File size: 42,291 Bytes
f4c7323 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 |
---
library_name: transformers
license: apache-2.0
base_model: facebook/detr-resnet-50
tags:
- generated_from_trainer
model-index:
- name: chickens-composite-101818181818-150-epochs-w-transform-metrics-test-shfld
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. -->
# chickens-composite-101818181818-150-epochs-w-transform-metrics-test-shfld
This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2959
- Map: 0.7997
- Map 50: 0.9529
- Map 75: 0.9125
- Map Small: 0.2883
- Map Medium: 0.7977
- Map Large: 0.8126
- Mar 1: 0.3344
- Mar 10: 0.8339
- Mar 100: 0.8362
- Mar Small: 0.3111
- Mar Medium: 0.8343
- Mar Large: 0.8457
- Map Chicken: 0.7961
- Mar 100 Chicken: 0.8395
- Map Duck: 0.7392
- Mar 100 Duck: 0.7758
- Map Plant: 0.8637
- Mar 100 Plant: 0.8934
## 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: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- num_epochs: 150
### 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 Chicken | Mar 100 Chicken | Map Duck | Mar 100 Duck | Map Plant | Mar 100 Plant |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:--------:|:------------:|:---------:|:-------------:|
| 1.5593 | 1.0 | 500 | 1.4254 | 0.0618 | 0.0998 | 0.068 | 0.0482 | 0.038 | 0.0714 | 0.0719 | 0.2004 | 0.3931 | 0.1167 | 0.3646 | 0.3877 | 0.0728 | 0.4278 | 0.0 | 0.0 | 0.1126 | 0.7515 |
| 1.1781 | 2.0 | 1000 | 1.2702 | 0.1171 | 0.178 | 0.1301 | 0.0034 | 0.0749 | 0.1283 | 0.1021 | 0.2999 | 0.4572 | 0.0583 | 0.4223 | 0.4692 | 0.1209 | 0.6089 | 0.0 | 0.0 | 0.2303 | 0.7627 |
| 1.2828 | 3.0 | 1500 | 1.1369 | 0.1986 | 0.2993 | 0.2276 | 0.012 | 0.1722 | 0.2143 | 0.1131 | 0.3631 | 0.4357 | 0.125 | 0.4166 | 0.4223 | 0.2177 | 0.5508 | 0.0 | 0.0 | 0.3781 | 0.7563 |
| 1.211 | 4.0 | 2000 | 1.0852 | 0.2357 | 0.3552 | 0.2708 | 0.0092 | 0.1875 | 0.259 | 0.1155 | 0.3965 | 0.4606 | 0.1125 | 0.4361 | 0.4658 | 0.2359 | 0.6181 | 0.0 | 0.0 | 0.4712 | 0.7636 |
| 0.8201 | 5.0 | 2500 | 0.9602 | 0.3058 | 0.4592 | 0.3621 | 0.0188 | 0.2541 | 0.3171 | 0.1184 | 0.425 | 0.4378 | 0.15 | 0.4168 | 0.4355 | 0.3077 | 0.581 | 0.0 | 0.0 | 0.6097 | 0.7322 |
| 1.0216 | 6.0 | 3000 | 1.0500 | 0.3162 | 0.4586 | 0.3713 | 0.0739 | 0.2797 | 0.3196 | 0.1193 | 0.4178 | 0.4205 | 0.0958 | 0.4006 | 0.4111 | 0.328 | 0.5669 | 0.0 | 0.0 | 0.6206 | 0.6946 |
| 0.9282 | 7.0 | 3500 | 0.8361 | 0.3673 | 0.519 | 0.4224 | 0.0731 | 0.3377 | 0.3698 | 0.1315 | 0.4652 | 0.4725 | 0.1208 | 0.4519 | 0.4738 | 0.4035 | 0.6496 | 0.0 | 0.0 | 0.6984 | 0.7678 |
| 0.744 | 8.0 | 4000 | 0.8710 | 0.3596 | 0.5289 | 0.4163 | 0.0228 | 0.3272 | 0.3628 | 0.1261 | 0.4519 | 0.4547 | 0.0542 | 0.4271 | 0.461 | 0.4232 | 0.6379 | 0.0 | 0.0 | 0.6555 | 0.7262 |
| 0.8694 | 9.0 | 4500 | 0.7759 | 0.3833 | 0.5524 | 0.4452 | 0.0822 | 0.3334 | 0.3959 | 0.1329 | 0.4717 | 0.4771 | 0.1125 | 0.4377 | 0.4887 | 0.4549 | 0.6657 | 0.0 | 0.0 | 0.695 | 0.7657 |
| 0.7675 | 10.0 | 5000 | 0.7369 | 0.3868 | 0.549 | 0.4514 | 0.0968 | 0.3583 | 0.3948 | 0.1302 | 0.4801 | 0.4845 | 0.125 | 0.4532 | 0.5004 | 0.445 | 0.6766 | 0.0 | 0.0 | 0.7153 | 0.7768 |
| 1.0047 | 11.0 | 5500 | 0.7570 | 0.3987 | 0.5494 | 0.4731 | 0.0828 | 0.3708 | 0.4196 | 0.1387 | 0.4818 | 0.4843 | 0.1333 | 0.4521 | 0.5098 | 0.4916 | 0.6911 | 0.0 | 0.0 | 0.7044 | 0.7617 |
| 0.7842 | 12.0 | 6000 | 0.7426 | 0.4039 | 0.568 | 0.4646 | 0.096 | 0.3755 | 0.4117 | 0.1379 | 0.481 | 0.4837 | 0.1583 | 0.451 | 0.5009 | 0.4936 | 0.6823 | 0.0 | 0.0 | 0.7181 | 0.769 |
| 0.7374 | 13.0 | 6500 | 0.6384 | 0.4272 | 0.5718 | 0.5012 | 0.1095 | 0.3974 | 0.4315 | 0.1428 | 0.4996 | 0.5024 | 0.1667 | 0.4709 | 0.5152 | 0.5466 | 0.7157 | 0.0 | 0.0 | 0.735 | 0.7916 |
| 0.8151 | 14.0 | 7000 | 0.6512 | 0.4108 | 0.5644 | 0.4814 | 0.1311 | 0.3736 | 0.4232 | 0.1359 | 0.4899 | 0.4929 | 0.1583 | 0.4609 | 0.5073 | 0.4984 | 0.6927 | 0.0 | 0.0 | 0.7341 | 0.7858 |
| 0.7233 | 15.0 | 7500 | 0.7068 | 0.4002 | 0.5618 | 0.4729 | 0.0743 | 0.3623 | 0.4249 | 0.1352 | 0.4785 | 0.4812 | 0.15 | 0.4459 | 0.5021 | 0.4871 | 0.6786 | 0.0 | 0.0 | 0.7135 | 0.7651 |
| 0.6345 | 16.0 | 8000 | 0.6210 | 0.424 | 0.5825 | 0.4956 | 0.1345 | 0.394 | 0.4389 | 0.1399 | 0.4959 | 0.5018 | 0.1875 | 0.4711 | 0.5256 | 0.5273 | 0.7133 | 0.0 | 0.0 | 0.7446 | 0.7922 |
| 0.5406 | 17.0 | 8500 | 0.5952 | 0.4341 | 0.5836 | 0.5014 | 0.2377 | 0.4078 | 0.4426 | 0.1419 | 0.5052 | 0.5084 | 0.2625 | 0.4795 | 0.5231 | 0.5476 | 0.7169 | 0.0 | 0.0 | 0.7548 | 0.8081 |
| 0.6986 | 18.0 | 9000 | 0.5646 | 0.4465 | 0.5893 | 0.5235 | 0.1327 | 0.4176 | 0.4565 | 0.1399 | 0.5088 | 0.5154 | 0.1625 | 0.4785 | 0.5353 | 0.576 | 0.7343 | 0.0 | 0.0 | 0.7635 | 0.812 |
| 0.6939 | 19.0 | 9500 | 0.6293 | 0.4146 | 0.5821 | 0.4897 | 0.1459 | 0.3885 | 0.4238 | 0.1343 | 0.4816 | 0.4848 | 0.1667 | 0.4535 | 0.5074 | 0.5217 | 0.6875 | 0.0 | 0.0 | 0.7222 | 0.7669 |
| 0.6532 | 20.0 | 10000 | 0.5819 | 0.4345 | 0.5819 | 0.4954 | 0.1127 | 0.4072 | 0.4364 | 0.1435 | 0.5116 | 0.5158 | 0.1958 | 0.483 | 0.5299 | 0.5501 | 0.7415 | 0.0 | 0.0 | 0.7535 | 0.8057 |
| 0.6648 | 21.0 | 10500 | 0.5717 | 0.4251 | 0.5849 | 0.5027 | 0.1448 | 0.3897 | 0.4468 | 0.1341 | 0.4993 | 0.5041 | 0.2125 | 0.4721 | 0.5222 | 0.5444 | 0.7323 | 0.0 | 0.0 | 0.7308 | 0.7801 |
| 0.7616 | 22.0 | 11000 | 0.5705 | 0.4331 | 0.5904 | 0.5126 | 0.1392 | 0.4043 | 0.4415 | 0.1365 | 0.5034 | 0.508 | 0.1833 | 0.4804 | 0.5178 | 0.5476 | 0.7234 | 0.0 | 0.0 | 0.7518 | 0.8006 |
| 0.6133 | 23.0 | 11500 | 0.5598 | 0.4461 | 0.5853 | 0.5289 | 0.0873 | 0.4143 | 0.4588 | 0.14 | 0.5158 | 0.5209 | 0.1375 | 0.4886 | 0.5394 | 0.5671 | 0.7452 | 0.0 | 0.0 | 0.7712 | 0.8175 |
| 0.7888 | 24.0 | 12000 | 0.5552 | 0.4503 | 0.5882 | 0.5292 | 0.158 | 0.4155 | 0.4656 | 0.1444 | 0.5185 | 0.5237 | 0.2167 | 0.4911 | 0.5364 | 0.5769 | 0.7609 | 0.0 | 0.0 | 0.7741 | 0.8102 |
| 0.4915 | 25.0 | 12500 | 0.5522 | 0.4361 | 0.5917 | 0.5251 | 0.0734 | 0.4055 | 0.4591 | 0.1379 | 0.5031 | 0.5094 | 0.2375 | 0.4745 | 0.5255 | 0.542 | 0.7153 | 0.0 | 0.0 | 0.7661 | 0.813 |
| 0.5545 | 26.0 | 13000 | 0.5461 | 0.4586 | 0.6022 | 0.5503 | 0.1329 | 0.4316 | 0.4647 | 0.1507 | 0.5153 | 0.5193 | 0.2292 | 0.4906 | 0.5279 | 0.6059 | 0.7492 | 0.0 | 0.0 | 0.7699 | 0.8087 |
| 0.6167 | 27.0 | 13500 | 0.5517 | 0.4488 | 0.5941 | 0.5451 | 0.1318 | 0.4116 | 0.4805 | 0.1417 | 0.5105 | 0.5152 | 0.2125 | 0.4806 | 0.5445 | 0.5815 | 0.7444 | 0.0 | 0.0 | 0.765 | 0.8012 |
| 0.7243 | 28.0 | 14000 | 0.5391 | 0.4569 | 0.5973 | 0.5348 | 0.1178 | 0.4315 | 0.4786 | 0.146 | 0.5185 | 0.5233 | 0.2 | 0.4952 | 0.5454 | 0.5923 | 0.744 | 0.0 | 0.0 | 0.7784 | 0.8259 |
| 0.6615 | 29.0 | 14500 | 0.5449 | 0.4503 | 0.6024 | 0.5494 | 0.0953 | 0.4129 | 0.4816 | 0.1439 | 0.507 | 0.5113 | 0.2 | 0.4751 | 0.5379 | 0.5879 | 0.7323 | 0.0 | 0.0 | 0.7629 | 0.8015 |
| 0.4993 | 30.0 | 15000 | 0.5131 | 0.4743 | 0.6051 | 0.5623 | 0.0918 | 0.4482 | 0.5041 | 0.1478 | 0.5275 | 0.5331 | 0.2375 | 0.5045 | 0.5539 | 0.6328 | 0.773 | 0.0 | 0.0 | 0.7901 | 0.8262 |
| 0.62 | 31.0 | 15500 | 0.5405 | 0.4646 | 0.603 | 0.5542 | 0.0607 | 0.4422 | 0.4832 | 0.1485 | 0.5201 | 0.5237 | 0.1625 | 0.5016 | 0.5361 | 0.614 | 0.7512 | 0.0 | 0.0 | 0.7798 | 0.8199 |
| 0.5616 | 32.0 | 16000 | 0.5097 | 0.4744 | 0.6111 | 0.5736 | 0.07 | 0.4423 | 0.4967 | 0.1453 | 0.5236 | 0.5288 | 0.1667 | 0.4979 | 0.544 | 0.6395 | 0.7585 | 0.0 | 0.0 | 0.7836 | 0.828 |
| 0.4979 | 33.0 | 16500 | 0.5117 | 0.4846 | 0.6197 | 0.5695 | 0.0474 | 0.4538 | 0.5076 | 0.1494 | 0.5307 | 0.5358 | 0.125 | 0.5075 | 0.5547 | 0.6651 | 0.779 | 0.0 | 0.0 | 0.7888 | 0.8283 |
| 0.5772 | 34.0 | 17000 | 0.5248 | 0.4758 | 0.6206 | 0.571 | 0.0753 | 0.4453 | 0.4902 | 0.1503 | 0.5223 | 0.5265 | 0.1958 | 0.4962 | 0.5354 | 0.6594 | 0.7669 | 0.0 | 0.0 | 0.7679 | 0.8127 |
| 0.6061 | 35.0 | 17500 | 0.5076 | 0.4867 | 0.6271 | 0.5914 | 0.0845 | 0.455 | 0.4979 | 0.1506 | 0.5254 | 0.5297 | 0.225 | 0.4979 | 0.5438 | 0.6651 | 0.7609 | 0.0 | 0.0 | 0.7951 | 0.8283 |
| 0.4872 | 36.0 | 18000 | 0.5002 | 0.4875 | 0.6307 | 0.5823 | 0.0911 | 0.4517 | 0.5101 | 0.1532 | 0.5244 | 0.528 | 0.2208 | 0.4922 | 0.5457 | 0.6716 | 0.7581 | 0.0 | 0.0 | 0.7909 | 0.8259 |
| 0.499 | 37.0 | 18500 | 0.4787 | 0.4995 | 0.6374 | 0.5907 | 0.134 | 0.4658 | 0.5097 | 0.1559 | 0.5317 | 0.5369 | 0.225 | 0.506 | 0.5468 | 0.6978 | 0.7726 | 0.0 | 0.0 | 0.8008 | 0.8383 |
| 0.4926 | 38.0 | 19000 | 0.4706 | 0.5026 | 0.6392 | 0.6018 | 0.1207 | 0.4744 | 0.5192 | 0.1567 | 0.5321 | 0.5391 | 0.2333 | 0.5156 | 0.5516 | 0.7093 | 0.7746 | 0.0 | 0.0 | 0.7986 | 0.8428 |
| 0.4842 | 39.0 | 19500 | 0.4501 | 0.5355 | 0.6675 | 0.6262 | 0.1531 | 0.5188 | 0.5258 | 0.1782 | 0.5599 | 0.5657 | 0.2167 | 0.5497 | 0.5566 | 0.7289 | 0.7831 | 0.0676 | 0.0621 | 0.8099 | 0.8518 |
| 0.4388 | 40.0 | 20000 | 0.4492 | 0.5759 | 0.7319 | 0.6917 | 0.2016 | 0.5629 | 0.5794 | 0.2133 | 0.6052 | 0.6116 | 0.2792 | 0.5968 | 0.612 | 0.7058 | 0.7609 | 0.2139 | 0.2211 | 0.808 | 0.8527 |
| 0.5973 | 41.0 | 20500 | 0.4320 | 0.6214 | 0.7675 | 0.7299 | 0.1689 | 0.6037 | 0.6191 | 0.2363 | 0.6511 | 0.6566 | 0.275 | 0.6379 | 0.6511 | 0.7474 | 0.8024 | 0.3108 | 0.3232 | 0.806 | 0.8443 |
| 0.6471 | 42.0 | 21000 | 0.4575 | 0.6216 | 0.8126 | 0.7403 | 0.1932 | 0.6134 | 0.6043 | 0.2459 | 0.6582 | 0.661 | 0.2667 | 0.6489 | 0.6509 | 0.6722 | 0.7298 | 0.3924 | 0.4137 | 0.8 | 0.8395 |
| 0.5442 | 43.0 | 21500 | 0.4265 | 0.6911 | 0.8876 | 0.842 | 0.2163 | 0.6898 | 0.693 | 0.2988 | 0.7358 | 0.7408 | 0.3333 | 0.736 | 0.7502 | 0.7061 | 0.7681 | 0.5569 | 0.6053 | 0.8103 | 0.8491 |
| 0.52 | 44.0 | 22000 | 0.4279 | 0.6918 | 0.8948 | 0.8453 | 0.1957 | 0.691 | 0.6836 | 0.2969 | 0.7344 | 0.7381 | 0.2875 | 0.7341 | 0.7327 | 0.7114 | 0.7694 | 0.5632 | 0.6021 | 0.8007 | 0.8428 |
| 0.5388 | 45.0 | 22500 | 0.4436 | 0.6881 | 0.8959 | 0.8218 | 0.1081 | 0.6807 | 0.6963 | 0.2972 | 0.7291 | 0.7321 | 0.2417 | 0.7229 | 0.7455 | 0.6986 | 0.7476 | 0.5668 | 0.6042 | 0.7991 | 0.8446 |
| 0.448 | 46.0 | 23000 | 0.4175 | 0.6923 | 0.888 | 0.8294 | 0.1616 | 0.686 | 0.7025 | 0.2932 | 0.7316 | 0.7366 | 0.2542 | 0.7282 | 0.7519 | 0.712 | 0.7665 | 0.5533 | 0.5916 | 0.8116 | 0.8518 |
| 0.4813 | 47.0 | 23500 | 0.4539 | 0.6668 | 0.869 | 0.8013 | 0.177 | 0.6492 | 0.6792 | 0.2837 | 0.7038 | 0.7076 | 0.3 | 0.6941 | 0.715 | 0.7076 | 0.7593 | 0.5094 | 0.5347 | 0.7835 | 0.8289 |
| 0.5411 | 48.0 | 24000 | 0.3942 | 0.7248 | 0.9066 | 0.8668 | 0.2003 | 0.7087 | 0.7693 | 0.3079 | 0.7636 | 0.7678 | 0.2625 | 0.7516 | 0.813 | 0.7497 | 0.7964 | 0.6227 | 0.6621 | 0.8019 | 0.8449 |
| 0.6534 | 49.0 | 24500 | 0.4056 | 0.7123 | 0.8974 | 0.8511 | 0.1611 | 0.6932 | 0.7483 | 0.304 | 0.7505 | 0.7543 | 0.2958 | 0.7338 | 0.7925 | 0.7219 | 0.7746 | 0.5993 | 0.6316 | 0.8156 | 0.8566 |
| 0.377 | 50.0 | 25000 | 0.3828 | 0.7397 | 0.936 | 0.8724 | 0.2397 | 0.724 | 0.7552 | 0.3188 | 0.7791 | 0.7832 | 0.3292 | 0.7696 | 0.8016 | 0.7286 | 0.7734 | 0.6664 | 0.7126 | 0.8241 | 0.8636 |
| 0.5198 | 51.0 | 25500 | 0.3895 | 0.7341 | 0.9234 | 0.8692 | 0.1944 | 0.722 | 0.7554 | 0.3099 | 0.7701 | 0.7733 | 0.2875 | 0.7617 | 0.802 | 0.7328 | 0.7734 | 0.6507 | 0.6926 | 0.8186 | 0.8539 |
| 0.4339 | 52.0 | 26000 | 0.3881 | 0.7396 | 0.9251 | 0.8757 | 0.1544 | 0.717 | 0.7959 | 0.3127 | 0.7743 | 0.7776 | 0.2417 | 0.7538 | 0.8312 | 0.7413 | 0.7891 | 0.6603 | 0.6895 | 0.8171 | 0.8542 |
| 0.4556 | 53.0 | 26500 | 0.3676 | 0.7385 | 0.9322 | 0.882 | 0.2223 | 0.7185 | 0.7716 | 0.3151 | 0.7726 | 0.7772 | 0.3014 | 0.7634 | 0.8087 | 0.7453 | 0.7847 | 0.6602 | 0.6968 | 0.8099 | 0.85 |
| 0.4291 | 54.0 | 27000 | 0.3836 | 0.7341 | 0.9304 | 0.8776 | 0.177 | 0.7103 | 0.7794 | 0.3179 | 0.7712 | 0.7758 | 0.3 | 0.7579 | 0.8178 | 0.7395 | 0.7895 | 0.6559 | 0.6937 | 0.8068 | 0.8443 |
| 0.4573 | 55.0 | 27500 | 0.3755 | 0.7386 | 0.9355 | 0.8918 | 0.1973 | 0.7277 | 0.7621 | 0.3135 | 0.7772 | 0.7809 | 0.2667 | 0.7733 | 0.8019 | 0.738 | 0.7847 | 0.6684 | 0.7116 | 0.8095 | 0.8464 |
| 0.4252 | 56.0 | 28000 | 0.3715 | 0.7428 | 0.9323 | 0.8989 | 0.1769 | 0.7324 | 0.7619 | 0.3141 | 0.779 | 0.783 | 0.3042 | 0.774 | 0.7984 | 0.7513 | 0.794 | 0.6641 | 0.7032 | 0.8129 | 0.8518 |
| 0.4442 | 57.0 | 28500 | 0.3634 | 0.7473 | 0.9293 | 0.8816 | 0.2133 | 0.739 | 0.7691 | 0.3148 | 0.7871 | 0.7901 | 0.2708 | 0.7827 | 0.8123 | 0.7623 | 0.804 | 0.6598 | 0.7084 | 0.8197 | 0.8578 |
| 0.6128 | 58.0 | 29000 | 0.3701 | 0.7495 | 0.9339 | 0.8731 | 0.1517 | 0.7355 | 0.7881 | 0.3166 | 0.7839 | 0.7881 | 0.2875 | 0.7748 | 0.8276 | 0.7661 | 0.806 | 0.6761 | 0.7126 | 0.8063 | 0.8455 |
| 0.5688 | 59.0 | 29500 | 0.3720 | 0.7475 | 0.9385 | 0.8895 | 0.2601 | 0.7387 | 0.7661 | 0.3215 | 0.7826 | 0.7862 | 0.3125 | 0.7791 | 0.8048 | 0.7562 | 0.794 | 0.6744 | 0.7158 | 0.8118 | 0.8488 |
| 0.4942 | 60.0 | 30000 | 0.3703 | 0.74 | 0.9318 | 0.8728 | 0.1782 | 0.726 | 0.7702 | 0.3124 | 0.7787 | 0.7821 | 0.2542 | 0.7671 | 0.817 | 0.7558 | 0.8028 | 0.6483 | 0.6895 | 0.816 | 0.8539 |
| 0.4106 | 61.0 | 30500 | 0.3685 | 0.739 | 0.934 | 0.8802 | 0.2221 | 0.7235 | 0.7501 | 0.3176 | 0.7772 | 0.7799 | 0.2667 | 0.767 | 0.7946 | 0.7401 | 0.7847 | 0.6619 | 0.7053 | 0.8151 | 0.8497 |
| 0.4923 | 62.0 | 31000 | 0.3567 | 0.7568 | 0.9428 | 0.9018 | 0.2009 | 0.7439 | 0.7907 | 0.3218 | 0.7928 | 0.7958 | 0.2875 | 0.787 | 0.8232 | 0.7691 | 0.8085 | 0.6744 | 0.7179 | 0.8267 | 0.8611 |
| 0.474 | 63.0 | 31500 | 0.3643 | 0.7388 | 0.9372 | 0.8944 | 0.1755 | 0.7311 | 0.7726 | 0.315 | 0.7806 | 0.784 | 0.2667 | 0.7816 | 0.8129 | 0.746 | 0.7915 | 0.6476 | 0.7021 | 0.8228 | 0.8584 |
| 0.4232 | 64.0 | 32000 | 0.3292 | 0.772 | 0.9443 | 0.8969 | 0.2505 | 0.755 | 0.812 | 0.3252 | 0.8062 | 0.8104 | 0.3528 | 0.7921 | 0.8463 | 0.7743 | 0.8198 | 0.7097 | 0.7442 | 0.8321 | 0.8672 |
| 0.5473 | 65.0 | 32500 | 0.3485 | 0.7562 | 0.9403 | 0.8948 | 0.2005 | 0.743 | 0.7782 | 0.3213 | 0.7979 | 0.8011 | 0.2931 | 0.7902 | 0.8205 | 0.7678 | 0.8145 | 0.6801 | 0.7274 | 0.8206 | 0.8614 |
| 0.3545 | 66.0 | 33000 | 0.3473 | 0.7548 | 0.9457 | 0.901 | 0.1938 | 0.7436 | 0.7813 | 0.3176 | 0.7922 | 0.7958 | 0.275 | 0.7861 | 0.8239 | 0.7501 | 0.798 | 0.6857 | 0.7263 | 0.8285 | 0.863 |
| 0.596 | 67.0 | 33500 | 0.3422 | 0.7591 | 0.9432 | 0.8851 | 0.2045 | 0.7441 | 0.7888 | 0.3222 | 0.796 | 0.8002 | 0.2958 | 0.787 | 0.8287 | 0.7652 | 0.8129 | 0.6755 | 0.7179 | 0.8365 | 0.8699 |
| 0.4029 | 68.0 | 34000 | 0.3423 | 0.7551 | 0.9428 | 0.8957 | 0.2309 | 0.7443 | 0.791 | 0.3184 | 0.7891 | 0.7947 | 0.3514 | 0.7851 | 0.8277 | 0.7551 | 0.8016 | 0.6732 | 0.7116 | 0.8369 | 0.8708 |
| 0.4128 | 69.0 | 34500 | 0.3450 | 0.7529 | 0.9409 | 0.8963 | 0.2611 | 0.7392 | 0.7774 | 0.3193 | 0.79 | 0.7959 | 0.3542 | 0.7835 | 0.8173 | 0.7417 | 0.7952 | 0.6837 | 0.7221 | 0.8334 | 0.8705 |
| 0.4718 | 70.0 | 35000 | 0.3278 | 0.7638 | 0.9412 | 0.8912 | 0.2465 | 0.7532 | 0.7886 | 0.3231 | 0.8006 | 0.8045 | 0.3458 | 0.7991 | 0.8211 | 0.7709 | 0.8169 | 0.6872 | 0.7274 | 0.8333 | 0.8693 |
| 0.4164 | 71.0 | 35500 | 0.3412 | 0.7612 | 0.9365 | 0.8922 | 0.1539 | 0.7533 | 0.7865 | 0.3204 | 0.7966 | 0.801 | 0.2917 | 0.7934 | 0.8223 | 0.7756 | 0.8202 | 0.6792 | 0.72 | 0.8289 | 0.863 |
| 0.403 | 72.0 | 36000 | 0.3284 | 0.7728 | 0.9476 | 0.8902 | 0.1302 | 0.7622 | 0.7966 | 0.325 | 0.8076 | 0.8099 | 0.2736 | 0.8 | 0.8286 | 0.7776 | 0.8181 | 0.6971 | 0.7368 | 0.8438 | 0.8747 |
| 0.3609 | 73.0 | 36500 | 0.3294 | 0.7637 | 0.9489 | 0.89 | 0.2091 | 0.7552 | 0.7887 | 0.3209 | 0.8006 | 0.8035 | 0.2875 | 0.7958 | 0.8287 | 0.7743 | 0.8141 | 0.6813 | 0.7263 | 0.8354 | 0.8702 |
| 0.5105 | 74.0 | 37000 | 0.3394 | 0.7624 | 0.9427 | 0.8916 | 0.2572 | 0.7482 | 0.7855 | 0.3218 | 0.8002 | 0.8023 | 0.3444 | 0.7914 | 0.8232 | 0.7715 | 0.8121 | 0.6815 | 0.7232 | 0.8341 | 0.8717 |
| 0.6515 | 75.0 | 37500 | 0.3499 | 0.7502 | 0.9314 | 0.8928 | 0.2575 | 0.746 | 0.7566 | 0.3176 | 0.7881 | 0.7907 | 0.3042 | 0.787 | 0.7984 | 0.7466 | 0.7935 | 0.6826 | 0.7242 | 0.8213 | 0.8542 |
| 0.4555 | 76.0 | 38000 | 0.3373 | 0.7616 | 0.9381 | 0.8959 | 0.1457 | 0.7485 | 0.7836 | 0.3239 | 0.7999 | 0.803 | 0.2069 | 0.7923 | 0.8227 | 0.7674 | 0.8085 | 0.6834 | 0.7337 | 0.834 | 0.8669 |
| 0.3485 | 77.0 | 38500 | 0.3352 | 0.7615 | 0.9427 | 0.8978 | 0.2851 | 0.7522 | 0.7733 | 0.3234 | 0.8016 | 0.8041 | 0.325 | 0.7968 | 0.8129 | 0.7631 | 0.8101 | 0.685 | 0.7337 | 0.8365 | 0.8687 |
| 0.3587 | 78.0 | 39000 | 0.3461 | 0.7597 | 0.9494 | 0.8958 | 0.2878 | 0.749 | 0.7867 | 0.3187 | 0.7974 | 0.8002 | 0.3375 | 0.7913 | 0.8198 | 0.7504 | 0.794 | 0.6912 | 0.7358 | 0.8375 | 0.8708 |
| 0.3367 | 79.0 | 39500 | 0.3436 | 0.7621 | 0.9427 | 0.8896 | 0.2702 | 0.7507 | 0.7792 | 0.3251 | 0.7975 | 0.8016 | 0.3944 | 0.794 | 0.8105 | 0.7562 | 0.798 | 0.7054 | 0.7463 | 0.8246 | 0.8605 |
| 0.3801 | 80.0 | 40000 | 0.3441 | 0.7589 | 0.9455 | 0.8992 | 0.2149 | 0.7475 | 0.779 | 0.3191 | 0.7943 | 0.7974 | 0.3319 | 0.788 | 0.8175 | 0.7551 | 0.7935 | 0.6854 | 0.7274 | 0.836 | 0.8714 |
| 0.3428 | 81.0 | 40500 | 0.3205 | 0.7721 | 0.9512 | 0.8923 | 0.2591 | 0.7598 | 0.7885 | 0.3272 | 0.8124 | 0.8165 | 0.4194 | 0.8055 | 0.8279 | 0.7651 | 0.8121 | 0.7035 | 0.7579 | 0.8477 | 0.8795 |
| 0.4288 | 82.0 | 41000 | 0.3386 | 0.7599 | 0.9442 | 0.8905 | 0.2776 | 0.7494 | 0.7804 | 0.3206 | 0.8012 | 0.8039 | 0.3292 | 0.7937 | 0.8175 | 0.7578 | 0.8012 | 0.6852 | 0.74 | 0.8369 | 0.8705 |
| 0.4539 | 83.0 | 41500 | 0.3316 | 0.7721 | 0.9488 | 0.9017 | 0.2794 | 0.7616 | 0.7927 | 0.325 | 0.8078 | 0.811 | 0.3653 | 0.8016 | 0.8252 | 0.7731 | 0.8137 | 0.7055 | 0.7484 | 0.8376 | 0.8708 |
| 0.4158 | 84.0 | 42000 | 0.3345 | 0.7676 | 0.9458 | 0.8937 | 0.2775 | 0.7582 | 0.7787 | 0.3238 | 0.8063 | 0.8095 | 0.3292 | 0.7991 | 0.8183 | 0.7683 | 0.8133 | 0.6969 | 0.7442 | 0.8376 | 0.8711 |
| 0.4224 | 85.0 | 42500 | 0.3407 | 0.7706 | 0.9461 | 0.9014 | 0.2233 | 0.7642 | 0.7863 | 0.3265 | 0.8048 | 0.8095 | 0.2667 | 0.804 | 0.8204 | 0.7653 | 0.8113 | 0.7094 | 0.7474 | 0.837 | 0.8699 |
| 0.3439 | 86.0 | 43000 | 0.3385 | 0.7685 | 0.9516 | 0.8996 | 0.2689 | 0.7649 | 0.777 | 0.3275 | 0.806 | 0.8098 | 0.3167 | 0.8051 | 0.8161 | 0.7562 | 0.8004 | 0.7077 | 0.7558 | 0.8414 | 0.8732 |
| 0.3483 | 87.0 | 43500 | 0.3165 | 0.7836 | 0.9498 | 0.9039 | 0.2278 | 0.7832 | 0.797 | 0.3325 | 0.815 | 0.8192 | 0.3028 | 0.8178 | 0.8328 | 0.7771 | 0.819 | 0.7286 | 0.7611 | 0.845 | 0.8777 |
| 0.5253 | 88.0 | 44000 | 0.3120 | 0.7843 | 0.9559 | 0.918 | 0.2194 | 0.7764 | 0.8012 | 0.3336 | 0.82 | 0.8236 | 0.3931 | 0.8153 | 0.8335 | 0.7689 | 0.8169 | 0.7314 | 0.7684 | 0.8527 | 0.8855 |
| 0.3953 | 89.0 | 44500 | 0.3341 | 0.7739 | 0.9514 | 0.9124 | 0.2586 | 0.7675 | 0.7808 | 0.3277 | 0.8086 | 0.8121 | 0.3917 | 0.8042 | 0.8181 | 0.7658 | 0.8044 | 0.7069 | 0.7516 | 0.8489 | 0.8804 |
| 0.3813 | 90.0 | 45000 | 0.3128 | 0.7878 | 0.9479 | 0.9026 | 0.2493 | 0.7815 | 0.8061 | 0.3305 | 0.8198 | 0.8239 | 0.3569 | 0.817 | 0.8422 | 0.7859 | 0.8315 | 0.719 | 0.7495 | 0.8585 | 0.8907 |
| 0.4071 | 91.0 | 45500 | 0.3136 | 0.7806 | 0.95 | 0.9138 | 0.2509 | 0.7757 | 0.7935 | 0.3296 | 0.8204 | 0.8226 | 0.3736 | 0.8172 | 0.8341 | 0.7747 | 0.8218 | 0.7165 | 0.7632 | 0.8505 | 0.8828 |
| 0.2818 | 92.0 | 46000 | 0.3106 | 0.7856 | 0.9452 | 0.9137 | 0.2494 | 0.781 | 0.7984 | 0.3308 | 0.8207 | 0.8241 | 0.3097 | 0.8192 | 0.8352 | 0.7843 | 0.8298 | 0.7207 | 0.7558 | 0.8518 | 0.8867 |
| 0.4456 | 93.0 | 46500 | 0.3185 | 0.7745 | 0.9492 | 0.9028 | 0.2588 | 0.7734 | 0.7772 | 0.3278 | 0.8113 | 0.8152 | 0.3111 | 0.8122 | 0.8164 | 0.7647 | 0.8141 | 0.7148 | 0.7505 | 0.8441 | 0.881 |
| 0.3401 | 94.0 | 47000 | 0.3182 | 0.7793 | 0.948 | 0.9154 | 0.2493 | 0.7752 | 0.7902 | 0.3286 | 0.8171 | 0.8202 | 0.2889 | 0.8178 | 0.8328 | 0.7733 | 0.8214 | 0.7157 | 0.7568 | 0.8489 | 0.8825 |
| 0.4676 | 95.0 | 47500 | 0.3151 | 0.7779 | 0.9452 | 0.9112 | 0.2873 | 0.7781 | 0.7884 | 0.3285 | 0.8133 | 0.8179 | 0.3222 | 0.8158 | 0.8288 | 0.7774 | 0.8222 | 0.7067 | 0.7463 | 0.8496 | 0.8852 |
| 0.3521 | 96.0 | 48000 | 0.3066 | 0.7766 | 0.9432 | 0.9063 | 0.2183 | 0.7709 | 0.7952 | 0.3272 | 0.8131 | 0.8162 | 0.2875 | 0.8059 | 0.8375 | 0.7837 | 0.8298 | 0.6937 | 0.7347 | 0.8522 | 0.884 |
| 0.441 | 97.0 | 48500 | 0.3254 | 0.772 | 0.9516 | 0.9019 | 0.2356 | 0.7668 | 0.7752 | 0.3235 | 0.8091 | 0.8123 | 0.3167 | 0.8031 | 0.8168 | 0.7692 | 0.8129 | 0.6997 | 0.7432 | 0.847 | 0.8807 |
| 0.427 | 98.0 | 49000 | 0.3106 | 0.7836 | 0.9527 | 0.9099 | 0.2817 | 0.7824 | 0.7784 | 0.3307 | 0.8202 | 0.8244 | 0.3611 | 0.8203 | 0.8181 | 0.7819 | 0.8254 | 0.7195 | 0.7621 | 0.8492 | 0.8855 |
| 0.4111 | 99.0 | 49500 | 0.3173 | 0.7738 | 0.9507 | 0.9078 | 0.2385 | 0.7695 | 0.7834 | 0.3245 | 0.815 | 0.8176 | 0.3264 | 0.8128 | 0.8225 | 0.7634 | 0.8169 | 0.7003 | 0.7474 | 0.8576 | 0.8886 |
| 0.3262 | 100.0 | 50000 | 0.3151 | 0.7825 | 0.9484 | 0.9102 | 0.2957 | 0.7775 | 0.7945 | 0.3288 | 0.8209 | 0.8241 | 0.3569 | 0.8189 | 0.8343 | 0.7853 | 0.8302 | 0.7066 | 0.7547 | 0.8555 | 0.8873 |
| 0.3494 | 101.0 | 50500 | 0.3024 | 0.7894 | 0.9502 | 0.9134 | 0.279 | 0.7801 | 0.7959 | 0.3354 | 0.8259 | 0.8289 | 0.3361 | 0.8214 | 0.8357 | 0.7921 | 0.8339 | 0.7235 | 0.7674 | 0.8526 | 0.8855 |
| 0.3275 | 102.0 | 51000 | 0.3043 | 0.7942 | 0.9492 | 0.9154 | 0.2618 | 0.7902 | 0.7998 | 0.3333 | 0.8301 | 0.8332 | 0.3431 | 0.8305 | 0.8369 | 0.7993 | 0.8375 | 0.7259 | 0.7716 | 0.8575 | 0.8907 |
| 0.4047 | 103.0 | 51500 | 0.3139 | 0.7821 | 0.9471 | 0.9041 | 0.2531 | 0.7759 | 0.795 | 0.3333 | 0.8192 | 0.8222 | 0.2972 | 0.8194 | 0.8308 | 0.7777 | 0.8218 | 0.7181 | 0.7632 | 0.8505 | 0.8816 |
| 0.4509 | 104.0 | 52000 | 0.3037 | 0.7874 | 0.949 | 0.9044 | 0.2873 | 0.7813 | 0.7962 | 0.3325 | 0.8244 | 0.8273 | 0.3444 | 0.8217 | 0.8364 | 0.782 | 0.8266 | 0.7222 | 0.7674 | 0.858 | 0.888 |
| 0.3733 | 105.0 | 52500 | 0.3045 | 0.7915 | 0.9505 | 0.9118 | 0.2813 | 0.79 | 0.7988 | 0.3367 | 0.8271 | 0.8304 | 0.3056 | 0.8302 | 0.839 | 0.7838 | 0.8306 | 0.7349 | 0.7737 | 0.8558 | 0.8867 |
| 0.288 | 106.0 | 53000 | 0.2985 | 0.7987 | 0.9451 | 0.9103 | 0.2556 | 0.7955 | 0.8187 | 0.337 | 0.831 | 0.8342 | 0.3 | 0.8316 | 0.8528 | 0.7983 | 0.8399 | 0.734 | 0.7695 | 0.8638 | 0.8931 |
| 0.3548 | 107.0 | 53500 | 0.3132 | 0.7894 | 0.9507 | 0.9072 | 0.2922 | 0.7839 | 0.8013 | 0.3329 | 0.8252 | 0.8278 | 0.3514 | 0.8205 | 0.8403 | 0.7828 | 0.8262 | 0.7297 | 0.7716 | 0.8555 | 0.8855 |
| 0.3726 | 108.0 | 54000 | 0.3111 | 0.7878 | 0.9497 | 0.9134 | 0.2736 | 0.7799 | 0.8137 | 0.3319 | 0.824 | 0.8265 | 0.3292 | 0.8182 | 0.8511 | 0.7879 | 0.8306 | 0.7213 | 0.7653 | 0.8541 | 0.8837 |
| 0.3411 | 109.0 | 54500 | 0.3119 | 0.7887 | 0.9531 | 0.9073 | 0.2727 | 0.7778 | 0.8099 | 0.3322 | 0.8222 | 0.8263 | 0.3389 | 0.8172 | 0.8445 | 0.7819 | 0.8238 | 0.7242 | 0.7684 | 0.86 | 0.8867 |
| 0.363 | 110.0 | 55000 | 0.3108 | 0.7899 | 0.9503 | 0.9081 | 0.2949 | 0.7863 | 0.7952 | 0.3326 | 0.8236 | 0.8266 | 0.3139 | 0.8226 | 0.8333 | 0.787 | 0.8274 | 0.7217 | 0.7632 | 0.8611 | 0.8892 |
| 0.4096 | 111.0 | 55500 | 0.3072 | 0.7927 | 0.954 | 0.9121 | 0.2848 | 0.7876 | 0.8045 | 0.3324 | 0.828 | 0.8316 | 0.3778 | 0.825 | 0.8429 | 0.7853 | 0.8315 | 0.7351 | 0.7768 | 0.8576 | 0.8864 |
| 0.3111 | 112.0 | 56000 | 0.3106 | 0.7929 | 0.9505 | 0.9022 | 0.2749 | 0.7829 | 0.8123 | 0.3332 | 0.8266 | 0.83 | 0.3153 | 0.8215 | 0.8478 | 0.7885 | 0.8323 | 0.7335 | 0.7726 | 0.8569 | 0.8852 |
| 0.3804 | 113.0 | 56500 | 0.3035 | 0.793 | 0.951 | 0.903 | 0.2734 | 0.7889 | 0.8084 | 0.3332 | 0.8285 | 0.8312 | 0.3097 | 0.8258 | 0.8445 | 0.7988 | 0.8399 | 0.7244 | 0.7663 | 0.8557 | 0.8873 |
| 0.3715 | 114.0 | 57000 | 0.2993 | 0.7932 | 0.9514 | 0.9094 | 0.2774 | 0.7894 | 0.8044 | 0.3333 | 0.8286 | 0.832 | 0.3347 | 0.8274 | 0.8413 | 0.7915 | 0.8351 | 0.7269 | 0.7705 | 0.8612 | 0.8904 |
| 0.315 | 115.0 | 57500 | 0.3028 | 0.7944 | 0.9507 | 0.9133 | 0.3015 | 0.7909 | 0.8033 | 0.3332 | 0.8294 | 0.8331 | 0.35 | 0.8299 | 0.8387 | 0.7897 | 0.8347 | 0.7335 | 0.7737 | 0.8601 | 0.891 |
| 0.4886 | 116.0 | 58000 | 0.3074 | 0.7883 | 0.9457 | 0.911 | 0.2345 | 0.7885 | 0.8051 | 0.3317 | 0.8214 | 0.8246 | 0.2625 | 0.8256 | 0.8396 | 0.791 | 0.8339 | 0.7182 | 0.7526 | 0.8556 | 0.8873 |
| 0.3763 | 117.0 | 58500 | 0.3135 | 0.7852 | 0.9475 | 0.9057 | 0.2393 | 0.7799 | 0.7995 | 0.3305 | 0.8187 | 0.8227 | 0.2958 | 0.8182 | 0.8352 | 0.7903 | 0.8351 | 0.7145 | 0.7505 | 0.8508 | 0.8825 |
| 0.3792 | 118.0 | 59000 | 0.3029 | 0.7906 | 0.9472 | 0.9091 | 0.236 | 0.7894 | 0.8025 | 0.3328 | 0.8241 | 0.8274 | 0.2667 | 0.8263 | 0.8388 | 0.7917 | 0.8351 | 0.7151 | 0.7526 | 0.8651 | 0.8946 |
| 0.3545 | 119.0 | 59500 | 0.3043 | 0.7888 | 0.9476 | 0.905 | 0.2429 | 0.7832 | 0.8063 | 0.3315 | 0.8241 | 0.8266 | 0.2833 | 0.8223 | 0.8427 | 0.7975 | 0.8435 | 0.712 | 0.7495 | 0.8568 | 0.8867 |
| 0.3975 | 120.0 | 60000 | 0.3022 | 0.7916 | 0.951 | 0.9125 | 0.2702 | 0.7858 | 0.8034 | 0.3329 | 0.8243 | 0.8268 | 0.2903 | 0.8232 | 0.8369 | 0.791 | 0.8335 | 0.7232 | 0.7558 | 0.8606 | 0.8913 |
| 0.4769 | 121.0 | 60500 | 0.3009 | 0.7946 | 0.9509 | 0.9107 | 0.2788 | 0.7918 | 0.8015 | 0.3354 | 0.8296 | 0.8321 | 0.3167 | 0.8309 | 0.8374 | 0.7921 | 0.8355 | 0.7321 | 0.7705 | 0.8596 | 0.8904 |
| 0.4686 | 122.0 | 61000 | 0.3002 | 0.7971 | 0.9524 | 0.9136 | 0.2965 | 0.794 | 0.8077 | 0.333 | 0.8305 | 0.833 | 0.3181 | 0.8291 | 0.8421 | 0.7987 | 0.8419 | 0.7322 | 0.7663 | 0.8602 | 0.8907 |
| 0.4104 | 123.0 | 61500 | 0.2997 | 0.7989 | 0.9524 | 0.9122 | 0.2967 | 0.795 | 0.812 | 0.3339 | 0.8311 | 0.8335 | 0.3167 | 0.8287 | 0.8457 | 0.7924 | 0.8355 | 0.7374 | 0.7705 | 0.8667 | 0.8946 |
| 0.3751 | 124.0 | 62000 | 0.2945 | 0.7978 | 0.9491 | 0.9101 | 0.249 | 0.7961 | 0.815 | 0.3351 | 0.8311 | 0.8337 | 0.2764 | 0.833 | 0.8499 | 0.7944 | 0.8383 | 0.7298 | 0.7642 | 0.8693 | 0.8985 |
| 0.3375 | 125.0 | 62500 | 0.3023 | 0.7967 | 0.9547 | 0.9132 | 0.2885 | 0.7933 | 0.8065 | 0.3341 | 0.8292 | 0.8322 | 0.3264 | 0.8286 | 0.838 | 0.789 | 0.8319 | 0.7339 | 0.7684 | 0.867 | 0.8964 |
| 0.4074 | 126.0 | 63000 | 0.2956 | 0.7958 | 0.9523 | 0.912 | 0.2951 | 0.7927 | 0.8071 | 0.3334 | 0.8314 | 0.8343 | 0.3417 | 0.8308 | 0.8451 | 0.794 | 0.8379 | 0.7292 | 0.7705 | 0.8642 | 0.8946 |
| 0.3375 | 127.0 | 63500 | 0.2982 | 0.7952 | 0.9523 | 0.9131 | 0.2948 | 0.791 | 0.8101 | 0.3314 | 0.8292 | 0.832 | 0.3236 | 0.8274 | 0.8482 | 0.7976 | 0.8387 | 0.7282 | 0.7642 | 0.8599 | 0.8931 |
| 0.3425 | 128.0 | 64000 | 0.2963 | 0.7983 | 0.9523 | 0.9082 | 0.293 | 0.7948 | 0.8129 | 0.3354 | 0.8324 | 0.8349 | 0.3278 | 0.8305 | 0.8505 | 0.798 | 0.8403 | 0.7353 | 0.7695 | 0.8616 | 0.8949 |
| 0.35 | 129.0 | 64500 | 0.2941 | 0.8 | 0.9514 | 0.9128 | 0.2972 | 0.7994 | 0.808 | 0.3364 | 0.8336 | 0.8364 | 0.3208 | 0.8348 | 0.8432 | 0.797 | 0.8391 | 0.7404 | 0.7768 | 0.8626 | 0.8934 |
| 0.3261 | 130.0 | 65000 | 0.3002 | 0.7943 | 0.9528 | 0.9095 | 0.2825 | 0.7902 | 0.808 | 0.3329 | 0.8279 | 0.8304 | 0.3083 | 0.8253 | 0.8435 | 0.7902 | 0.8331 | 0.7315 | 0.7674 | 0.8612 | 0.8907 |
| 0.4025 | 131.0 | 65500 | 0.3037 | 0.7935 | 0.9527 | 0.9092 | 0.2759 | 0.7905 | 0.8061 | 0.3325 | 0.8271 | 0.8296 | 0.3111 | 0.8254 | 0.8414 | 0.788 | 0.831 | 0.7327 | 0.7674 | 0.8597 | 0.8904 |
| 0.3304 | 132.0 | 66000 | 0.3004 | 0.7944 | 0.9528 | 0.9092 | 0.2841 | 0.7916 | 0.8062 | 0.333 | 0.8286 | 0.831 | 0.3125 | 0.8269 | 0.8432 | 0.7906 | 0.8335 | 0.7334 | 0.7695 | 0.8593 | 0.8901 |
| 0.326 | 133.0 | 66500 | 0.3042 | 0.793 | 0.9524 | 0.9089 | 0.2888 | 0.7906 | 0.8047 | 0.3326 | 0.8277 | 0.8299 | 0.3153 | 0.8267 | 0.8416 | 0.79 | 0.8343 | 0.7297 | 0.7663 | 0.8592 | 0.8892 |
| 0.4304 | 134.0 | 67000 | 0.2998 | 0.7951 | 0.9526 | 0.9123 | 0.301 | 0.7935 | 0.8057 | 0.3326 | 0.8297 | 0.8323 | 0.325 | 0.8302 | 0.8413 | 0.792 | 0.8355 | 0.7337 | 0.7695 | 0.8596 | 0.8919 |
| 0.4094 | 135.0 | 67500 | 0.2979 | 0.7998 | 0.9523 | 0.9088 | 0.2886 | 0.7976 | 0.8168 | 0.3363 | 0.834 | 0.8363 | 0.3111 | 0.8334 | 0.8508 | 0.7984 | 0.8403 | 0.7398 | 0.7758 | 0.8612 | 0.8928 |
| 0.3193 | 136.0 | 68000 | 0.2979 | 0.8006 | 0.9524 | 0.9121 | 0.2949 | 0.7985 | 0.8127 | 0.336 | 0.8353 | 0.8375 | 0.3319 | 0.8342 | 0.8505 | 0.7964 | 0.8411 | 0.7401 | 0.7768 | 0.8653 | 0.8946 |
| 0.3215 | 137.0 | 68500 | 0.3002 | 0.7984 | 0.9525 | 0.9122 | 0.3018 | 0.7963 | 0.8109 | 0.3338 | 0.8318 | 0.8341 | 0.3319 | 0.8317 | 0.845 | 0.7942 | 0.8379 | 0.7363 | 0.7695 | 0.8647 | 0.8949 |
| 0.322 | 138.0 | 69000 | 0.2994 | 0.798 | 0.9527 | 0.9091 | 0.2887 | 0.7956 | 0.812 | 0.3338 | 0.833 | 0.8354 | 0.3111 | 0.8324 | 0.8465 | 0.7984 | 0.8399 | 0.7376 | 0.7758 | 0.858 | 0.8904 |
| 0.3981 | 139.0 | 69500 | 0.2985 | 0.7989 | 0.9523 | 0.9084 | 0.2801 | 0.7977 | 0.8097 | 0.3344 | 0.8343 | 0.8366 | 0.3028 | 0.8342 | 0.8495 | 0.7985 | 0.8415 | 0.7375 | 0.7768 | 0.8607 | 0.8916 |
| 0.469 | 140.0 | 70000 | 0.2960 | 0.8016 | 0.9527 | 0.9114 | 0.2883 | 0.7992 | 0.8189 | 0.3356 | 0.8366 | 0.839 | 0.3153 | 0.8366 | 0.8534 | 0.7998 | 0.8435 | 0.7423 | 0.78 | 0.8628 | 0.8934 |
| 0.4151 | 141.0 | 70500 | 0.2954 | 0.8013 | 0.9528 | 0.9128 | 0.2854 | 0.7992 | 0.8181 | 0.3355 | 0.8359 | 0.8383 | 0.3069 | 0.8357 | 0.8508 | 0.7995 | 0.8427 | 0.7412 | 0.7789 | 0.8631 | 0.8931 |
| 0.3491 | 142.0 | 71000 | 0.2968 | 0.8001 | 0.9528 | 0.9125 | 0.2965 | 0.7979 | 0.815 | 0.335 | 0.8354 | 0.8376 | 0.3236 | 0.835 | 0.8509 | 0.797 | 0.8403 | 0.7405 | 0.7789 | 0.863 | 0.8937 |
| 0.304 | 143.0 | 71500 | 0.2961 | 0.7991 | 0.9528 | 0.9124 | 0.2946 | 0.7979 | 0.8118 | 0.3336 | 0.8339 | 0.8361 | 0.3236 | 0.8345 | 0.845 | 0.7976 | 0.8415 | 0.7384 | 0.7747 | 0.8613 | 0.8922 |
| 0.3747 | 144.0 | 72000 | 0.2962 | 0.7982 | 0.9528 | 0.9117 | 0.2883 | 0.7975 | 0.8091 | 0.3341 | 0.8334 | 0.8357 | 0.3111 | 0.8339 | 0.8454 | 0.7965 | 0.8395 | 0.7362 | 0.7747 | 0.862 | 0.8928 |
| 0.3139 | 145.0 | 72500 | 0.2960 | 0.7988 | 0.9528 | 0.9124 | 0.2801 | 0.7966 | 0.8122 | 0.3341 | 0.8333 | 0.8357 | 0.3028 | 0.8336 | 0.8475 | 0.7949 | 0.8379 | 0.7382 | 0.7758 | 0.8632 | 0.8934 |
| 0.5324 | 146.0 | 73000 | 0.2956 | 0.7999 | 0.9529 | 0.9125 | 0.2883 | 0.798 | 0.8148 | 0.3348 | 0.8352 | 0.8376 | 0.3111 | 0.8357 | 0.8502 | 0.796 | 0.8399 | 0.7405 | 0.7789 | 0.8633 | 0.894 |
| 0.3885 | 147.0 | 73500 | 0.2958 | 0.7996 | 0.9529 | 0.9125 | 0.2883 | 0.7979 | 0.8126 | 0.3344 | 0.834 | 0.8363 | 0.3111 | 0.8348 | 0.8457 | 0.796 | 0.8395 | 0.7392 | 0.7758 | 0.8637 | 0.8937 |
| 0.3726 | 148.0 | 74000 | 0.2959 | 0.7997 | 0.9529 | 0.9125 | 0.2883 | 0.7977 | 0.8126 | 0.3344 | 0.8339 | 0.8362 | 0.3111 | 0.8343 | 0.8457 | 0.7961 | 0.8395 | 0.7392 | 0.7758 | 0.8637 | 0.8934 |
| 0.4201 | 149.0 | 74500 | 0.2959 | 0.7997 | 0.9529 | 0.9125 | 0.2883 | 0.7977 | 0.8126 | 0.3344 | 0.8339 | 0.8362 | 0.3111 | 0.8343 | 0.8457 | 0.7961 | 0.8395 | 0.7392 | 0.7758 | 0.8637 | 0.8934 |
| 0.3823 | 150.0 | 75000 | 0.2959 | 0.7997 | 0.9529 | 0.9125 | 0.2883 | 0.7977 | 0.8126 | 0.3344 | 0.8339 | 0.8362 | 0.3111 | 0.8343 | 0.8457 | 0.7961 | 0.8395 | 0.7392 | 0.7758 | 0.8637 | 0.8934 |
### Framework versions
- Transformers 4.46.2
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.3
|