2001 | -1.0 | 0.0586 | 0.2583 | 0.3907 | 0.3919 | 0.3857 | -1.0 | 0.0218 | 0.278 | 0.3395 | 0.5033 |
| 1.9594 | 8.1897 | 3800 | 1.2350 | 0.185 | 0.423 | 0.1256 | 0.188 | 0.2282 | -1.0 | 0.0592 | 0.2596 | 0.3854 | 0.387 | 0.3643 | -1.0 | 0.0178 | 0.2551 | 0.3521 | 0.5157 |
| 1.6838 | 8.2974 | 3850 | 1.1909 | 0.1863 | 0.4264 | 0.1183 | 0.1889 | 0.2103 | -1.0 | 0.0597 | 0.2676 | 0.3991 | 0.4006 | 0.3714 | -1.0 | 0.0235 | 0.2817 | 0.3492 | 0.5164 |
| 1.0343 | 8.4052 | 3900 | 1.1952 | 0.1695 | 0.4115 | 0.0901 | 0.173 | 0.1697 | -1.0 | 0.0569 | 0.2485 | 0.3893 | 0.3903 | 0.4 | -1.0 | 0.0198 | 0.2864 | 0.3191 | 0.4923 |
| 1.5406 | 8.5129 | 3950 | 1.2028 | 0.1895 | 0.4428 | 0.1111 | 0.1924 | 0.226 | -1.0 | 0.0592 | 0.2609 | 0.3924 | 0.3938 | 0.3714 | -1.0 | 0.0215 | 0.2772 | 0.3575 | 0.5076 |
| 1.3279 | 8.6207 | 4000 | 1.2069 | 0.177 | 0.4358 | 0.0912 | 0.1791 | 0.2654 | -1.0 | 0.0561 | 0.2491 | 0.3853 | 0.3858 | 0.4357 | -1.0 | 0.0196 | 0.2837 | 0.3344 | 0.4869 |
| 1.5472 | 8.7284 | 4050 | 1.1917 | 0.1908 | 0.4444 | 0.1167 | 0.1927 | 0.2728 | -1.0 | 0.0598 | 0.2601 | 0.4003 | 0.4015 | 0.3929 | -1.0 | 0.0224 | 0.294 | 0.3591 | 0.5065 |
| 1.3427 | 8.8362 | 4100 | 1.1818 | 0.1937 | 0.4373 | 0.1261 | 0.1962 | 0.2326 | -1.0 | 0.0608 | 0.2607 | 0.3991 | 0.4007 | 0.35 | -1.0 | 0.0206 | 0.2894 | 0.3668 | 0.5087 |
| 1.1626 | 8.9440 | 4150 | 1.1952 | 0.1878 | 0.4292 | 0.1192 | 0.1902 | 0.2533 | -1.0 | 0.0602 | 0.2548 | 0.3944 | 0.3955 | 0.4071 | -1.0 | 0.0174 | 0.28 | 0.3581 | 0.5089 |
| 1.5528 | 9.0517 | 4200 | 1.2105 | 0.1832 | 0.4154 | 0.1134 | 0.1861 | 0.2042 | -1.0 | 0.0569 | 0.2513 | 0.403 | 0.4045 | 0.3643 | -1.0 | 0.0158 | 0.2944 | 0.3507 | 0.5116 |
| 1.1406 | 9.1595 | 4250 | 1.1768 | 0.1937 | 0.44 | 0.1245 | 0.1977 | 0.203 | -1.0 | 0.0616 | 0.273 | 0.4063 | 0.4077 | 0.3929 | -1.0 | 0.0268 | 0.2912 | 0.3607 | 0.5215 |
| 1.059 | 9.2672 | 4300 | 1.1723 | 0.1909 | 0.4391 | 0.1195 | 0.1954 | 0.2212 | -1.0 | 0.0611 | 0.2741 | 0.4061 | 0.4069 | 0.4429 | -1.0 | 0.0279 | 0.2912 | 0.354 | 0.5211 |
| 1.1914 | 9.375 | 4350 | 1.1884 | 0.1817 | 0.4239 | 0.1155 | 0.1863 | 0.1956 | -1.0 | 0.0583 | 0.2611 | 0.4007 | 0.4016 | 0.4214 | -1.0 | 0.0236 | 0.2917 | 0.3398 | 0.5096 |
| 1.1247 | 9.4828 | 4400 | 1.1743 | 0.1803 | 0.4343 | 0.1043 | 0.1847 | 0.1959 | -1.0 | 0.0599 | 0.2655 | 0.3965 | 0.3971 | 0.4429 | -1.0 | 0.0274 | 0.2913 | 0.3332 | 0.5016 |
| 1.1566 | 9.5905 | 4450 | 1.1848 | 0.1949 | 0.4383 | 0.1281 | 0.1996 | 0.1943 | -1.0 | 0.0624 | 0.2827 | 0.4091 | 0.4105 | 0.4 | -1.0 | 0.0287 | 0.2862 | 0.3612 | 0.532 |
| 1.6062 | 9.6983 | 4500 | 1.1890 | 0.1892 | 0.4224 | 0.1245 | 0.1945 | 0.1935 | -1.0 | 0.0614 | 0.2795 | 0.4126 | 0.414 | 0.4 | -1.0 | 0.0293 | 0.2943 | 0.3492 | 0.531 |
| 2.0192 | 9.8060 | 4550 | 1.1862 | 0.1912 | 0.4246 | 0.1326 | 0.1976 | 0.1622 | -1.0 | 0.0627 | 0.2726 | 0.408 | 0.4096 | 0.3714 | -1.0 | 0.0244 | 0.2856 | 0.3581 | 0.5304 |
| 1.4838 | 9.9138 | 4600 | 1.1674 | 0.1892 | 0.4346 | 0.1138 | 0.1931 | 0.2099 | -1.0 | 0.0586 | 0.2671 | 0.4019 | 0.4028 | 0.4286 | -1.0 | 0.0244 | 0.2871 | 0.354 | 0.5167 |
| 1.1207 | 10.0216 | 4650 | 1.1776 | 0.1892 | 0.4254 | 0.1317 | 0.1939 | 0.1753 | -1.0 | 0.0606 | 0.2681 | 0.4045 | 0.4058 | 0.3929 | -1.0 | 0.023 | 0.2854 | 0.3553 | 0.5235 |
| 0.9931 | 10.1293 | 4700 | 1.1569 | 0.1874 | 0.4283 | 0.1215 | 0.1919 | 0.163 | -1.0 | 0.06 | 0.2667 | 0.4033 | 0.4045 | 0.3929 | -1.0 | 0.0229 | 0.2894 | 0.3519 | 0.5172 |
| 2.0281 | 10.2371 | 4750 | 1.1877 | 0.1808 | 0.4322 | 0.1107 | 0.1836 | 0.2468 | -1.0 | 0.0574 | 0.2576 | 0.3874 | 0.388 | 0.4357 | -1.0 | 0.0236 | 0.2813 | 0.338 | 0.4935 |
| 1.1893 | 10.3448 | 4800 | 1.1767 | 0.1805 | 0.4282 | 0.1085 | 0.1839 | 0.2218 | -1.0 | 0.0598 | 0.2568 | 0.3975 | 0.3982 | 0.45 | -1.0 | 0.0208 | 0.2852 | 0.3402 | 0.5099 |
| 1.0194 | 10.4526 | 4850 | 1.1971 | 0.1901 | 0.4267 | 0.1304 | 0.1938 | 0.2603 | -1.0 | 0.0595 | 0.2594 | 0.3967 | 0.3976 | 0.4357 | -1.0 | 0.018 | 0.2753 | 0.3622 | 0.5182 |
| 1.1556 | 10.5603 | 4900 | 1.1953 | 0.1876 | 0.4231 | 0.1297 | 0.1909 | 0.2337 | -1.0 | 0.0585 | 0.2558 | 0.403 | 0.4041 | 0.4071 | -1.0 | 0.0174 | 0.2907 | 0.3578 | 0.5153 |
| 2.0626 | 10.6681 | 4950 | 1.1856 | 0.1858 | 0.4283 | 0.1187 | 0.1907 | 0.1974 | -1.0 | 0.0595 | 0.2572 | 0.4018 | 0.4031 | 0.3929 | -1.0 | 0.0194 | 0.2901 | 0.3523 | 0.5135 |
| 1.0869 | 10.7759 | 5000 | 1.1844 | 0.1827 | 0.4278 | 0.1169 | 0.1865 | 0.2515 | -1.0 | 0.058 | 0.2504 | 0.3951 | 0.3959 | 0.4286 | -1.0 | 0.0177 | 0.2861 | 0.3477 | 0.5041 |
| 1.6523 | 10.8836 | 5050 | 1.1843 | 0.1927 | 0.4417 | 0.1232 | 0.1956 | 0.2569 | -1.0 | 0.0603 | 0.2561 | 0.3985 | 0.3993 | 0.4286 | -1.0 | 0.0189 | 0.2852 | 0.3665 | 0.5118 |
| 1.6716 | 10.9914 | 5100 | 1.1703 | 0.1937 | 0.4355 | 0.1372 | 0.1974 | 0.22 | -1.0 | 0.0625 | 0.2602 | 0.4086 | 0.4098 | 0.4 | -1.0 | 0.0195 | 0.2953 | 0.3679 | 0.5218 |
| 1.5057 | 11.0991 | 5150 | 1.1783 | 0.1894 | 0.43 | 0.1237 | 0.1935 | 0.1858 | -1.0 | 0.0581 | 0.2632 | 0.4049 | 0.4065 | 0.3643 | -1.0 | 0.021 | 0.2912 | 0.3578 | 0.5185 |
| 1.126 | 11.2069 | 5200 | 1.1629 | 0.1974 | 0.4371 | 0.1392 | 0.2013 | 0.2295 | -1.0 | 0.06 | 0.2666 | 0.4148 | 0.4167 | 0.3571 | -1.0 | 0.0215 | 0.295 | 0.3732 | 0.5346 |
| 1.1369 | 11.3147 | 5250 | 1.1473 | 0.196 | 0.4411 | 0.1307 | 0.2001 | 0.2223 | -1.0 | 0.06 | 0.2701 | 0.4135 | 0.415 | 0.3929 | -1.0 | 0.0241 | 0.2944 | 0.3678 | 0.5327 |
| 1.3188 | 11.4224 | 5300 | 1.1575 | 0.1948 | 0.431 | 0.1352 | 0.1997 | 0.175 | -1.0 | 0.0599 | 0.2686 | 0.4134 | 0.4153 | 0.3571 | -1.0 | 0.0232 | 0.2915 | 0.3664 | 0.5353 |
| 1.5131 | 11.5302 | 5350 | 1.1621 | 0.1854 | 0.4336 | 0.1203 | 0.1888 | 0.2302 | -1.0 | 0.0592 | 0.2623 | 0.4001 | 0.4012 | 0.4071 | -1.0 | 0.0218 | 0.2871 | 0.3489 | 0.5131 |
| 1.5959 | 11.6379 | 5400 | 1.1487 | 0.1959 | 0.4268 | 0.1381 | 0.2004 | 0.1946 | -1.0 | 0.0612 | 0.2664 | 0.4166 | 0.4181 | 0.3857 | -1.0 | 0.0211 | 0.3004 | 0.3708 | 0.5327 |
| 0.9766 | 11.7457 | 5450 | 1.1456 | 0.2002 | 0.4397 | 0.1385 | 0.2046 | 0.1886 | -1.0 | 0.0617 | 0.2692 | 0.4156 | 0.4177 | 0.3357 | -1.0 | 0.0223 | 0.3012 | 0.378 | 0.5301 |
| 1.0508 | 11.8534 | 5500 | 1.1405 | 0.2008 | 0.4457 | 0.1361 | 0.2039 | 0.2182 | -1.0 | 0.0609 | 0.2692 | 0.4116 | 0.4134 | 0.3571 | -1.0 | 0.0236 | 0.3002 | 0.3779 | 0.5231 |
| 1.064 | 11.9612 | 5550 | 1.1395 | 0.1959 | 0.4391 | 0.1232 | 0.2003 | 0.1979 | -1.0 | 0.0604 | 0.2663 | 0.4129 | 0.4146 | 0.3571 | -1.0 | 0.0223 | 0.3023 | 0.3694 | 0.5234 |
| 1.4142 | 12.0690 | 5600 | 1.1292 | 0.1942 | 0.4423 | 0.1295 | 0.1973 | 0.2 | -1.0 | 0.0599 | 0.2694 | 0.4122 | 0.4138 | 0.3643 | -1.0 | 0.0245 | 0.3001 | 0.3638 | 0.5243 |
| 1.0224 | 12.1767 | 5650 | 1.1389 | 0.1953 | 0.4434 | 0.1319 | 0.199 | 0.2225 | -1.0 | 0.0612 | 0.2694 | 0.411 | 0.4124 | 0.3929 | -1.0 | 0.0233 | 0.2939 | 0.3674 | 0.5281 |
| 1.7465 | 12.2845 | 5700 | 1.1245 | 0.2023 | 0.45 | 0.133 | 0.2059 | 0.2339 | -1.0 | 0.0613 | 0.2785 | 0.4183 | 0.4202 | 0.35 | -1.0 | 0.0285 | 0.305 | 0.3761 | 0.5315 |
| 1.0503 | 12.3922 | 5750 | 1.1337 | 0.1989 | 0.4506 | 0.1356 | 0.2024 | 0.2496 | -1.0 | 0.0621 | 0.2763 | 0.4076 | 0.409 | 0.3857 | -1.0 | 0.0267 | 0.2863 | 0.3712 | 0.5288 |
| 2.2047 | 12.5 | 5800 | 1.1313 | 0.2001 | 0.442 | 0.1361 | 0.2038 | 0.2462 | -1.0 | 0.0641 | 0.2783 | 0.4165 | 0.4182 | 0.3643 | -1.0 | 0.0267 | 0.2997 | 0.3735 | 0.5333 |
| 0.9121 | 12.6078 | 5850 | 1.1382 | 0.1974 | 0.4422 | 0.131 | 0.2011 | 0.261 | -1.0 | 0.0644 | 0.2839 | 0.4166 | 0.4182 | 0.3786 | -1.0 | 0.0297 | 0.2994 | 0.365 | 0.5337 |
| 1.4769 | 12.7155 | 5900 | 1.1517 | 0.1982 | 0.4438 | 0.1299 | 0.2018 | 0.2747 | -1.0 | 0.0638 | 0.2828 | 0.4188 | 0.4202 | 0.4071 | -1.0 | 0.0289 | 0.3012 | 0.3675 | 0.5365 |
| 0.9778 | 12.8233 | 5950 | 1.1364 | 0.1992 | 0.4417 | 0.1333 | 0.2025 | 0.2725 | -1.0 | 0.0638 | 0.2781 | 0.4108 | 0.4121 | 0.4071 | -1.0 | 0.0257 | 0.2904 | 0.3727 | 0.5312 |
| 1.2711 | 12.9310 | 6000 | 1.1361 | 0.1957 | 0.44 | 0.1314 | 0.1991 | 0.2555 | -1.0 | 0.0624 | 0.2778 | 0.4109 | 0.4122 | 0.4 | -1.0 | 0.0266 | 0.2955 | 0.3647 | 0.5263 |
| 1.3801 | 13.0388 | 6050 | 1.1367 | 0.201 | 0.4486 | 0.1383 | 0.2033 | 0.2743 | -1.0 | 0.0641 | 0.2819 | 0.4163 | 0.4179 | 0.3786 | -1.0 | 0.0291 | 0.3008 | 0.3729 | 0.5318 |
| 1.0824 | 13.1466 | 6100 | 1.1392 | 0.1998 | 0.4471 | 0.132 | 0.2039 | 0.2257 | -1.0 | 0.0647 | 0.2819 | 0.4177 | 0.4198 | 0.3357 | -1.0 | 0.0304 | 0.3051 | 0.3693 | 0.5304 |
| 1.5716 | 13.2543 | 6150 | 1.1566 | 0.1972 | 0.4372 | 0.1287 | 0.2012 | 0.2389 | -1.0 | 0.0633 | 0.2714 | 0.414 | 0.4154 | 0.3929 | -1.0 | 0.0233 | 0.2963 | 0.3711 | 0.5317 |
| 1.1803 | 13.3621 | 6200 | 1.1526 | 0.1979 | 0.434 | 0.14 | 0.2017 | 0.225 | -1.0 | 0.0627 | 0.2654 | 0.4151 | 0.4168 | 0.3714 | -1.0 | 0.0205 | 0.297 | 0.3753 | 0.5331 |
| 1.1254 | 13.4698 | 6250 | 1.1398 | 0.2017 | 0.4489 | 0.1347 | 0.2058 | 0.219 | -1.0 | 0.0637 | 0.271 | 0.4175 | 0.4194 | 0.3571 | -1.0 | 0.0269 | 0.3038 | 0.3766 | 0.5312 |
| 1.3144 | 13.5776 | 6300 | 1.1227 | 0.2002 | 0.4478 | 0.1359 | 0.2032 | 0.2688 | -1.0 | 0.0631 | 0.2753 | 0.4109 | 0.412 | 0.4143 | -1.0 | 0.0257 | 0.2953 | 0.3746 | 0.5265 |
| 1.2006 | 13.6853 | 6350 | 1.1343 | 0.197 | 0.439 | 0.1288 | 0.2014 | 0.1836 | -1.0 | 0.0627 | 0.2718 | 0.4193 | 0.4211 | 0.3571 | -1.0 | 0.0245 | 0.3079 | 0.3695 | 0.5308 |
| 1.1371 | 13.7931 | 6400 | 1.1213 | 0.2015 | 0.4491 | 0.1405 | 0.2048 | 0.2258 | -1.0 | 0.0632 | 0.2745 | 0.4173 | 0.4186 | 0.4143 | -1.0 | 0.0255 | 0.3001 | 0.3775 | 0.5346 |
| 1.1677 | 13.9009 | 6450 | 1.1327 | 0.201 | 0.4465 | 0.1361 | 0.2046 | 0.2225 | -1.0 | 0.063 | 0.2714 | 0.4158 | 0.4173 | 0.3929 | -1.0 | 0.0242 | 0.2992 | 0.3778 | 0.5324 |
| 0.9811 | 14.0086 | 6500 | 1.1240 | 0.2035 | 0.4463 | 0.1453 | 0.2073 | 0.2446 | -1.0 | 0.0628 | 0.2746 | 0.4131 | 0.4147 | 0.3714 | -1.0 | 0.0241 | 0.2931 | 0.383 | 0.533 |
| 1.0895 | 14.1164 | 6550 | 1.1297 | 0.2025 | 0.4458 | 0.1367 | 0.2064 | 0.2368 | -1.0 | 0.0628 | 0.2703 | 0.4147 | 0.4163 | 0.3786 | -1.0 | 0.0241 | 0.302 | 0.3809 | 0.5275 |
| 0.9775 | 14.2241 | 6600 | 1.1194 | 0.1951 | 0.448 | 0.1288 | 0.1976 | 0.2813 | -1.0 | 0.0618 | 0.2644 | 0.4061 | 0.4071 | 0.4214 | -1.0 | 0.0238 | 0.2981 | 0.3664 | 0.5141 |
| 1.6864 | 14.3319 | 6650 | 1.1241 | 0.204 | 0.4507 | 0.142 | 0.2069 | 0.2688 | -1.0 | 0.0634 | 0.2686 | 0.4166 | 0.4179 | 0.4071 | -1.0 | 0.0239 | 0.3044 | 0.3842 | 0.5288 |
| 1.0167 | 14.4397 | 6700 | 1.1158 | 0.2066 | 0.4539 | 0.1431 | 0.2099 | 0.2349 | -1.0 | 0.063 | 0.274 | 0.4194 | 0.421 | 0.3786 | -1.0 | 0.0254 | 0.3053 | 0.3878 | 0.5336 |
| 1.8267 | 14.5474 | 6750 | 1.1167 | 0.2013 | 0.4506 | 0.1388 | 0.2055 | 0.2316 | -1.0 | 0.0637 | 0.2725 | 0.418 | 0.4198 | 0.3571 | -1.0 | 0.0268 | 0.3092 | 0.3759 | 0.5269 |
| 1.4236 | 14.6552 | 6800 | 1.1245 | 0.2053 | 0.4558 | 0.1471 | 0.2085 | 0.2314 | -1.0 | 0.0651 | 0.2784 | 0.4158 | 0.4176 | 0.3571 | -1.0 | 0.0316 | 0.3042 | 0.3789 | 0.5275 |
| 1.333 | 14.7629 | 6850 | 1.1058 | 0.2136 | 0.4706 | 0.1492 | 0.2166 | 0.2664 | -1.0 | 0.0656 | 0.2893 | 0.4246 | 0.4265 | 0.3571 | -1.0 | 0.0363 | 0.3127 | 0.391 | 0.5366 |
| 1.7656 | 14.8707 | 6900 | 1.1022 | 0.2096 | 0.4651 | 0.1451 | 0.2124 | 0.2538 | -1.0 | 0.0658 | 0.2846 | 0.4174 | 0.4189 | 0.3857 | -1.0 | 0.0315 | 0.3043 | 0.3877 | 0.5305 |
| 1.1243 | 14.9784 | 6950 | 1.1080 | 0.2133 | 0.466 | 0.1523 | 0.2157 | 0.2785 | -1.0 | 0.0664 | 0.2854 | 0.4193 | 0.4207 | 0.4 | -1.0 | 0.0322 | 0.3067 | 0.3944 | 0.5318 |
| 1.658 | 15.0862 | 7000 | 1.1115 | 0.2043 | 0.4622 | 0.1339 | 0.2068 | 0.2819 | -1.0 | 0.063 | 0.2774 | 0.4105 | 0.4114 | 0.4357 | -1.0 | 0.0304 | 0.3028 | 0.3782 | 0.5183 |
| 1.3946 | 15.1940 | 7050 | 1.1119 | 0.2027 | 0.4568 | 0.1345 | 0.2065 | 0.2632 | -1.0 | 0.0643 | 0.2772 | 0.4118 | 0.4129 | 0.4143 | -1.0 | 0.0287 | 0.3021 | 0.3768 | 0.5214 |
| 1.4881 | 15.3017 | 7100 | 1.1042 | 0.2012 | 0.4562 | 0.136 | 0.2038 | 0.2673 | -1.0 | 0.0634 | 0.2788 | 0.4124 | 0.4132 | 0.4429 | -1.0 | 0.0287 | 0.3047 | 0.3737 | 0.5201 |
| 1.2228 | 15.4095 | 7150 | 1.1150 | 0.2025 | 0.4539 | 0.1344 | 0.2055 | 0.2469 | -1.0 | 0.063 | 0.2742 | 0.4133 | 0.4144 | 0.4143 | -1.0 | 0.0264 | 0.3049 | 0.3787 | 0.5217 |
| 1.0396 | 15.5172 | 7200 | 1.1073 | 0.205 | 0.4595 | 0.1403 | 0.2076 | 0.2674 | -1.0 | 0.0635 | 0.2782 | 0.4149 | 0.4161 | 0.4143 | -1.0 | 0.0289 | 0.3029 | 0.3811 | 0.5269 |
| 1.0606 | 15.625 | 7250 | 1.1043 | 0.2073 | 0.4517 | 0.145 | 0.2096 | 0.2465 | -1.0 | 0.0652 | 0.2794 | 0.4202 | 0.4219 | 0.3714 | -1.0 | 0.0286 | 0.3096 | 0.386 | 0.5308 |
| 1.2285 | 15.7328 | 7300 | 1.1250 | 0.2011 | 0.4389 | 0.1366 | 0.2043 | 0.2387 | -1.0 | 0.0622 | 0.2716 | 0.4151 | 0.4164 | 0.4 | -1.0 | 0.0238 | 0.3038 | 0.3784 | 0.5265 |
| 1.089 | 15.8405 | 7350 | 1.1176 | 0.2023 | 0.4445 | 0.1385 | 0.205 | 0.247 | -1.0 | 0.0621 | 0.2753 | 0.4151 | 0.4166 | 0.3857 | -1.0 | 0.0255 | 0.3042 | 0.3791 | 0.526 |
| 1.1228 | 15.9483 | 7400 | 1.1060 | 0.2046 | 0.4523 | 0.1357 | 0.2072 | 0.2847 | -1.0 | 0.0651 | 0.2763 | 0.4197 | 0.4211 | 0.4 | -1.0 | 0.0271 | 0.3114 | 0.382 | 0.5281 |
| 0.8598 | 16.0560 | 7450 | 1.1095 | 0.2052 | 0.4533 | 0.1402 | 0.2081 | 0.2613 | -1.0 | 0.0626 | 0.2799 | 0.419 | 0.4201 | 0.4214 | -1.0 | 0.0277 | 0.3096 | 0.3827 | 0.5283 |
| 1.2708 | 16.1638 | 7500 | 1.1059 | 0.2047 | 0.4556 | 0.1388 | 0.2071 | 0.2837 | -1.0 | 0.0635 | 0.2804 | 0.4153 | 0.4163 | 0.4286 | -1.0 | 0.0285 | 0.3059 | 0.3809 | 0.5247 |
| 1.8101 | 16.2716 | 7550 | 1.1023 | 0.2103 | 0.4652 | 0.1497 | 0.2133 | 0.2499 | -1.0 | 0.0649 | 0.283 | 0.4204 | 0.4217 | 0.4 | -1.0 | 0.0311 | 0.3114 | 0.3894 | 0.5294 |
| 1.0946 | 16.3793 | 7600 | 1.1104 | 0.2084 | 0.4541 | 0.1422 | 0.2107 | 0.2748 | -1.0 | 0.0637 | 0.2786 | 0.4188 | 0.4202 | 0.4 | -1.0 | 0.0288 | 0.305 | 0.3879 | 0.5327 |
| 1.6373 | 16.4871 | 7650 | 1.1160 | 0.2097 | 0.4637 | 0.1519 | 0.212 | 0.2893 | -1.0 | 0.0641 | 0.2809 | 0.4182 | 0.4192 | 0.4357 | -1.0 | 0.0316 | 0.3048 | 0.3877 | 0.5315 |
| 1.3377 | 16.5948 | 7700 | 1.1163 | 0.2075 | 0.4579 | 0.1441 | 0.2102 | 0.265 | -1.0 | 0.0628 | 0.2787 | 0.4221 | 0.4232 | 0.4286 | -1.0 | 0.0295 | 0.3117 | 0.3856 | 0.5326 |
| 1.8192 | 16.7026 | 7750 | 1.1129 | 0.2039 | 0.4637 | 0.1318 | 0.2071 | 0.2707 | -1.0 | 0.0619 | 0.2803 | 0.4181 | 0.4192 | 0.4143 | -1.0 | 0.0306 | 0.3098 | 0.3773 | 0.5263 |
| 1.0494 | 16.8103 | 7800 | 1.1104 | 0.2079 | 0.4713 | 0.1387 | 0.2109 | 0.2665 | -1.0 | 0.0636 | 0.287 | 0.4151 | 0.4163 | 0.4214 | -1.0 | 0.0332 | 0.3008 | 0.3825 | 0.5295 |
| 1.2957 | 16.9181 | 7850 | 1.1126 | 0.2033 | 0.462 | 0.1334 | 0.2063 | 0.2712 | -1.0 | 0.0627 | 0.2838 | 0.4115 | 0.4124 | 0.4286 | -1.0 | 0.0312 | 0.2989 | 0.3753 | 0.524 |
| 1.6719 | 17.0259 | 7900 | 1.1025 | 0.2116 | 0.4709 | 0.148 | 0.215 | 0.2696 | -1.0 | 0.0646 | 0.2906 | 0.4239 | 0.4252 | 0.4143 | -1.0 | 0.0349 | 0.3108 | 0.3883 | 0.5369 |
| 2.2098 | 17.1336 | 7950 | 1.1015 | 0.2086 | 0.4623 | 0.1494 | 0.2122 | 0.272 | -1.0 | 0.0641 | 0.2871 | 0.424 | 0.4252 | 0.4143 | -1.0 | 0.0318 | 0.3142 | 0.3853 | 0.5337 |
| 1.7784 | 17.2414 | 8000 | 1.1134 | 0.2076 | 0.4642 | 0.144 | 0.2107 | 0.2688 | -1.0 | 0.0639 | 0.2841 | 0.4244 | 0.4256 | 0.4143 | -1.0 | 0.0308 | 0.3158 | 0.3845 | 0.533 |
| 1.0112 | 17.3491 | 8050 | 1.1034 | 0.2097 | 0.4648 | 0.1519 | 0.2129 | 0.272 | -1.0 | 0.0643 | 0.2861 | 0.4261 | 0.4274 | 0.4 | -1.0 | 0.0327 | 0.3185 | 0.3867 | 0.5336 |
| 1.0751 | 17.4569 | 8100 | 1.1009 | 0.2087 | 0.4678 | 0.1473 | 0.2115 | 0.2899 | -1.0 | 0.0636 | 0.288 | 0.4229 | 0.424 | 0.4286 | -1.0 | 0.0347 | 0.3139 | 0.3828 | 0.532 |
| 1.2879 | 17.5647 | 8150 | 1.1009 | 0.211 | 0.4707 | 0.1426 | 0.2147 | 0.2868 | -1.0 | 0.0657 | 0.2911 | 0.4227 | 0.4238 | 0.4286 | -1.0 | 0.0366 | 0.3103 | 0.3855 | 0.5352 |
| 1.3776 | 17.6724 | 8200 | 1.1000 | 0.2081 | 0.4646 | 0.1396 | 0.2111 | 0.2873 | -1.0 | 0.0645 | 0.2868 | 0.4261 | 0.4272 | 0.4286 | -1.0 | 0.0325 | 0.3187 | 0.3838 | 0.5336 |
| 1.0149 | 17.7802 | 8250 | 1.0993 | 0.2131 | 0.469 | 0.1508 | 0.2163 | 0.2803 | -1.0 | 0.0657 | 0.2926 | 0.4244 | 0.4255 | 0.4286 | -1.0 | 0.0371 | 0.3129 | 0.3891 | 0.5359 |
| 1.2494 | 17.8879 | 8300 | 1.0979 | 0.2117 | 0.4685 | 0.1448 | 0.2149 | 0.282 | -1.0 | 0.0651 | 0.2912 | 0.4271 | 0.4284 | 0.4143 | -1.0 | 0.0371 | 0.3178 | 0.3862 | 0.5363 |
| 1.163 | 17.9957 | 8350 | 1.0946 | 0.21 | 0.4656 | 0.1399 | 0.2135 | 0.2528 | -1.0 | 0.0646 | 0.2906 | 0.4232 | 0.4246 | 0.4 | -1.0 | 0.0368 | 0.3132 | 0.3832 | 0.5333 |
| 1.516 | 18.1034 | 8400 | 1.0930 | 0.2115 | 0.4646 | 0.1483 | 0.2148 | 0.2571 | -1.0 | 0.0644 | 0.2919 | 0.4265 | 0.428 | 0.4 | -1.0 | 0.0374 | 0.3146 | 0.3856 | 0.5385 |
| 1.199 | 18.2112 | 8450 | 1.0872 | 0.2157 | 0.4698 | 0.1497 | 0.2192 | 0.2637 | -1.0 | 0.066 | 0.296 | 0.4257 | 0.427 | 0.4143 | -1.0 | 0.0388 | 0.3115 | 0.3926 | 0.5398 |
| 1.1083 | 18.3190 | 8500 | 1.0956 | 0.2114 | 0.4682 | 0.1409 | 0.2141 | 0.288 | -1.0 | 0.0648 | 0.2926 | 0.4255 | 0.4267 | 0.4214 | -1.0 | 0.037 | 0.3155 | 0.3857 | 0.5355 |
| 1.1415 | 18.4267 | 8550 | 1.0883 | 0.2112 | 0.466 | 0.1434 | 0.2152 | 0.2507 | -1.0 | 0.0655 | 0.2949 | 0.4269 | 0.4283 | 0.4 | -1.0 | 0.0371 | 0.319 | 0.3852 | 0.5349 |
| 1.451 | 18.5345 | 8600 | 1.0935 | 0.2107 | 0.4668 | 0.1439 | 0.2142 | 0.2476 | -1.0 | 0.0642 | 0.2922 | 0.4278 | 0.4293 | 0.3857 | -1.0 | 0.037 | 0.322 | 0.3844 | 0.5336 |
| 1.3117 | 18.6422 | 8650 | 1.1024 | 0.2099 | 0.4581 | 0.1484 | 0.2133 | 0.2578 | -1.0 | 0.0633 | 0.2879 | 0.4239 | 0.4252 | 0.4071 | -1.0 | 0.033 | 0.3137 | 0.3868 | 0.534 |
| 1.0472 | 18.75 | 8700 | 1.0960 | 0.2079 | 0.4603 | 0.1455 | 0.2103 | 0.2834 | -1.0 | 0.0624 | 0.2896 | 0.4195 | 0.4204 | 0.4429 | -1.0 | 0.0333 | 0.3088 | 0.3824 | 0.5302 |
| 1.0329 | 18.8578 | 8750 | 1.0874 | 0.2111 | 0.4609 | 0.1524 | 0.2146 | 0.2738 | -1.0 | 0.0635 | 0.2934 | 0.4221 | 0.4234 | 0.4143 | -1.0 | 0.0343 | 0.3096 | 0.388 | 0.5346 |
| 1.3704 | 18.9655 | 8800 | 1.0882 | 0.2115 | 0.4688 | 0.1507 | 0.2148 | 0.2562 | -1.0 | 0.0636 | 0.2912 | 0.4235 | 0.4251 | 0.3786 | -1.0 | 0.0365 | 0.3157 | 0.3864 | 0.5312 |
| 2.1077 | 19.0733 | 8850 | 1.0882 | 0.2107 | 0.4673 | 0.1527 | 0.2131 | 0.2712 | -1.0 | 0.0631 | 0.2896 | 0.4216 | 0.4231 | 0.3857 | -1.0 | 0.0353 | 0.3145 | 0.3861 | 0.5288 |
| 1.3446 | 19.1810 | 8900 | 1.0947 | 0.2083 | 0.4593 | 0.1564 | 0.2114 | 0.2681 | -1.0 | 0.0628 | 0.2851 | 0.4212 | 0.4227 | 0.3857 | -1.0 | 0.0336 | 0.3147 | 0.383 | 0.5276 |
| 1.0836 | 19.2888 | 8950 | 1.0971 | 0.2112 | 0.4646 | 0.1533 | 0.2141 | 0.2694 | -1.0 | 0.0638 | 0.288 | 0.422 | 0.4233 | 0.4 | -1.0 | 0.034 | 0.3131 | 0.3884 | 0.5308 |
| 1.1653 | 19.3966 | 9000 | 1.0909 | 0.2084 | 0.4632 | 0.1504 | 0.2113 | 0.2694 | -1.0 | 0.0624 | 0.2869 | 0.4179 | 0.4192 | 0.4 | -1.0 | 0.0344 | 0.3101 | 0.3825 | 0.5256 |
| 2.1015 | 19.5043 | 9050 | 1.0924 | 0.2091 | 0.4625 | 0.151 | 0.2124 | 0.278 | -1.0 | 0.0634 | 0.2871 | 0.4211 | 0.4225 | 0.4 | -1.0 | 0.0338 | 0.3149 | 0.3844 | 0.5273 |
| 1.0125 | 19.6121 | 9100 | 1.0994 | 0.2086 | 0.4646 | 0.1483 | 0.2106 | 0.2771 | -1.0 | 0.0634 | 0.2854 | 0.4191 | 0.4205 | 0.3929 | -1.0 | 0.0317 | 0.3119 | 0.3855 | 0.5263 |
| 1.631 | 19.7198 | 9150 | 1.0970 | 0.2071 | 0.4617 | 0.1453 | 0.2089 | 0.2796 | -1.0 | 0.0636 | 0.283 | 0.418 | 0.4194 | 0.3929 | -1.0 | 0.0319 | 0.3134 | 0.3823 | 0.5227 |
| 1.1955 | 19.8276 | 9200 | 1.0946 | 0.2083 | 0.4653 | 0.1491 | 0.2109 | 0.2762 | -1.0 | 0.064 | 0.2856 | 0.4204 | 0.4219 | 0.3857 | -1.0 | 0.0328 | 0.3142 | 0.3838 | 0.5266 |
| 1.4341 | 19.9353 | 9250 | 1.0979 | 0.2106 | 0.4655 | 0.156 | 0.2131 | 0.2922 | -1.0 | 0.0658 | 0.2842 | 0.4212 | 0.4226 | 0.3857 | -1.0 | 0.0318 | 0.3137 | 0.3894 | 0.5286 |
| 1.3996 | 20.0431 | 9300 | 1.0955 | 0.2077 | 0.4656 | 0.1448 | 0.21 | 0.2925 | -1.0 | 0.0633 | 0.2842 | 0.4172 | 0.4185 | 0.3929 | -1.0 | 0.0323 | 0.3117 | 0.3831 | 0.5227 |
| 1.5216 | 20.1509 | 9350 | 1.0997 | 0.2086 | 0.4642 | 0.1534 | 0.2107 | 0.2871 | -1.0 | 0.0647 | 0.2844 | 0.4208 | 0.4223 | 0.3857 | -1.0 | 0.0316 | 0.3167 | 0.3857 | 0.525 |
| 1.4524 | 20.2586 | 9400 | 1.0988 | 0.2082 | 0.4635 | 0.1475 | 0.2102 | 0.2866 | -1.0 | 0.0639 | 0.2848 | 0.4198 | 0.4212 | 0.3857 | -1.0 | 0.0316 | 0.3147 | 0.3848 | 0.5249 |
| 1.3485 | 20.3664 | 9450 | 1.0998 | 0.2075 | 0.4637 | 0.1431 | 0.2093 | 0.2869 | -1.0 | 0.0644 | 0.2821 | 0.4188 | 0.4203 | 0.3857 | -1.0 | 0.0314 | 0.3142 | 0.3836 | 0.5234 |
| 2.4621 | 20.4741 | 9500 | 1.0980 | 0.2084 | 0.4617 | 0.1439 | 0.2102 | 0.2809 | -1.0 | 0.0639 | 0.2833 | 0.4199 | 0.4212 | 0.3929 | -1.0 | 0.0314 | 0.3139 | 0.3855 | 0.5259 |
| 0.9933 | 20.5819 | 9550 | 1.0934 | 0.2105 | 0.4641 | 0.1528 | 0.2134 | 0.2782 | -1.0 | 0.0642 | 0.2863 | 0.4228 | 0.4243 | 0.3857 | -1.0 | 0.032 | 0.3149 | 0.389 | 0.5307 |
| 1.1412 | 20.6897 | 9600 | 1.0980 | 0.2097 | 0.4615 | 0.1524 | 0.2119 | 0.2903 | -1.0 | 0.0649 | 0.2853 | 0.4197 | 0.4211 | 0.3929 | -1.0 | 0.0316 | 0.311 | 0.3877 | 0.5285 |
| 1.4535 | 20.7974 | 9650 | 1.0932 | 0.2106 | 0.4635 | 0.1498 | 0.2127 | 0.2903 | -1.0 | 0.0647 | 0.2862 | 0.4213 | 0.4227 | 0.3929 | -1.0 | 0.0322 | 0.3135 | 0.3891 | 0.5291 |
| 1.3408 | 20.9052 | 9700 | 1.0924 | 0.2119 | 0.463 | 0.1554 | 0.2139 | 0.2849 | -1.0 | 0.0645 | 0.2872 | 0.4217 | 0.4232 | 0.3857 | -1.0 | 0.0323 | 0.3125 | 0.3916 | 0.5308 |
| 1.2117 | 21.0129 | 9750 | 1.0933 | 0.2104 | 0.4613 | 0.1551 | 0.2124 | 0.2995 | -1.0 | 0.0647 | 0.2855 | 0.4211 | 0.4225 | 0.3929 | -1.0 | 0.0313 | 0.3122 | 0.3894 | 0.5301 |
| 1.3188 | 21.1207 | 9800 | 1.0909 | 0.2095 | 0.4611 | 0.1546 | 0.2119 | 0.2995 | -1.0 | 0.0651 | 0.285 | 0.4216 | 0.423 | 0.3929 | -1.0 | 0.0316 | 0.3139 | 0.3874 | 0.5294 |
| 1.5079 | 21.2284 | 9850 | 1.0923 | 0.21 | 0.4628 | 0.1534 | 0.213 | 0.2849 | -1.0 | 0.0651 | 0.2856 | 0.422 | 0.4235 | 0.3857 | -1.0 | 0.032 | 0.3141 | 0.3879 | 0.5298 |
| 0.9257 | 21.3362 | 9900 | 1.0920 | 0.2099 | 0.4621 | 0.1547 | 0.2124 | 0.2995 | -1.0 | 0.0645 | 0.2852 | 0.4213 | 0.4227 | 0.3929 | -1.0 | 0.0318 | 0.3129 | 0.3881 | 0.5298 |
| 1.3689 | 21.4440 | 9950 | 1.0928 | 0.2107 | 0.4622 | 0.1539 | 0.2131 | 0.3049 | -1.0 | 0.065 | 0.2862 | 0.4222 | 0.4236 | 0.4 | -1.0 | 0.0321 | 0.3141 | 0.3893 | 0.5304 |
| 1.4012 | 21.5517 | 10000 | 1.0928 | 0.2104 | 0.462 | 0.1556 | 0.2131 | 0.2995 | -1.0 | 0.065 | 0.2862 | 0.4225 | 0.424 | 0.3929 | -1.0 | 0.032 | 0.3135 | 0.3889 | 0.5315 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.1+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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