chickens-composite-101818181818-150-epochs-w-transform
This model is a fine-tuned version of facebook/detr-resnet-50 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2836
- Map: 0.8018
- Map 50: 0.9463
- Map 75: 0.9145
- Map Small: 0.2935
- Map Medium: 0.8039
- Map Large: 0.8211
- Mar 1: 0.3373
- Mar 10: 0.8376
- Mar 100: 0.8406
- Mar Small: 0.3208
- Mar Medium: 0.8422
- Mar Large: 0.8517
- Map Chicken: 0.7988
- Mar 100 Chicken: 0.8423
- Map Duck: 0.7436
- Mar 100 Duck: 0.7811
- Map Plant: 0.8631
- Mar 100 Plant: 0.8985
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 Chicken | Map Duck | Map Large | Map Medium | Map Plant | Map Small | Mar 1 | Mar 10 | Mar 100 | Mar 100 Chicken | Mar 100 Duck | Mar 100 Plant | Mar Large | Mar Medium | Mar Small |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.4317 | 1.0 | 500 | 1.3917 | 0.056 | 0.0904 | 0.0642 | 0.0846 | 0.0 | 0.0696 | 0.0412 | 0.0836 | 0.003 | 0.0722 | 0.183 | 0.3538 | 0.4125 | 0.0 | 0.6488 | 0.386 | 0.2795 | 0.0875 |
1.6037 | 2.0 | 1000 | 1.3131 | 0.1163 | 0.1793 | 0.1296 | 0.1068 | 0.0 | 0.1522 | 0.0596 | 0.242 | 0.0025 | 0.0819 | 0.2454 | 0.3232 | 0.271 | 0.0 | 0.6985 | 0.3418 | 0.2492 | 0.0542 |
1.1619 | 3.0 | 1500 | 1.1420 | 0.1636 | 0.242 | 0.1853 | 0.1266 | 0.0 | 0.1891 | 0.0873 | 0.3643 | 0.0126 | 0.0984 | 0.2657 | 0.3361 | 0.2613 | 0.0 | 0.747 | 0.3305 | 0.3038 | 0.0958 |
0.9864 | 4.0 | 2000 | 1.0863 | 0.1869 | 0.2828 | 0.2189 | 0.1381 | 0.0 | 0.2059 | 0.1139 | 0.4227 | 0.0095 | 0.1091 | 0.3124 | 0.3584 | 0.3319 | 0.0 | 0.7434 | 0.3588 | 0.3247 | 0.1042 |
1.0153 | 5.0 | 2500 | 0.9843 | 0.2516 | 0.368 | 0.2843 | 0.1965 | 0.0 | 0.2692 | 0.1987 | 0.5584 | 0.0182 | 0.1116 | 0.385 | 0.3999 | 0.471 | 0.0 | 0.7286 | 0.3982 | 0.3709 | 0.0292 |
1.0348 | 6.0 | 3000 | 0.9389 | 0.2894 | 0.4253 | 0.3333 | 0.2643 | 0.0 | 0.3088 | 0.2406 | 0.6039 | 0.0325 | 0.1185 | 0.4012 | 0.41 | 0.4875 | 0.0 | 0.7425 | 0.4119 | 0.3821 | 0.0625 |
0.9358 | 7.0 | 3500 | 0.9323 | 0.3286 | 0.4759 | 0.3838 | 0.3865 | 0.0 | 0.3379 | 0.2985 | 0.5993 | 0.0644 | 0.1248 | 0.4488 | 0.4594 | 0.6246 | 0.0 | 0.7536 | 0.4607 | 0.4365 | 0.1042 |
0.8624 | 8.0 | 4000 | 0.8708 | 0.3548 | 0.5201 | 0.4162 | 0.4469 | 0.0 | 0.385 | 0.3228 | 0.6173 | 0.0751 | 0.1293 | 0.4576 | 0.4661 | 0.6597 | 0.0 | 0.7386 | 0.4866 | 0.4467 | 0.1083 |
0.792 | 9.0 | 4500 | 0.8009 | 0.3608 | 0.5319 | 0.4073 | 0.4321 | 0.0 | 0.3703 | 0.3288 | 0.6504 | 0.0255 | 0.1259 | 0.4572 | 0.4659 | 0.6419 | 0.0 | 0.7557 | 0.4743 | 0.4347 | 0.0792 |
0.8859 | 10.0 | 5000 | 0.7880 | 0.3762 | 0.5421 | 0.4381 | 0.4584 | 0.0 | 0.3838 | 0.3499 | 0.67 | 0.0358 | 0.1286 | 0.4716 | 0.4773 | 0.6798 | 0.0 | 0.7521 | 0.4847 | 0.4581 | 0.0417 |
0.8035 | 11.0 | 5500 | 0.7518 | 0.3937 | 0.5584 | 0.4631 | 0.4786 | 0.0 | 0.4146 | 0.3597 | 0.7024 | 0.0998 | 0.1322 | 0.4802 | 0.4847 | 0.6887 | 0.0 | 0.7654 | 0.5092 | 0.4556 | 0.125 |
0.7966 | 12.0 | 6000 | 0.7039 | 0.4002 | 0.5585 | 0.4634 | 0.4848 | 0.0 | 0.4089 | 0.3703 | 0.7158 | 0.0782 | 0.1322 | 0.4837 | 0.4876 | 0.6952 | 0.0 | 0.7678 | 0.4956 | 0.463 | 0.125 |
0.8266 | 13.0 | 6500 | 0.6752 | 0.4044 | 0.5623 | 0.4787 | 0.4951 | 0.0 | 0.429 | 0.3726 | 0.7179 | 0.0758 | 0.1353 | 0.49 | 0.493 | 0.7008 | 0.0 | 0.7783 | 0.5195 | 0.4612 | 0.125 |
0.7708 | 14.0 | 7000 | 0.6588 | 0.4207 | 0.5743 | 0.4969 | 0.5342 | 0.0 | 0.4323 | 0.3834 | 0.728 | 0.0601 | 0.1383 | 0.4988 | 0.5029 | 0.7262 | 0.0 | 0.7825 | 0.5217 | 0.4681 | 0.1917 |
0.6287 | 15.0 | 7500 | 0.6549 | 0.404 | 0.579 | 0.451 | 0.482 | 0.0 | 0.4252 | 0.3643 | 0.7299 | 0.0328 | 0.1354 | 0.4821 | 0.4868 | 0.6726 | 0.0 | 0.788 | 0.5127 | 0.4479 | 0.1125 |
0.6559 | 16.0 | 8000 | 0.6334 | 0.4031 | 0.5814 | 0.4652 | 0.5083 | 0.0 | 0.4247 | 0.3728 | 0.7011 | 0.1067 | 0.1366 | 0.4836 | 0.4889 | 0.6948 | 0.0 | 0.772 | 0.5142 | 0.4574 | 0.1708 |
0.7151 | 17.0 | 8500 | 0.5907 | 0.4471 | 0.6062 | 0.5339 | 0.5945 | 0.0004 | 0.4537 | 0.4183 | 0.7465 | 0.0949 | 0.1433 | 0.5082 | 0.5117 | 0.7331 | 0.0021 | 0.8 | 0.5282 | 0.4792 | 0.1667 |
0.7495 | 18.0 | 9000 | 0.6227 | 0.4276 | 0.6057 | 0.492 | 0.5491 | 0.0 | 0.4429 | 0.3988 | 0.7338 | 0.1324 | 0.1411 | 0.4889 | 0.4923 | 0.6859 | 0.0 | 0.791 | 0.5099 | 0.4582 | 0.2042 |
0.6698 | 19.0 | 9500 | 0.5812 | 0.4552 | 0.6164 | 0.5403 | 0.6232 | 0.0 | 0.4591 | 0.4315 | 0.7423 | 0.1785 | 0.1485 | 0.5075 | 0.5096 | 0.7359 | 0.0 | 0.7928 | 0.5173 | 0.4808 | 0.2375 |
0.7048 | 20.0 | 10000 | 0.5521 | 0.4675 | 0.6247 | 0.5517 | 0.6487 | 0.0 | 0.468 | 0.4456 | 0.7538 | 0.156 | 0.149 | 0.5148 | 0.5202 | 0.7524 | 0.0 | 0.8081 | 0.5259 | 0.4972 | 0.2333 |
0.6155 | 21.0 | 10500 | 0.5570 | 0.4642 | 0.6334 | 0.561 | 0.6367 | 0.0002 | 0.4718 | 0.4286 | 0.7556 | 0.0656 | 0.1467 | 0.5026 | 0.5054 | 0.7141 | 0.0011 | 0.8009 | 0.5204 | 0.4702 | 0.2 |
0.6012 | 22.0 | 11000 | 0.5256 | 0.4777 | 0.6409 | 0.5649 | 0.6609 | 0.002 | 0.4887 | 0.4472 | 0.7703 | 0.1022 | 0.1486 | 0.5167 | 0.5207 | 0.7379 | 0.0011 | 0.8232 | 0.5359 | 0.4937 | 0.1833 |
0.5228 | 23.0 | 11500 | 0.5485 | 0.477 | 0.642 | 0.5768 | 0.6618 | 0.0158 | 0.47 | 0.455 | 0.7533 | 0.1221 | 0.1505 | 0.511 | 0.5136 | 0.7347 | 0.0084 | 0.7976 | 0.5099 | 0.4941 | 0.1958 |
0.6076 | 24.0 | 12000 | 0.5497 | 0.5072 | 0.6724 | 0.6053 | 0.6875 | 0.0909 | 0.5003 | 0.4843 | 0.7432 | 0.184 | 0.1727 | 0.5426 | 0.5459 | 0.7528 | 0.0895 | 0.7955 | 0.5402 | 0.5191 | 0.2375 |
0.5342 | 25.0 | 12500 | 0.5213 | 0.5077 | 0.6727 | 0.6119 | 0.6796 | 0.0854 | 0.506 | 0.4767 | 0.7579 | 0.1671 | 0.1687 | 0.5411 | 0.5459 | 0.7492 | 0.0832 | 0.8054 | 0.5459 | 0.5162 | 0.2833 |
0.5668 | 26.0 | 13000 | 0.5126 | 0.5918 | 0.7825 | 0.7045 | 0.6827 | 0.3173 | 0.5874 | 0.5738 | 0.7754 | 0.0969 | 0.2343 | 0.6311 | 0.6358 | 0.7456 | 0.3379 | 0.8238 | 0.6284 | 0.6238 | 0.2542 |
0.5328 | 27.0 | 13500 | 0.4993 | 0.6162 | 0.8218 | 0.748 | 0.685 | 0.4089 | 0.5979 | 0.6021 | 0.7549 | 0.181 | 0.2525 | 0.6585 | 0.6611 | 0.7423 | 0.4389 | 0.8021 | 0.6403 | 0.6464 | 0.2375 |
0.5303 | 28.0 | 14000 | 0.4917 | 0.6485 | 0.8365 | 0.7794 | 0.7124 | 0.4644 | 0.6271 | 0.6461 | 0.7688 | 0.1745 | 0.268 | 0.6879 | 0.6904 | 0.7677 | 0.4937 | 0.8096 | 0.6613 | 0.6893 | 0.2375 |
0.5268 | 29.0 | 14500 | 0.4792 | 0.6577 | 0.8834 | 0.7838 | 0.6831 | 0.5047 | 0.6532 | 0.6404 | 0.7854 | 0.1625 | 0.2733 | 0.7018 | 0.7059 | 0.7387 | 0.5495 | 0.8295 | 0.6884 | 0.6985 | 0.2458 |
0.49 | 30.0 | 15000 | 0.4947 | 0.6475 | 0.8795 | 0.7532 | 0.6762 | 0.5044 | 0.6672 | 0.6287 | 0.7618 | 0.1773 | 0.2766 | 0.6916 | 0.6951 | 0.729 | 0.5526 | 0.8036 | 0.7074 | 0.6779 | 0.3069 |
0.6711 | 31.0 | 15500 | 0.4538 | 0.6746 | 0.8957 | 0.7991 | 0.6955 | 0.5497 | 0.6853 | 0.663 | 0.7787 | 0.1179 | 0.2935 | 0.7228 | 0.7262 | 0.7585 | 0.5989 | 0.8211 | 0.7289 | 0.7156 | 0.2583 |
0.4278 | 32.0 | 16000 | 0.4328 | 0.7014 | 0.9158 | 0.8303 | 0.7142 | 0.608 | 0.712 | 0.6875 | 0.7821 | 0.1313 | 0.3039 | 0.7437 | 0.7487 | 0.7694 | 0.6474 | 0.8295 | 0.7503 | 0.7407 | 0.2125 |
0.5014 | 33.0 | 16500 | 0.4380 | 0.6845 | 0.8992 | 0.8313 | 0.7093 | 0.5781 | 0.7182 | 0.6693 | 0.766 | 0.1623 | 0.2957 | 0.731 | 0.7354 | 0.7681 | 0.6274 | 0.8105 | 0.7652 | 0.7183 | 0.2875 |
0.5762 | 34.0 | 17000 | 0.4470 | 0.6873 | 0.9159 | 0.8232 | 0.6738 | 0.6083 | 0.7118 | 0.6753 | 0.7799 | 0.182 | 0.2987 | 0.7358 | 0.7396 | 0.7399 | 0.6526 | 0.8262 | 0.7558 | 0.725 | 0.3097 |
0.5993 | 35.0 | 17500 | 0.4372 | 0.6971 | 0.9303 | 0.8432 | 0.687 | 0.6295 | 0.7122 | 0.6768 | 0.7748 | 0.1631 | 0.3041 | 0.7391 | 0.745 | 0.746 | 0.6716 | 0.8175 | 0.7473 | 0.7288 | 0.3486 |
0.4911 | 36.0 | 18000 | 0.4101 | 0.7015 | 0.932 | 0.8411 | 0.693 | 0.6238 | 0.7166 | 0.6893 | 0.7878 | 0.1979 | 0.3028 | 0.7472 | 0.7521 | 0.7569 | 0.6632 | 0.8361 | 0.7673 | 0.74 | 0.2958 |
0.4781 | 37.0 | 18500 | 0.4187 | 0.6914 | 0.9079 | 0.8294 | 0.6926 | 0.59 | 0.7231 | 0.6789 | 0.7918 | 0.1162 | 0.2947 | 0.7356 | 0.7394 | 0.754 | 0.6295 | 0.8346 | 0.7661 | 0.7262 | 0.2139 |
0.5799 | 38.0 | 19000 | 0.4119 | 0.701 | 0.9439 | 0.8374 | 0.6948 | 0.6172 | 0.7107 | 0.6877 | 0.7909 | 0.1665 | 0.2996 | 0.7478 | 0.7511 | 0.7581 | 0.6621 | 0.8331 | 0.7529 | 0.7375 | 0.2819 |
0.5361 | 39.0 | 19500 | 0.4146 | 0.7078 | 0.9387 | 0.8622 | 0.7061 | 0.6333 | 0.7228 | 0.6982 | 0.784 | 0.2637 | 0.2969 | 0.7483 | 0.7521 | 0.7577 | 0.6705 | 0.828 | 0.7665 | 0.7408 | 0.3819 |
0.493 | 40.0 | 20000 | 0.4011 | 0.7074 | 0.924 | 0.8545 | 0.7149 | 0.609 | 0.7326 | 0.6932 | 0.7982 | 0.1959 | 0.3027 | 0.7478 | 0.7529 | 0.769 | 0.6495 | 0.8404 | 0.7748 | 0.7458 | 0.2444 |
0.5708 | 41.0 | 20500 | 0.3944 | 0.7356 | 0.9499 | 0.8782 | 0.7288 | 0.6795 | 0.7563 | 0.7228 | 0.7986 | 0.1492 | 0.3188 | 0.7753 | 0.78 | 0.7766 | 0.7211 | 0.8425 | 0.7968 | 0.7703 | 0.2722 |
0.6682 | 42.0 | 21000 | 0.3919 | 0.7261 | 0.9477 | 0.8652 | 0.7259 | 0.6498 | 0.7382 | 0.713 | 0.8025 | 0.2406 | 0.3087 | 0.7701 | 0.7739 | 0.7782 | 0.7 | 0.8434 | 0.7811 | 0.7649 | 0.3153 |
0.4174 | 43.0 | 21500 | 0.4134 | 0.703 | 0.9523 | 0.8325 | 0.6781 | 0.6314 | 0.7123 | 0.6946 | 0.7994 | 0.2342 | 0.2981 | 0.746 | 0.7501 | 0.7355 | 0.6768 | 0.838 | 0.7524 | 0.741 | 0.3486 |
0.5008 | 44.0 | 22000 | 0.3907 | 0.7355 | 0.9505 | 0.8609 | 0.7255 | 0.673 | 0.736 | 0.7287 | 0.8081 | 0.2461 | 0.3096 | 0.7722 | 0.7761 | 0.7714 | 0.7063 | 0.8506 | 0.7728 | 0.7712 | 0.3347 |
0.4455 | 45.0 | 22500 | 0.3722 | 0.7412 | 0.9463 | 0.8804 | 0.7153 | 0.6929 | 0.7561 | 0.7266 | 0.8155 | 0.2147 | 0.3152 | 0.7778 | 0.7825 | 0.7613 | 0.7305 | 0.8557 | 0.7959 | 0.7692 | 0.2931 |
0.5233 | 46.0 | 23000 | 0.3724 | 0.7403 | 0.9481 | 0.8889 | 0.7207 | 0.6869 | 0.759 | 0.7225 | 0.8132 | 0.2499 | 0.3154 | 0.7816 | 0.7857 | 0.7718 | 0.7305 | 0.8548 | 0.7988 | 0.7691 | 0.3375 |
0.4255 | 47.0 | 23500 | 0.3741 | 0.7311 | 0.9513 | 0.8635 | 0.7092 | 0.678 | 0.7399 | 0.7221 | 0.806 | 0.2056 | 0.3123 | 0.7751 | 0.7799 | 0.7661 | 0.7295 | 0.844 | 0.7819 | 0.7699 | 0.3014 |
0.446 | 48.0 | 24000 | 0.3888 | 0.734 | 0.953 | 0.8869 | 0.7125 | 0.6834 | 0.747 | 0.7208 | 0.806 | 0.2461 | 0.3127 | 0.774 | 0.7762 | 0.7565 | 0.7232 | 0.8491 | 0.7858 | 0.7643 | 0.3 |
0.4059 | 49.0 | 24500 | 0.3750 | 0.7303 | 0.9415 | 0.8951 | 0.7104 | 0.6759 | 0.7358 | 0.7234 | 0.8046 | 0.1287 | 0.3159 | 0.772 | 0.7755 | 0.7698 | 0.7137 | 0.8431 | 0.7806 | 0.7671 | 0.25 |
0.4609 | 50.0 | 25000 | 0.3579 | 0.7437 | 0.9486 | 0.875 | 0.7298 | 0.6908 | 0.7409 | 0.7385 | 0.8105 | 0.2214 | 0.3188 | 0.7875 | 0.7908 | 0.7855 | 0.7379 | 0.8491 | 0.7783 | 0.7858 | 0.3389 |
0.5203 | 51.0 | 25500 | 0.3841 | 0.7283 | 0.943 | 0.8761 | 0.7195 | 0.6715 | 0.7375 | 0.7157 | 0.794 | 0.2607 | 0.3134 | 0.7707 | 0.7735 | 0.7698 | 0.7158 | 0.8349 | 0.7808 | 0.7655 | 0.3417 |
0.5682 | 52.0 | 26000 | 0.3522 | 0.7435 | 0.9479 | 0.8956 | 0.7475 | 0.6641 | 0.7571 | 0.7368 | 0.8189 | 0.2501 | 0.3177 | 0.7855 | 0.7888 | 0.7976 | 0.7084 | 0.8605 | 0.7951 | 0.781 | 0.3403 |
0.4698 | 53.0 | 26500 | 0.3583 | 0.7416 | 0.9407 | 0.8975 | 0.7269 | 0.6814 | 0.7537 | 0.7276 | 0.8165 | 0.2662 | 0.3177 | 0.7856 | 0.7884 | 0.7802 | 0.7274 | 0.8575 | 0.7972 | 0.777 | 0.3833 |
0.4656 | 54.0 | 27000 | 0.3621 | 0.7368 | 0.9507 | 0.8858 | 0.7244 | 0.6673 | 0.7422 | 0.7276 | 0.8186 | 0.3068 | 0.3144 | 0.7779 | 0.7819 | 0.7742 | 0.7126 | 0.8587 | 0.7846 | 0.7719 | 0.3778 |
0.4325 | 55.0 | 27500 | 0.3537 | 0.7429 | 0.9449 | 0.8827 | 0.7334 | 0.6752 | 0.7695 | 0.7297 | 0.8202 | 0.3058 | 0.3175 | 0.7872 | 0.7908 | 0.7871 | 0.7284 | 0.8569 | 0.8056 | 0.7754 | 0.3431 |
0.4239 | 56.0 | 28000 | 0.3582 | 0.7506 | 0.9524 | 0.8949 | 0.7427 | 0.695 | 0.7701 | 0.7386 | 0.8141 | 0.2394 | 0.3188 | 0.7915 | 0.7955 | 0.7972 | 0.74 | 0.8494 | 0.8032 | 0.7856 | 0.325 |
0.4582 | 57.0 | 28500 | 0.3465 | 0.7593 | 0.9528 | 0.9059 | 0.7571 | 0.7023 | 0.7844 | 0.7501 | 0.8185 | 0.2384 | 0.3198 | 0.8005 | 0.8042 | 0.8117 | 0.7474 | 0.8536 | 0.8198 | 0.7968 | 0.35 |
0.5418 | 58.0 | 29000 | 0.3444 | 0.7597 | 0.9552 | 0.8909 | 0.7571 | 0.7036 | 0.7629 | 0.7523 | 0.8185 | 0.2644 | 0.3224 | 0.8001 | 0.8047 | 0.8085 | 0.7495 | 0.856 | 0.7968 | 0.8034 | 0.3389 |
0.4257 | 59.0 | 29500 | 0.3479 | 0.7565 | 0.9489 | 0.8967 | 0.7483 | 0.6999 | 0.7716 | 0.7497 | 0.8213 | 0.2546 | 0.3221 | 0.7978 | 0.8012 | 0.8004 | 0.7442 | 0.859 | 0.8109 | 0.7944 | 0.3306 |
0.3616 | 60.0 | 30000 | 0.3678 | 0.74 | 0.9476 | 0.869 | 0.7166 | 0.6764 | 0.7445 | 0.7328 | 0.8269 | 0.2011 | 0.3123 | 0.7792 | 0.7834 | 0.7645 | 0.7211 | 0.8648 | 0.7838 | 0.7761 | 0.3208 |
0.4692 | 61.0 | 30500 | 0.3567 | 0.7391 | 0.9526 | 0.9076 | 0.7237 | 0.6736 | 0.7352 | 0.7386 | 0.8199 | 0.2564 | 0.3134 | 0.7841 | 0.7874 | 0.7698 | 0.7284 | 0.8642 | 0.777 | 0.7848 | 0.35 |
0.3664 | 62.0 | 31000 | 0.3445 | 0.7543 | 0.9457 | 0.8969 | 0.7524 | 0.6917 | 0.7841 | 0.7436 | 0.8186 | 0.1985 | 0.3187 | 0.7946 | 0.7982 | 0.804 | 0.7305 | 0.8599 | 0.8191 | 0.7871 | 0.3319 |
0.4617 | 63.0 | 31500 | 0.3477 | 0.7501 | 0.9319 | 0.8863 | 0.7356 | 0.677 | 0.7548 | 0.7512 | 0.8376 | 0.1933 | 0.3224 | 0.7898 | 0.7932 | 0.7891 | 0.7158 | 0.8747 | 0.7865 | 0.7936 | 0.2667 |
0.4785 | 64.0 | 32000 | 0.3276 | 0.7646 | 0.9489 | 0.9162 | 0.7483 | 0.7102 | 0.7797 | 0.7639 | 0.8351 | 0.2695 | 0.3244 | 0.8064 | 0.8101 | 0.7988 | 0.7547 | 0.8768 | 0.8188 | 0.8073 | 0.3278 |
0.3807 | 65.0 | 32500 | 0.3293 | 0.7682 | 0.9436 | 0.9062 | 0.759 | 0.7055 | 0.7908 | 0.7561 | 0.84 | 0.2285 | 0.3257 | 0.8096 | 0.8141 | 0.8137 | 0.7547 | 0.8738 | 0.8229 | 0.8057 | 0.3181 |
0.3815 | 66.0 | 33000 | 0.3422 | 0.7608 | 0.9451 | 0.9046 | 0.7518 | 0.6895 | 0.7784 | 0.7544 | 0.8411 | 0.2752 | 0.3221 | 0.8004 | 0.8053 | 0.8028 | 0.7358 | 0.8774 | 0.8167 | 0.8019 | 0.3236 |
0.4308 | 67.0 | 33500 | 0.3536 | 0.7486 | 0.9475 | 0.8884 | 0.7248 | 0.6897 | 0.7676 | 0.7404 | 0.8312 | 0.2703 | 0.3171 | 0.7907 | 0.796 | 0.7855 | 0.7379 | 0.8648 | 0.8097 | 0.7885 | 0.3292 |
0.4524 | 68.0 | 34000 | 0.3540 | 0.7421 | 0.9371 | 0.8874 | 0.7334 | 0.6738 | 0.7598 | 0.7385 | 0.8191 | 0.2067 | 0.3174 | 0.784 | 0.7874 | 0.7887 | 0.7179 | 0.8557 | 0.7999 | 0.7867 | 0.2833 |
0.4625 | 69.0 | 34500 | 0.3366 | 0.7633 | 0.9428 | 0.8915 | 0.7428 | 0.7156 | 0.7827 | 0.7584 | 0.8314 | 0.2485 | 0.3264 | 0.7999 | 0.803 | 0.7935 | 0.7526 | 0.863 | 0.8165 | 0.8011 | 0.2917 |
0.3982 | 70.0 | 35000 | 0.3199 | 0.7704 | 0.9511 | 0.9008 | 0.7549 | 0.7186 | 0.7657 | 0.7739 | 0.8377 | 0.2725 | 0.3271 | 0.81 | 0.8137 | 0.8145 | 0.7579 | 0.8687 | 0.8115 | 0.8156 | 0.3375 |
0.4455 | 71.0 | 35500 | 0.3327 | 0.7582 | 0.9422 | 0.889 | 0.7602 | 0.6811 | 0.7635 | 0.7576 | 0.8332 | 0.2142 | 0.3214 | 0.7964 | 0.8012 | 0.8129 | 0.7242 | 0.8666 | 0.8043 | 0.7968 | 0.3139 |
0.4408 | 72.0 | 36000 | 0.3362 | 0.7589 | 0.9435 | 0.896 | 0.7509 | 0.6959 | 0.7749 | 0.7537 | 0.8299 | 0.2235 | 0.32 | 0.7978 | 0.8009 | 0.804 | 0.7368 | 0.8617 | 0.8137 | 0.7951 | 0.2667 |
0.5039 | 73.0 | 36500 | 0.3251 | 0.7653 | 0.946 | 0.8872 | 0.7631 | 0.7017 | 0.7696 | 0.7687 | 0.8311 | 0.1256 | 0.3259 | 0.8012 | 0.8046 | 0.8089 | 0.7389 | 0.866 | 0.8065 | 0.8053 | 0.1542 |
0.4364 | 74.0 | 37000 | 0.3245 | 0.771 | 0.9521 | 0.8988 | 0.7656 | 0.7039 | 0.7728 | 0.771 | 0.8435 | 0.31 | 0.3269 | 0.8085 | 0.812 | 0.8077 | 0.7463 | 0.8819 | 0.8133 | 0.8129 | 0.3389 |
0.4864 | 75.0 | 37500 | 0.3360 | 0.7616 | 0.9475 | 0.8927 | 0.7553 | 0.7025 | 0.7811 | 0.7584 | 0.827 | 0.2521 | 0.3234 | 0.8024 | 0.8062 | 0.8109 | 0.7421 | 0.8657 | 0.8202 | 0.8042 | 0.2819 |
0.5108 | 76.0 | 38000 | 0.3516 | 0.7529 | 0.9519 | 0.8799 | 0.7343 | 0.696 | 0.7748 | 0.7415 | 0.8284 | 0.1942 | 0.3176 | 0.792 | 0.7956 | 0.7867 | 0.7368 | 0.8633 | 0.8118 | 0.7864 | 0.2861 |
0.4386 | 77.0 | 38500 | 0.3303 | 0.7701 | 0.9422 | 0.8958 | 0.7672 | 0.6976 | 0.7998 | 0.7631 | 0.8454 | 0.2447 | 0.3269 | 0.8062 | 0.8096 | 0.8133 | 0.7347 | 0.8807 | 0.8336 | 0.8044 | 0.3 |
0.4438 | 78.0 | 39000 | 0.3459 | 0.7568 | 0.9427 | 0.8977 | 0.7401 | 0.7021 | 0.762 | 0.7538 | 0.8281 | 0.2318 | 0.3208 | 0.7949 | 0.7986 | 0.7964 | 0.7358 | 0.8636 | 0.799 | 0.7978 | 0.3097 |
0.4384 | 79.0 | 39500 | 0.3290 | 0.7697 | 0.9422 | 0.8978 | 0.7709 | 0.6985 | 0.7908 | 0.7704 | 0.8396 | 0.2272 | 0.3268 | 0.8059 | 0.8105 | 0.8185 | 0.7368 | 0.8762 | 0.8231 | 0.8139 | 0.2917 |
0.46 | 80.0 | 40000 | 0.3328 | 0.7611 | 0.9379 | 0.8931 | 0.7507 | 0.6942 | 0.7708 | 0.7591 | 0.8383 | 0.248 | 0.3217 | 0.7986 | 0.8017 | 0.8004 | 0.7326 | 0.872 | 0.802 | 0.8022 | 0.3208 |
0.3882 | 81.0 | 40500 | 0.3387 | 0.7631 | 0.9478 | 0.9052 | 0.7469 | 0.7052 | 0.7825 | 0.7585 | 0.837 | 0.2465 | 0.3205 | 0.7999 | 0.8038 | 0.7883 | 0.7495 | 0.8735 | 0.8156 | 0.7998 | 0.3375 |
0.4055 | 82.0 | 41000 | 0.3298 | 0.7623 | 0.934 | 0.8977 | 0.7419 | 0.6995 | 0.7882 | 0.7618 | 0.8456 | 0.2022 | 0.324 | 0.7988 | 0.8018 | 0.7907 | 0.7326 | 0.8819 | 0.8235 | 0.8002 | 0.2667 |
0.4664 | 83.0 | 41500 | 0.3408 | 0.7543 | 0.9434 | 0.9031 | 0.74 | 0.6868 | 0.7696 | 0.7523 | 0.8362 | 0.191 | 0.3201 | 0.7926 | 0.7957 | 0.7867 | 0.7274 | 0.8729 | 0.8058 | 0.7927 | 0.2792 |
0.3745 | 84.0 | 42000 | 0.3231 | 0.7661 | 0.9464 | 0.9053 | 0.7459 | 0.7051 | 0.7858 | 0.7607 | 0.8472 | 0.2229 | 0.3269 | 0.8049 | 0.8086 | 0.7976 | 0.7474 | 0.8807 | 0.8229 | 0.8032 | 0.3417 |
0.3388 | 85.0 | 42500 | 0.3270 | 0.7699 | 0.9526 | 0.9007 | 0.7726 | 0.704 | 0.7731 | 0.7753 | 0.8332 | 0.2572 | 0.3231 | 0.8089 | 0.8127 | 0.8161 | 0.7505 | 0.8714 | 0.8128 | 0.8145 | 0.3764 |
0.3615 | 86.0 | 43000 | 0.3178 | 0.7756 | 0.9496 | 0.9091 | 0.7714 | 0.7045 | 0.7916 | 0.7747 | 0.8508 | 0.294 | 0.3264 | 0.8123 | 0.8173 | 0.8153 | 0.7484 | 0.8883 | 0.8225 | 0.8143 | 0.3681 |
0.3616 | 87.0 | 43500 | 0.3388 | 0.7613 | 0.953 | 0.9002 | 0.7401 | 0.7073 | 0.7624 | 0.7605 | 0.8366 | 0.2755 | 0.3209 | 0.7992 | 0.8019 | 0.7899 | 0.7453 | 0.8705 | 0.802 | 0.7984 | 0.3861 |
0.4107 | 88.0 | 44000 | 0.3161 | 0.7772 | 0.9513 | 0.9018 | 0.7613 | 0.7223 | 0.7856 | 0.7778 | 0.8479 | 0.2612 | 0.3308 | 0.8152 | 0.8191 | 0.8129 | 0.76 | 0.8843 | 0.8207 | 0.8195 | 0.3403 |
0.3945 | 89.0 | 44500 | 0.3433 | 0.7521 | 0.9474 | 0.8903 | 0.7469 | 0.6782 | 0.7605 | 0.7471 | 0.8312 | 0.2602 | 0.3186 | 0.7914 | 0.7948 | 0.7935 | 0.7232 | 0.8678 | 0.8016 | 0.7921 | 0.3042 |
0.3239 | 90.0 | 45000 | 0.3282 | 0.7692 | 0.9409 | 0.8894 | 0.7633 | 0.7078 | 0.7844 | 0.7662 | 0.8366 | 0.1813 | 0.3234 | 0.8066 | 0.8111 | 0.8161 | 0.7411 | 0.8762 | 0.826 | 0.8066 | 0.25 |
0.3919 | 91.0 | 45500 | 0.3136 | 0.7808 | 0.944 | 0.8978 | 0.7711 | 0.7221 | 0.7836 | 0.7854 | 0.8491 | 0.2101 | 0.3293 | 0.8148 | 0.8175 | 0.8153 | 0.7537 | 0.8834 | 0.8187 | 0.8229 | 0.2375 |
0.3625 | 92.0 | 46000 | 0.3011 | 0.7892 | 0.9492 | 0.9019 | 0.7869 | 0.7321 | 0.7997 | 0.793 | 0.8487 | 0.2453 | 0.3354 | 0.8236 | 0.827 | 0.8339 | 0.7653 | 0.8819 | 0.8349 | 0.8282 | 0.2917 |
0.3943 | 93.0 | 46500 | 0.3042 | 0.7873 | 0.944 | 0.9037 | 0.7763 | 0.7373 | 0.7998 | 0.7891 | 0.8482 | 0.243 | 0.3365 | 0.8226 | 0.8263 | 0.8206 | 0.7747 | 0.8837 | 0.8331 | 0.8285 | 0.2958 |
0.4379 | 94.0 | 47000 | 0.3146 | 0.7777 | 0.9441 | 0.9048 | 0.7555 | 0.726 | 0.7806 | 0.7786 | 0.8515 | 0.2692 | 0.3311 | 0.8143 | 0.8185 | 0.8052 | 0.7611 | 0.8892 | 0.8154 | 0.8207 | 0.3417 |
0.4484 | 95.0 | 47500 | 0.3113 | 0.779 | 0.946 | 0.9019 | 0.7684 | 0.7188 | 0.7913 | 0.7848 | 0.8498 | 0.2473 | 0.329 | 0.8134 | 0.8175 | 0.8161 | 0.7484 | 0.888 | 0.8243 | 0.8231 | 0.2972 |
0.4899 | 96.0 | 48000 | 0.3086 | 0.7834 | 0.9491 | 0.9066 | 0.7749 | 0.7207 | 0.7926 | 0.7875 | 0.8547 | 0.2902 | 0.3289 | 0.8209 | 0.825 | 0.8246 | 0.76 | 0.8904 | 0.8227 | 0.8281 | 0.3431 |
0.3551 | 97.0 | 48500 | 0.3072 | 0.7814 | 0.9519 | 0.9083 | 0.7687 | 0.7259 | 0.7879 | 0.7862 | 0.8497 | 0.2733 | 0.3296 | 0.8196 | 0.8228 | 0.8169 | 0.7642 | 0.8873 | 0.8284 | 0.8258 | 0.3417 |
0.4379 | 98.0 | 49000 | 0.3053 | 0.7827 | 0.9443 | 0.9023 | 0.7828 | 0.7111 | 0.79 | 0.7874 | 0.8543 | 0.2485 | 0.33 | 0.8195 | 0.8242 | 0.8327 | 0.7516 | 0.8883 | 0.8254 | 0.83 | 0.3167 |
0.4418 | 99.0 | 49500 | 0.3088 | 0.7777 | 0.9379 | 0.9037 | 0.7765 | 0.7073 | 0.7923 | 0.7806 | 0.8494 | 0.2146 | 0.3282 | 0.8159 | 0.819 | 0.825 | 0.7453 | 0.8867 | 0.8287 | 0.8192 | 0.2833 |
0.2906 | 100.0 | 50000 | 0.3106 | 0.7833 | 0.9427 | 0.9046 | 0.7741 | 0.7203 | 0.7894 | 0.7899 | 0.8556 | 0.2257 | 0.3311 | 0.8202 | 0.8226 | 0.8185 | 0.7611 | 0.8883 | 0.8244 | 0.8286 | 0.2708 |
0.3827 | 101.0 | 50500 | 0.3013 | 0.7814 | 0.9387 | 0.9 | 0.7832 | 0.7065 | 0.799 | 0.7836 | 0.8545 | 0.2251 | 0.3292 | 0.8172 | 0.8205 | 0.829 | 0.7421 | 0.8904 | 0.8339 | 0.8222 | 0.2958 |
0.3339 | 102.0 | 51000 | 0.2997 | 0.7851 | 0.9457 | 0.8962 | 0.7877 | 0.7196 | 0.7903 | 0.7883 | 0.8481 | 0.2424 | 0.3314 | 0.8212 | 0.825 | 0.8359 | 0.7558 | 0.8834 | 0.8284 | 0.828 | 0.2917 |
0.357 | 103.0 | 51500 | 0.2963 | 0.7903 | 0.9517 | 0.9017 | 0.7853 | 0.7276 | 0.8004 | 0.7939 | 0.858 | 0.2363 | 0.3335 | 0.8288 | 0.8332 | 0.8319 | 0.7705 | 0.8973 | 0.8394 | 0.8385 | 0.3083 |
0.4407 | 104.0 | 52000 | 0.3016 | 0.7852 | 0.9482 | 0.9112 | 0.7777 | 0.7203 | 0.8001 | 0.7873 | 0.8577 | 0.2538 | 0.3305 | 0.8196 | 0.8237 | 0.8218 | 0.7579 | 0.8916 | 0.8326 | 0.8276 | 0.3306 |
0.4194 | 105.0 | 52500 | 0.2960 | 0.7943 | 0.9484 | 0.9091 | 0.7902 | 0.7302 | 0.8199 | 0.7941 | 0.8625 | 0.2392 | 0.3322 | 0.8303 | 0.8346 | 0.8407 | 0.7663 | 0.8967 | 0.8524 | 0.8371 | 0.2931 |
0.3059 | 106.0 | 53000 | 0.2887 | 0.7964 | 0.9489 | 0.9098 | 0.7968 | 0.7332 | 0.8078 | 0.8042 | 0.8592 | 0.2745 | 0.337 | 0.8335 | 0.8372 | 0.8435 | 0.7726 | 0.8955 | 0.8418 | 0.8461 | 0.3167 |
0.3604 | 107.0 | 53500 | 0.2979 | 0.7902 | 0.9446 | 0.9084 | 0.7865 | 0.7265 | 0.8061 | 0.7953 | 0.8576 | 0.2311 | 0.3335 | 0.8237 | 0.8296 | 0.8339 | 0.7632 | 0.8919 | 0.842 | 0.8357 | 0.2875 |
0.3597 | 108.0 | 54000 | 0.2955 | 0.7931 | 0.9517 | 0.9122 | 0.788 | 0.7333 | 0.8022 | 0.7966 | 0.8579 | 0.2544 | 0.3345 | 0.8306 | 0.8342 | 0.8347 | 0.7758 | 0.8922 | 0.8379 | 0.8394 | 0.3056 |
0.4033 | 109.0 | 54500 | 0.3068 | 0.7823 | 0.9455 | 0.9069 | 0.7722 | 0.7216 | 0.799 | 0.7859 | 0.8529 | 0.2415 | 0.3324 | 0.8192 | 0.8224 | 0.8202 | 0.7589 | 0.888 | 0.8313 | 0.8274 | 0.2875 |
0.3405 | 110.0 | 55000 | 0.2968 | 0.7905 | 0.9508 | 0.9073 | 0.7773 | 0.7367 | 0.799 | 0.7934 | 0.8577 | 0.2545 | 0.3333 | 0.8242 | 0.8279 | 0.8202 | 0.7705 | 0.8931 | 0.8306 | 0.8325 | 0.3306 |
0.4235 | 111.0 | 55500 | 0.2834 | 0.796 | 0.9439 | 0.9146 | 0.7929 | 0.734 | 0.8125 | 0.7985 | 0.8609 | 0.2387 | 0.3396 | 0.8318 | 0.8355 | 0.8391 | 0.7705 | 0.897 | 0.846 | 0.8395 | 0.275 |
0.3267 | 112.0 | 56000 | 0.2922 | 0.7909 | 0.9459 | 0.8997 | 0.7878 | 0.7231 | 0.8014 | 0.7924 | 0.8617 | 0.2623 | 0.3327 | 0.8267 | 0.8307 | 0.8359 | 0.76 | 0.8961 | 0.8337 | 0.8336 | 0.3194 |
0.4151 | 113.0 | 56500 | 0.2878 | 0.7963 | 0.9485 | 0.9066 | 0.7945 | 0.7302 | 0.8067 | 0.7993 | 0.8643 | 0.2725 | 0.3336 | 0.8297 | 0.8344 | 0.8419 | 0.7621 | 0.8991 | 0.8388 | 0.8363 | 0.3222 |
0.3984 | 114.0 | 57000 | 0.2887 | 0.7961 | 0.9482 | 0.9034 | 0.7917 | 0.7335 | 0.8072 | 0.8031 | 0.8632 | 0.2598 | 0.3352 | 0.8317 | 0.8364 | 0.8395 | 0.7716 | 0.8982 | 0.8394 | 0.8429 | 0.3056 |
0.435 | 115.0 | 57500 | 0.2955 | 0.7951 | 0.9509 | 0.9083 | 0.7895 | 0.7356 | 0.8081 | 0.7996 | 0.8601 | 0.2608 | 0.3337 | 0.8293 | 0.8341 | 0.8335 | 0.7747 | 0.894 | 0.8391 | 0.8399 | 0.3097 |
0.2948 | 116.0 | 58000 | 0.2954 | 0.7912 | 0.9492 | 0.911 | 0.7927 | 0.7214 | 0.808 | 0.7955 | 0.8594 | 0.263 | 0.3315 | 0.8273 | 0.8321 | 0.8403 | 0.7621 | 0.894 | 0.8393 | 0.8355 | 0.3097 |
0.3556 | 117.0 | 58500 | 0.2893 | 0.8 | 0.949 | 0.9138 | 0.8025 | 0.7364 | 0.8168 | 0.8018 | 0.861 | 0.2696 | 0.3371 | 0.8363 | 0.8403 | 0.848 | 0.7779 | 0.8949 | 0.8499 | 0.8413 | 0.3139 |
0.4662 | 118.0 | 59000 | 0.2960 | 0.792 | 0.9494 | 0.9061 | 0.7866 | 0.7254 | 0.8113 | 0.7922 | 0.8641 | 0.2575 | 0.3315 | 0.8242 | 0.8288 | 0.8319 | 0.7579 | 0.8967 | 0.8416 | 0.8296 | 0.3014 |
0.3439 | 119.0 | 59500 | 0.2869 | 0.8048 | 0.9485 | 0.9121 | 0.7975 | 0.7471 | 0.8194 | 0.8073 | 0.8698 | 0.2751 | 0.3363 | 0.8369 | 0.8415 | 0.8444 | 0.7779 | 0.9021 | 0.8479 | 0.8438 | 0.3236 |
0.3117 | 120.0 | 60000 | 0.2921 | 0.8007 | 0.9491 | 0.9075 | 0.7956 | 0.7394 | 0.8103 | 0.8041 | 0.8671 | 0.2751 | 0.3369 | 0.8355 | 0.839 | 0.8419 | 0.7768 | 0.8982 | 0.8412 | 0.8429 | 0.3139 |
0.3281 | 121.0 | 60500 | 0.2870 | 0.8047 | 0.9481 | 0.906 | 0.8027 | 0.7437 | 0.8166 | 0.8088 | 0.8678 | 0.2744 | 0.3363 | 0.839 | 0.8423 | 0.8476 | 0.7789 | 0.9003 | 0.8483 | 0.8455 | 0.3194 |
0.4216 | 122.0 | 61000 | 0.2867 | 0.8002 | 0.9466 | 0.9099 | 0.7953 | 0.7381 | 0.8133 | 0.8004 | 0.8671 | 0.274 | 0.335 | 0.8344 | 0.8383 | 0.8411 | 0.7747 | 0.8991 | 0.8453 | 0.8417 | 0.3111 |
0.3912 | 123.0 | 61500 | 0.2869 | 0.799 | 0.9464 | 0.9033 | 0.7943 | 0.7372 | 0.8142 | 0.7997 | 0.8655 | 0.2714 | 0.335 | 0.8348 | 0.8379 | 0.8387 | 0.7758 | 0.8991 | 0.8473 | 0.8402 | 0.3111 |
0.4112 | 124.0 | 62000 | 0.2943 | 0.7917 | 0.9463 | 0.9072 | 0.7856 | 0.7284 | 0.8082 | 0.7913 | 0.8612 | 0.2981 | 0.3337 | 0.8265 | 0.8297 | 0.8294 | 0.7663 | 0.8934 | 0.8396 | 0.8308 | 0.3194 |
0.3761 | 125.0 | 62500 | 0.2863 | 0.7997 | 0.9463 | 0.9047 | 0.7952 | 0.7353 | 0.8225 | 0.7974 | 0.8685 | 0.2858 | 0.3367 | 0.8335 | 0.8366 | 0.8387 | 0.7705 | 0.9006 | 0.85 | 0.8365 | 0.3069 |
0.3983 | 126.0 | 63000 | 0.2887 | 0.7969 | 0.9465 | 0.9018 | 0.7927 | 0.735 | 0.8091 | 0.8003 | 0.8631 | 0.2874 | 0.3347 | 0.8321 | 0.8351 | 0.8371 | 0.7705 | 0.8976 | 0.8419 | 0.8395 | 0.3111 |
0.449 | 127.0 | 63500 | 0.2940 | 0.7942 | 0.9466 | 0.8993 | 0.7913 | 0.7316 | 0.8021 | 0.7971 | 0.8596 | 0.2904 | 0.3336 | 0.8276 | 0.8308 | 0.8327 | 0.7663 | 0.8934 | 0.8345 | 0.8351 | 0.3153 |
0.3092 | 128.0 | 64000 | 0.2910 | 0.8006 | 0.9466 | 0.9066 | 0.8017 | 0.7349 | 0.8129 | 0.8011 | 0.8651 | 0.2758 | 0.3348 | 0.8346 | 0.8376 | 0.8427 | 0.7716 | 0.8985 | 0.8462 | 0.84 | 0.3153 |
0.3511 | 129.0 | 64500 | 0.2894 | 0.8008 | 0.9461 | 0.9134 | 0.7963 | 0.7414 | 0.8151 | 0.8034 | 0.8647 | 0.2618 | 0.3367 | 0.8354 | 0.8383 | 0.8391 | 0.7779 | 0.8979 | 0.8456 | 0.8423 | 0.3069 |
0.3391 | 130.0 | 65000 | 0.2906 | 0.7979 | 0.9464 | 0.907 | 0.7924 | 0.7358 | 0.8108 | 0.7991 | 0.8654 | 0.2943 | 0.3338 | 0.8334 | 0.8362 | 0.8347 | 0.7747 | 0.8991 | 0.8417 | 0.8401 | 0.3167 |
0.3646 | 131.0 | 65500 | 0.2919 | 0.7963 | 0.9465 | 0.9108 | 0.7931 | 0.7348 | 0.8134 | 0.7972 | 0.8609 | 0.2881 | 0.3358 | 0.8321 | 0.8352 | 0.8387 | 0.7716 | 0.8952 | 0.8443 | 0.8375 | 0.3125 |
0.2848 | 132.0 | 66000 | 0.2956 | 0.7931 | 0.9463 | 0.9052 | 0.7891 | 0.7323 | 0.8126 | 0.7939 | 0.858 | 0.2862 | 0.3338 | 0.8303 | 0.8332 | 0.8343 | 0.7726 | 0.8928 | 0.8431 | 0.8343 | 0.3083 |
0.3886 | 133.0 | 66500 | 0.2907 | 0.7961 | 0.9465 | 0.909 | 0.7912 | 0.7344 | 0.8164 | 0.7946 | 0.8628 | 0.2898 | 0.3344 | 0.8316 | 0.8348 | 0.8347 | 0.7726 | 0.897 | 0.8467 | 0.834 | 0.3167 |
0.379 | 134.0 | 67000 | 0.2910 | 0.7983 | 0.9464 | 0.911 | 0.791 | 0.7449 | 0.8212 | 0.7967 | 0.859 | 0.2815 | 0.3358 | 0.8336 | 0.8365 | 0.8335 | 0.7811 | 0.8949 | 0.8507 | 0.8353 | 0.3083 |
0.4092 | 135.0 | 67500 | 0.2907 | 0.7989 | 0.9465 | 0.9144 | 0.7952 | 0.7387 | 0.8159 | 0.7999 | 0.8629 | 0.2875 | 0.3357 | 0.8345 | 0.8374 | 0.8387 | 0.7768 | 0.8967 | 0.8479 | 0.8384 | 0.3083 |
0.3667 | 136.0 | 68000 | 0.2885 | 0.7981 | 0.9465 | 0.9149 | 0.794 | 0.7381 | 0.8203 | 0.7976 | 0.8623 | 0.2955 | 0.3357 | 0.8341 | 0.8372 | 0.8355 | 0.7789 | 0.8973 | 0.8501 | 0.8367 | 0.3222 |
0.4176 | 137.0 | 68500 | 0.2865 | 0.8029 | 0.9467 | 0.9171 | 0.7996 | 0.7437 | 0.823 | 0.805 | 0.8654 | 0.2956 | 0.338 | 0.8377 | 0.8409 | 0.8415 | 0.7811 | 0.9 | 0.8521 | 0.8424 | 0.3222 |
0.3972 | 138.0 | 69000 | 0.2852 | 0.8013 | 0.9465 | 0.9172 | 0.7962 | 0.7451 | 0.8223 | 0.8014 | 0.8625 | 0.2955 | 0.3368 | 0.8364 | 0.8396 | 0.8387 | 0.7832 | 0.897 | 0.8521 | 0.841 | 0.3222 |
0.4419 | 139.0 | 69500 | 0.2812 | 0.8044 | 0.9466 | 0.9174 | 0.8004 | 0.7458 | 0.8213 | 0.8066 | 0.867 | 0.2953 | 0.3376 | 0.8389 | 0.842 | 0.8435 | 0.7821 | 0.9003 | 0.8513 | 0.8443 | 0.3222 |
0.3318 | 140.0 | 70000 | 0.2845 | 0.803 | 0.9466 | 0.915 | 0.7999 | 0.7453 | 0.8212 | 0.8056 | 0.864 | 0.2897 | 0.338 | 0.8377 | 0.8407 | 0.8419 | 0.7821 | 0.8982 | 0.8505 | 0.8437 | 0.3167 |
0.3842 | 141.0 | 70500 | 0.2822 | 0.8037 | 0.9466 | 0.917 | 0.8013 | 0.745 | 0.8219 | 0.8066 | 0.8647 | 0.2897 | 0.3382 | 0.8381 | 0.8412 | 0.8427 | 0.7811 | 0.8997 | 0.8527 | 0.8437 | 0.3167 |
0.3998 | 142.0 | 71000 | 0.2853 | 0.8013 | 0.9465 | 0.9149 | 0.7982 | 0.7444 | 0.8201 | 0.8031 | 0.8613 | 0.2953 | 0.3372 | 0.8369 | 0.8399 | 0.8411 | 0.7821 | 0.8964 | 0.8501 | 0.8416 | 0.3222 |
0.3571 | 143.0 | 71500 | 0.2838 | 0.8009 | 0.9462 | 0.9147 | 0.2991 | 0.8028 | 0.8196 | 0.337 | 0.8369 | 0.84 | 0.3264 | 0.8411 | 0.8505 | 0.7977 | 0.8415 | 0.7436 | 0.7811 | 0.8615 | 0.8973 |
0.3332 | 144.0 | 72000 | 0.2837 | 0.801 | 0.9464 | 0.9144 | 0.2932 | 0.803 | 0.8209 | 0.3369 | 0.8368 | 0.8398 | 0.3208 | 0.8413 | 0.8516 | 0.7989 | 0.8423 | 0.7419 | 0.7789 | 0.8623 | 0.8982 |
0.3259 | 145.0 | 72500 | 0.2837 | 0.8018 | 0.9464 | 0.9147 | 0.2935 | 0.804 | 0.8209 | 0.3373 | 0.8375 | 0.8405 | 0.3208 | 0.8418 | 0.8516 | 0.7997 | 0.8435 | 0.7432 | 0.78 | 0.8623 | 0.8979 |
0.3873 | 146.0 | 73000 | 0.2839 | 0.8016 | 0.9463 | 0.9145 | 0.2935 | 0.8032 | 0.8209 | 0.3367 | 0.8371 | 0.8401 | 0.3208 | 0.8413 | 0.8516 | 0.7991 | 0.8423 | 0.7434 | 0.78 | 0.8622 | 0.8979 |
0.3318 | 147.0 | 73500 | 0.2836 | 0.8017 | 0.9463 | 0.9145 | 0.2935 | 0.8036 | 0.8209 | 0.3373 | 0.8374 | 0.8404 | 0.3208 | 0.842 | 0.8516 | 0.7987 | 0.8419 | 0.7437 | 0.7811 | 0.8627 | 0.8982 |
0.3442 | 148.0 | 74000 | 0.2836 | 0.8014 | 0.9463 | 0.9145 | 0.2935 | 0.8031 | 0.8211 | 0.3373 | 0.8373 | 0.8403 | 0.3208 | 0.8417 | 0.8517 | 0.7989 | 0.8423 | 0.7423 | 0.78 | 0.8631 | 0.8985 |
0.4478 | 149.0 | 74500 | 0.2836 | 0.8018 | 0.9463 | 0.9146 | 0.2935 | 0.8039 | 0.8211 | 0.3373 | 0.8376 | 0.8406 | 0.3208 | 0.8422 | 0.8517 | 0.7988 | 0.8423 | 0.7436 | 0.7811 | 0.8631 | 0.8985 |
0.3662 | 150.0 | 75000 | 0.2836 | 0.8018 | 0.9463 | 0.9145 | 0.2935 | 0.8039 | 0.8211 | 0.3373 | 0.8376 | 0.8406 | 0.3208 | 0.8422 | 0.8517 | 0.7988 | 0.8423 | 0.7436 | 0.7811 | 0.8631 | 0.8985 |
Framework versions
- Transformers 4.46.0
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.1
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