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---
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license: apache-2.0
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base_model: facebook/detr-resnet-50
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tags:
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- generated_from_trainer
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model-index:
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- name: detr-resnet-50_finetuned_cppe5
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# detr-resnet-50_finetuned_cppe5
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This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1847
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- Map: 0.3393
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- Map 50: 0.6595
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- Map 75: 0.279
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- Map Small: 0.1574
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- Map Medium: 0.2861
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- Map Large: 0.4521
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- Mar 1: 0.326
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- Mar 10: 0.4623
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- Mar 100: 0.4718
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- Mar Small: 0.2338
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- Mar Medium: 0.4352
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- Mar Large: 0.549
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- Map Coverall: 0.6365
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- Mar 100 Coverall: 0.7513
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- Map Face Shield: 0.2491
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- Mar 100 Face Shield: 0.3844
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- Map Gloves: 0.2464
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- Mar 100 Gloves: 0.4107
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- Map Goggles: 0.2613
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- Mar 100 Goggles: 0.4226
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- Map Mask: 0.3034
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- Mar 100 Mask: 0.3898
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 100
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### Training results
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| 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 Coverall | Mar 100 Coverall | Map Face Shield | Mar 100 Face Shield | Map Gloves | Mar 100 Gloves | Map Goggles | Mar 100 Goggles | Map Mask | Mar 100 Mask |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:------------:|:----------------:|:---------------:|:-------------------:|:----------:|:--------------:|:-----------:|:---------------:|:--------:|:------------:|
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| 0.8661 | 1.0 | 113 | 1.1965 | 0.2828 | 0.5684 | 0.2306 | 0.1044 | 0.238 | 0.3923 | 0.2966 | 0.4374 | 0.4449 | 0.2406 | 0.3825 | 0.5245 | 0.6472 | 0.7598 | 0.16 | 0.36 | 0.2122 | 0.3893 | 0.1416 | 0.3677 | 0.253 | 0.3477 |
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| 0.9469 | 2.0 | 226 | 1.2128 | 0.294 | 0.5699 | 0.2525 | 0.1596 | 0.2424 | 0.3988 | 0.3028 | 0.4372 | 0.4468 | 0.2686 | 0.3861 | 0.5218 | 0.6255 | 0.7538 | 0.1611 | 0.3156 | 0.2387 | 0.4223 | 0.1971 | 0.4065 | 0.2479 | 0.3359 |
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| 0.9423 | 3.0 | 339 | 1.1953 | 0.2808 | 0.5708 | 0.2238 | 0.102 | 0.2219 | 0.3992 | 0.2979 | 0.4416 | 0.4512 | 0.2673 | 0.387 | 0.5295 | 0.6134 | 0.7359 | 0.1492 | 0.3822 | 0.2164 | 0.4027 | 0.1692 | 0.3774 | 0.2557 | 0.3578 |
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| 0.9444 | 4.0 | 452 | 1.2534 | 0.2703 | 0.5501 | 0.241 | 0.1686 | 0.2244 | 0.3532 | 0.2872 | 0.4235 | 0.429 | 0.2653 | 0.3632 | 0.5001 | 0.6436 | 0.7581 | 0.1557 | 0.3422 | 0.22 | 0.392 | 0.1165 | 0.3355 | 0.2159 | 0.3172 |
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| 0.9956 | 5.0 | 565 | 1.2341 | 0.2683 | 0.5608 | 0.2042 | 0.1265 | 0.2457 | 0.3676 | 0.2921 | 0.4422 | 0.4582 | 0.2454 | 0.4109 | 0.5241 | 0.5762 | 0.7368 | 0.1937 | 0.4 | 0.2253 | 0.4295 | 0.0886 | 0.3677 | 0.2575 | 0.357 |
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| 1.0146 | 6.0 | 678 | 1.2490 | 0.2727 | 0.5445 | 0.231 | 0.11 | 0.2163 | 0.3796 | 0.29 | 0.4235 | 0.4382 | 0.2366 | 0.3691 | 0.5329 | 0.6078 | 0.7333 | 0.1849 | 0.38 | 0.2153 | 0.3804 | 0.1142 | 0.3839 | 0.2411 | 0.3133 |
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| 0.97 | 7.0 | 791 | 1.2457 | 0.2767 | 0.5442 | 0.2428 | 0.1034 | 0.2467 | 0.3643 | 0.2918 | 0.4512 | 0.4604 | 0.233 | 0.4204 | 0.5299 | 0.6227 | 0.759 | 0.1683 | 0.4089 | 0.2307 | 0.4062 | 0.1113 | 0.3903 | 0.2503 | 0.3375 |
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| 0.9622 | 8.0 | 904 | 1.2453 | 0.2593 | 0.5344 | 0.2198 | 0.1025 | 0.221 | 0.3832 | 0.2951 | 0.4218 | 0.4336 | 0.2345 | 0.3875 | 0.5173 | 0.5818 | 0.7308 | 0.1328 | 0.3267 | 0.198 | 0.3732 | 0.1236 | 0.371 | 0.2605 | 0.3664 |
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| 0.9499 | 9.0 | 1017 | 1.1759 | 0.2805 | 0.5653 | 0.232 | 0.1237 | 0.2441 | 0.3962 | 0.3108 | 0.4522 | 0.4666 | 0.2323 | 0.4339 | 0.5265 | 0.6107 | 0.7496 | 0.1579 | 0.4222 | 0.2103 | 0.383 | 0.1475 | 0.3968 | 0.2758 | 0.3812 |
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| 0.9483 | 10.0 | 1130 | 1.2429 | 0.2803 | 0.5757 | 0.2416 | 0.1447 | 0.2359 | 0.3875 | 0.2955 | 0.4509 | 0.4638 | 0.2599 | 0.4063 | 0.5451 | 0.6146 | 0.7393 | 0.1705 | 0.4089 | 0.2114 | 0.3839 | 0.1401 | 0.4355 | 0.2647 | 0.3516 |
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| 0.9541 | 11.0 | 1243 | 1.2307 | 0.2897 | 0.5911 | 0.2514 | 0.1596 | 0.2494 | 0.3754 | 0.2954 | 0.4464 | 0.4519 | 0.2968 | 0.4032 | 0.5068 | 0.6053 | 0.7316 | 0.1906 | 0.3778 | 0.2001 | 0.3893 | 0.1793 | 0.3903 | 0.2731 | 0.3703 |
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| 0.8929 | 12.0 | 1356 | 1.2431 | 0.271 | 0.5357 | 0.228 | 0.1273 | 0.2304 | 0.3713 | 0.2816 | 0.4364 | 0.4505 | 0.2498 | 0.4053 | 0.5181 | 0.6227 | 0.7538 | 0.187 | 0.3911 | 0.1705 | 0.3812 | 0.1145 | 0.3484 | 0.2601 | 0.3781 |
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| 1.0014 | 13.0 | 1469 | 1.1999 | 0.2923 | 0.5909 | 0.2318 | 0.1309 | 0.254 | 0.381 | 0.2993 | 0.4401 | 0.4553 | 0.2465 | 0.4077 | 0.5219 | 0.6407 | 0.7487 | 0.2042 | 0.3911 | 0.2129 | 0.4313 | 0.1438 | 0.3484 | 0.2601 | 0.357 |
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| 0.9795 | 14.0 | 1582 | 1.2219 | 0.2839 | 0.588 | 0.2275 | 0.142 | 0.2456 | 0.3865 | 0.2982 | 0.4324 | 0.4428 | 0.2284 | 0.3794 | 0.5307 | 0.6244 | 0.7444 | 0.1966 | 0.3711 | 0.2142 | 0.3938 | 0.1345 | 0.3516 | 0.2498 | 0.3531 |
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| 0.933 | 15.0 | 1695 | 1.2043 | 0.2954 | 0.5893 | 0.2262 | 0.1228 | 0.2657 | 0.4053 | 0.3014 | 0.4323 | 0.4413 | 0.2149 | 0.3829 | 0.5377 | 0.6151 | 0.7556 | 0.2093 | 0.3333 | 0.23 | 0.3991 | 0.1445 | 0.3484 | 0.2782 | 0.3703 |
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| 0.9294 | 16.0 | 1808 | 1.2153 | 0.2937 | 0.5879 | 0.2464 | 0.1366 | 0.2575 | 0.3864 | 0.3048 | 0.4345 | 0.445 | 0.2283 | 0.4112 | 0.5062 | 0.6214 | 0.7496 | 0.228 | 0.3822 | 0.2106 | 0.3768 | 0.1394 | 0.3484 | 0.269 | 0.368 |
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| 0.9176 | 17.0 | 1921 | 1.2487 | 0.2713 | 0.5618 | 0.2164 | 0.1595 | 0.2297 | 0.3624 | 0.2899 | 0.4077 | 0.4206 | 0.2063 | 0.3565 | 0.5093 | 0.6184 | 0.741 | 0.2137 | 0.3711 | 0.1813 | 0.3348 | 0.1032 | 0.3258 | 0.2398 | 0.3305 |
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| 0.9402 | 18.0 | 2034 | 1.2368 | 0.3047 | 0.61 | 0.2591 | 0.1422 | 0.2594 | 0.4137 | 0.3148 | 0.4399 | 0.4508 | 0.2177 | 0.4135 | 0.5267 | 0.6229 | 0.7487 | 0.2298 | 0.3444 | 0.2361 | 0.4071 | 0.173 | 0.4 | 0.2619 | 0.3539 |
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| 0.8907 | 19.0 | 2147 | 1.1679 | 0.3034 | 0.6429 | 0.2436 | 0.1463 | 0.2642 | 0.4021 | 0.303 | 0.4616 | 0.4773 | 0.2474 | 0.4282 | 0.5617 | 0.6172 | 0.7368 | 0.2162 | 0.4133 | 0.2132 | 0.4116 | 0.1987 | 0.4516 | 0.2716 | 0.3734 |
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| 0.8589 | 20.0 | 2260 | 1.1901 | 0.2988 | 0.5838 | 0.2626 | 0.1255 | 0.2689 | 0.3883 | 0.3149 | 0.4524 | 0.461 | 0.2378 | 0.4374 | 0.5173 | 0.6347 | 0.7521 | 0.213 | 0.3889 | 0.2061 | 0.3946 | 0.1906 | 0.4161 | 0.2494 | 0.3531 |
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| 0.8953 | 21.0 | 2373 | 1.2021 | 0.2843 | 0.5827 | 0.2313 | 0.1405 | 0.2465 | 0.3929 | 0.2948 | 0.4316 | 0.4453 | 0.2225 | 0.4013 | 0.5227 | 0.6104 | 0.7248 | 0.1847 | 0.3156 | 0.2164 | 0.4295 | 0.1829 | 0.4129 | 0.2269 | 0.3438 |
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| 0.8843 | 22.0 | 2486 | 1.2102 | 0.2895 | 0.6043 | 0.2448 | 0.1139 | 0.2529 | 0.4054 | 0.2921 | 0.4297 | 0.4368 | 0.191 | 0.3786 | 0.5415 | 0.6106 | 0.7325 | 0.2045 | 0.3378 | 0.2233 | 0.4071 | 0.1582 | 0.3548 | 0.2509 | 0.3516 |
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| 0.897 | 23.0 | 2599 | 1.1766 | 0.3121 | 0.6023 | 0.2861 | 0.1663 | 0.2737 | 0.4047 | 0.3183 | 0.4444 | 0.4529 | 0.2259 | 0.4222 | 0.5222 | 0.6199 | 0.7487 | 0.205 | 0.3622 | 0.234 | 0.4062 | 0.2397 | 0.3903 | 0.2619 | 0.357 |
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| 0.8756 | 24.0 | 2712 | 1.1661 | 0.2931 | 0.6001 | 0.2568 | 0.1419 | 0.2441 | 0.4002 | 0.3045 | 0.4449 | 0.4574 | 0.2259 | 0.3897 | 0.5596 | 0.6241 | 0.759 | 0.2107 | 0.3644 | 0.2475 | 0.4232 | 0.1171 | 0.3742 | 0.2663 | 0.3664 |
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| 0.8841 | 25.0 | 2825 | 1.2186 | 0.2795 | 0.6007 | 0.2286 | 0.1594 | 0.2407 | 0.3849 | 0.2909 | 0.4327 | 0.4422 | 0.2114 | 0.3944 | 0.5353 | 0.6026 | 0.7402 | 0.1914 | 0.3556 | 0.2358 | 0.4125 | 0.1357 | 0.3581 | 0.2321 | 0.3445 |
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| 0.8542 | 26.0 | 2938 | 1.2325 | 0.2942 | 0.5918 | 0.2497 | 0.1523 | 0.2492 | 0.3962 | 0.2964 | 0.4342 | 0.4464 | 0.2416 | 0.4017 | 0.5226 | 0.6235 | 0.7453 | 0.1913 | 0.3511 | 0.2315 | 0.4152 | 0.1767 | 0.3839 | 0.2479 | 0.3367 |
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| 0.8711 | 27.0 | 3051 | 1.1776 | 0.308 | 0.6125 | 0.2701 | 0.1451 | 0.2727 | 0.4092 | 0.3081 | 0.4553 | 0.4651 | 0.2546 | 0.4343 | 0.5251 | 0.6206 | 0.7462 | 0.2106 | 0.3489 | 0.2289 | 0.417 | 0.1997 | 0.4355 | 0.2801 | 0.3781 |
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| 0.8046 | 28.0 | 3164 | 1.1669 | 0.3001 | 0.629 | 0.2505 | 0.1622 | 0.2513 | 0.4095 | 0.3083 | 0.4452 | 0.4595 | 0.2462 | 0.4017 | 0.5551 | 0.6036 | 0.7487 | 0.2258 | 0.3844 | 0.2385 | 0.4036 | 0.1574 | 0.3903 | 0.2752 | 0.3703 |
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| 0.8264 | 29.0 | 3277 | 1.1669 | 0.3166 | 0.6344 | 0.2668 | 0.1454 | 0.2761 | 0.4121 | 0.3148 | 0.4564 | 0.4654 | 0.2317 | 0.4348 | 0.5379 | 0.6098 | 0.7385 | 0.2243 | 0.3578 | 0.2396 | 0.4098 | 0.218 | 0.4516 | 0.291 | 0.3695 |
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| 0.8689 | 30.0 | 3390 | 1.1861 | 0.2951 | 0.5853 | 0.2494 | 0.1329 | 0.2488 | 0.3948 | 0.3048 | 0.4469 | 0.458 | 0.2416 | 0.3996 | 0.5514 | 0.617 | 0.7385 | 0.2164 | 0.3644 | 0.2249 | 0.3946 | 0.1276 | 0.4129 | 0.2896 | 0.3797 |
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| 0.8502 | 31.0 | 3503 | 1.2343 | 0.2953 | 0.6159 | 0.2506 | 0.1223 | 0.2509 | 0.4087 | 0.3029 | 0.4484 | 0.4534 | 0.2348 | 0.3943 | 0.5521 | 0.6127 | 0.741 | 0.2072 | 0.3711 | 0.2127 | 0.3911 | 0.158 | 0.3839 | 0.2861 | 0.3797 |
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| 0.8257 | 32.0 | 3616 | 1.1749 | 0.3001 | 0.6096 | 0.2497 | 0.1354 | 0.246 | 0.4082 | 0.308 | 0.4496 | 0.4601 | 0.2597 | 0.405 | 0.5399 | 0.6143 | 0.7291 | 0.2211 | 0.3733 | 0.2194 | 0.4241 | 0.194 | 0.4194 | 0.2515 | 0.3547 |
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| 0.8087 | 33.0 | 3729 | 1.2068 | 0.3034 | 0.6196 | 0.2502 | 0.1324 | 0.2589 | 0.4083 | 0.308 | 0.4368 | 0.4485 | 0.2448 | 0.3951 | 0.5314 | 0.6122 | 0.7265 | 0.1959 | 0.3511 | 0.232 | 0.4009 | 0.1882 | 0.3903 | 0.2888 | 0.3734 |
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| 0.8132 | 34.0 | 3842 | 1.1955 | 0.3073 | 0.6209 | 0.2484 | 0.1137 | 0.2765 | 0.4115 | 0.3188 | 0.4476 | 0.456 | 0.2234 | 0.4279 | 0.5316 | 0.6099 | 0.7256 | 0.2032 | 0.3467 | 0.2399 | 0.4205 | 0.2089 | 0.4161 | 0.2748 | 0.3711 |
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| 0.8085 | 35.0 | 3955 | 1.1849 | 0.3117 | 0.6253 | 0.2595 | 0.1288 | 0.2602 | 0.4167 | 0.3054 | 0.4497 | 0.4633 | 0.2593 | 0.415 | 0.5477 | 0.6262 | 0.7538 | 0.2465 | 0.3889 | 0.2271 | 0.4205 | 0.1629 | 0.3774 | 0.2958 | 0.3758 |
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| 0.7781 | 36.0 | 4068 | 1.1824 | 0.3125 | 0.617 | 0.2636 | 0.1353 | 0.2736 | 0.411 | 0.3181 | 0.4478 | 0.4545 | 0.2732 | 0.4176 | 0.5163 | 0.6215 | 0.7444 | 0.2154 | 0.36 | 0.2253 | 0.3812 | 0.2232 | 0.4097 | 0.2768 | 0.3773 |
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| 0.7834 | 37.0 | 4181 | 1.2079 | 0.31 | 0.6118 | 0.2632 | 0.152 | 0.2842 | 0.406 | 0.3181 | 0.4398 | 0.4507 | 0.2704 | 0.4135 | 0.5162 | 0.6102 | 0.7316 | 0.1997 | 0.3711 | 0.225 | 0.4071 | 0.2453 | 0.3903 | 0.2697 | 0.3531 |
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| 0.808 | 38.0 | 4294 | 1.2118 | 0.3075 | 0.6061 | 0.2604 | 0.1261 | 0.2727 | 0.4046 | 0.3147 | 0.4559 | 0.4648 | 0.2509 | 0.4439 | 0.5236 | 0.6015 | 0.7214 | 0.2003 | 0.3933 | 0.2159 | 0.4125 | 0.2439 | 0.429 | 0.2761 | 0.368 |
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| 0.8162 | 39.0 | 4407 | 1.1940 | 0.3204 | 0.6411 | 0.2567 | 0.1616 | 0.2858 | 0.4125 | 0.315 | 0.4519 | 0.4646 | 0.2697 | 0.4396 | 0.5243 | 0.6053 | 0.7325 | 0.2341 | 0.3733 | 0.2462 | 0.4214 | 0.2285 | 0.4194 | 0.2882 | 0.3766 |
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| 0.7998 | 40.0 | 4520 | 1.1912 | 0.3118 | 0.6238 | 0.2517 | 0.1586 | 0.282 | 0.4116 | 0.313 | 0.4535 | 0.4662 | 0.2729 | 0.4406 | 0.5235 | 0.6293 | 0.7573 | 0.2004 | 0.3911 | 0.2368 | 0.4098 | 0.2062 | 0.4 | 0.2862 | 0.3727 |
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| 0.7867 | 41.0 | 4633 | 1.2056 | 0.3267 | 0.6411 | 0.2848 | 0.1761 | 0.286 | 0.4377 | 0.3271 | 0.4706 | 0.4802 | 0.2578 | 0.4363 | 0.5677 | 0.6272 | 0.7487 | 0.2344 | 0.4133 | 0.2333 | 0.3991 | 0.2231 | 0.4258 | 0.3156 | 0.4141 |
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| 0.8013 | 42.0 | 4746 | 1.2036 | 0.3134 | 0.6311 | 0.2595 | 0.171 | 0.2791 | 0.4163 | 0.3202 | 0.4572 | 0.4699 | 0.2683 | 0.424 | 0.5555 | 0.6212 | 0.7462 | 0.1982 | 0.4 | 0.2423 | 0.4196 | 0.2295 | 0.4065 | 0.2759 | 0.3773 |
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| 0.7444 | 43.0 | 4859 | 1.2028 | 0.3206 | 0.6301 | 0.2859 | 0.1511 | 0.2675 | 0.4314 | 0.3224 | 0.4464 | 0.4614 | 0.2423 | 0.4132 | 0.5509 | 0.6211 | 0.741 | 0.2195 | 0.3911 | 0.2152 | 0.4018 | 0.2421 | 0.3839 | 0.3052 | 0.3891 |
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| 0.7749 | 44.0 | 4972 | 1.2070 | 0.3155 | 0.6164 | 0.2833 | 0.1558 | 0.2773 | 0.4263 | 0.3232 | 0.4469 | 0.4585 | 0.2388 | 0.4116 | 0.5487 | 0.6122 | 0.7282 | 0.1933 | 0.3956 | 0.239 | 0.4 | 0.2421 | 0.3935 | 0.2909 | 0.375 |
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| 0.735 | 45.0 | 5085 | 1.1678 | 0.3358 | 0.6536 | 0.3111 | 0.1603 | 0.2757 | 0.4498 | 0.3294 | 0.4703 | 0.4818 | 0.2599 | 0.434 | 0.5576 | 0.6448 | 0.7496 | 0.2297 | 0.4067 | 0.2464 | 0.4179 | 0.2539 | 0.4387 | 0.304 | 0.3961 |
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| 0.7268 | 46.0 | 5198 | 1.1652 | 0.33 | 0.6493 | 0.2959 | 0.164 | 0.282 | 0.4263 | 0.3154 | 0.4547 | 0.467 | 0.2634 | 0.4388 | 0.5214 | 0.6362 | 0.747 | 0.2373 | 0.3822 | 0.2385 | 0.4107 | 0.2544 | 0.4226 | 0.2838 | 0.3727 |
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| 0.7472 | 47.0 | 5311 | 1.1933 | 0.3369 | 0.6443 | 0.2834 | 0.1508 | 0.2925 | 0.4309 | 0.3234 | 0.4676 | 0.4752 | 0.2195 | 0.4374 | 0.5474 | 0.6587 | 0.7598 | 0.2398 | 0.3978 | 0.2532 | 0.4143 | 0.2439 | 0.4323 | 0.2891 | 0.3719 |
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| 0.7277 | 48.0 | 5424 | 1.1635 | 0.3344 | 0.6584 | 0.2924 | 0.1686 | 0.2862 | 0.4393 | 0.3179 | 0.4686 | 0.4785 | 0.2495 | 0.4395 | 0.5505 | 0.6459 | 0.765 | 0.2187 | 0.4089 | 0.2528 | 0.4125 | 0.2803 | 0.4484 | 0.2743 | 0.3578 |
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| 0.7165 | 49.0 | 5537 | 1.1897 | 0.3439 | 0.6591 | 0.3162 | 0.1687 | 0.2853 | 0.4552 | 0.3319 | 0.4686 | 0.4793 | 0.2622 | 0.4485 | 0.5484 | 0.6488 | 0.7598 | 0.24 | 0.4133 | 0.2709 | 0.4304 | 0.2736 | 0.4226 | 0.2864 | 0.3703 |
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| 0.7315 | 50.0 | 5650 | 1.1676 | 0.3258 | 0.631 | 0.2678 | 0.1528 | 0.2828 | 0.4266 | 0.3197 | 0.4667 | 0.4794 | 0.2593 | 0.4485 | 0.5537 | 0.6417 | 0.759 | 0.2227 | 0.4156 | 0.2432 | 0.4268 | 0.237 | 0.4194 | 0.2846 | 0.3766 |
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| 0.7163 | 51.0 | 5763 | 1.1886 | 0.3388 | 0.6461 | 0.3023 | 0.1308 | 0.3004 | 0.4517 | 0.3321 | 0.4758 | 0.4878 | 0.2442 | 0.4495 | 0.5673 | 0.6502 | 0.7624 | 0.2136 | 0.4067 | 0.2592 | 0.4259 | 0.2789 | 0.4613 | 0.2922 | 0.3828 |
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| 0.7309 | 52.0 | 5876 | 1.2002 | 0.3336 | 0.6507 | 0.2927 | 0.153 | 0.2917 | 0.4399 | 0.3226 | 0.4639 | 0.4781 | 0.2399 | 0.4385 | 0.5671 | 0.6429 | 0.7547 | 0.2366 | 0.4111 | 0.2341 | 0.4089 | 0.2671 | 0.4258 | 0.2873 | 0.3898 |
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| 0.7224 | 53.0 | 5989 | 1.1815 | 0.3348 | 0.6509 | 0.3 | 0.1613 | 0.2999 | 0.4338 | 0.3246 | 0.4653 | 0.4785 | 0.246 | 0.444 | 0.5595 | 0.6366 | 0.7581 | 0.233 | 0.42 | 0.2425 | 0.4036 | 0.2636 | 0.4258 | 0.2981 | 0.3852 |
|
|
| 0.7143 | 54.0 | 6102 | 1.1928 | 0.3345 | 0.6561 | 0.2994 | 0.1451 | 0.2869 | 0.4398 | 0.3314 | 0.4575 | 0.4652 | 0.2398 | 0.4239 | 0.5365 | 0.6279 | 0.7496 | 0.2469 | 0.4 | 0.2442 | 0.383 | 0.2544 | 0.4065 | 0.2991 | 0.3867 |
|
|
| 0.6765 | 55.0 | 6215 | 1.2037 | 0.3282 | 0.631 | 0.295 | 0.1443 | 0.2977 | 0.4309 | 0.3232 | 0.4558 | 0.4644 | 0.2435 | 0.4177 | 0.5441 | 0.6265 | 0.7444 | 0.2205 | 0.3933 | 0.2337 | 0.3768 | 0.2569 | 0.4161 | 0.3033 | 0.3914 |
|
|
| 0.6995 | 56.0 | 6328 | 1.1806 | 0.3317 | 0.6544 | 0.3058 | 0.1609 | 0.2868 | 0.4435 | 0.3322 | 0.4612 | 0.472 | 0.2483 | 0.4355 | 0.5483 | 0.6357 | 0.7581 | 0.2221 | 0.4156 | 0.2551 | 0.4036 | 0.2535 | 0.3968 | 0.2919 | 0.3859 |
|
|
| 0.6712 | 57.0 | 6441 | 1.1640 | 0.3199 | 0.6451 | 0.2694 | 0.1391 | 0.273 | 0.426 | 0.3143 | 0.4568 | 0.4684 | 0.2314 | 0.4246 | 0.5465 | 0.6426 | 0.759 | 0.2079 | 0.3956 | 0.2426 | 0.4071 | 0.215 | 0.3968 | 0.2916 | 0.3836 |
|
|
| 0.6766 | 58.0 | 6554 | 1.1709 | 0.3344 | 0.6602 | 0.2922 | 0.1428 | 0.2986 | 0.4304 | 0.3238 | 0.4532 | 0.4623 | 0.2208 | 0.4332 | 0.532 | 0.6214 | 0.7342 | 0.2413 | 0.3822 | 0.2291 | 0.3893 | 0.2762 | 0.4097 | 0.304 | 0.3961 |
|
|
| 0.6809 | 59.0 | 6667 | 1.2065 | 0.3317 | 0.6455 | 0.2949 | 0.1443 | 0.3019 | 0.4265 | 0.3212 | 0.4523 | 0.4627 | 0.2368 | 0.4281 | 0.5273 | 0.6269 | 0.7376 | 0.2346 | 0.3822 | 0.2426 | 0.4036 | 0.2624 | 0.4097 | 0.2922 | 0.3805 |
|
|
| 0.6922 | 60.0 | 6780 | 1.1728 | 0.3295 | 0.6428 | 0.2733 | 0.1681 | 0.29 | 0.4291 | 0.326 | 0.4553 | 0.47 | 0.2531 | 0.4293 | 0.5455 | 0.6332 | 0.747 | 0.2242 | 0.3822 | 0.2381 | 0.4143 | 0.2594 | 0.4258 | 0.2927 | 0.3805 |
|
|
| 0.6965 | 61.0 | 6893 | 1.1931 | 0.3348 | 0.6479 | 0.2951 | 0.1406 | 0.2971 | 0.4435 | 0.3298 | 0.4638 | 0.4761 | 0.2428 | 0.4452 | 0.5507 | 0.63 | 0.7496 | 0.2281 | 0.4044 | 0.2509 | 0.4161 | 0.273 | 0.429 | 0.2919 | 0.3812 |
|
|
| 0.6525 | 62.0 | 7006 | 1.1806 | 0.3305 | 0.645 | 0.253 | 0.1518 | 0.289 | 0.4365 | 0.322 | 0.4553 | 0.4686 | 0.2463 | 0.4334 | 0.5441 | 0.6247 | 0.7427 | 0.2587 | 0.4422 | 0.2445 | 0.3884 | 0.2466 | 0.3968 | 0.2778 | 0.3727 |
|
|
| 0.6696 | 63.0 | 7119 | 1.1841 | 0.3356 | 0.6398 | 0.2937 | 0.1612 | 0.2918 | 0.4453 | 0.3296 | 0.459 | 0.4718 | 0.2418 | 0.4416 | 0.5406 | 0.6209 | 0.7333 | 0.2337 | 0.3956 | 0.2425 | 0.4223 | 0.2809 | 0.4226 | 0.3001 | 0.3852 |
|
|
| 0.6408 | 64.0 | 7232 | 1.1694 | 0.3329 | 0.6485 | 0.2811 | 0.1552 | 0.2913 | 0.439 | 0.3238 | 0.4441 | 0.4596 | 0.2349 | 0.418 | 0.5423 | 0.638 | 0.7462 | 0.2181 | 0.3578 | 0.2371 | 0.4062 | 0.261 | 0.3903 | 0.3102 | 0.3977 |
|
|
| 0.6532 | 65.0 | 7345 | 1.1971 | 0.3387 | 0.6502 | 0.2964 | 0.1482 | 0.3002 | 0.4346 | 0.3195 | 0.4616 | 0.4744 | 0.2426 | 0.4415 | 0.5386 | 0.6227 | 0.7393 | 0.2442 | 0.3867 | 0.2302 | 0.4161 | 0.2841 | 0.429 | 0.3123 | 0.4008 |
|
|
| 0.6712 | 66.0 | 7458 | 1.1954 | 0.3392 | 0.6531 | 0.2948 | 0.1395 | 0.2961 | 0.4332 | 0.3197 | 0.4515 | 0.4632 | 0.2416 | 0.4317 | 0.5312 | 0.6257 | 0.7504 | 0.2427 | 0.3844 | 0.2305 | 0.3902 | 0.2861 | 0.4032 | 0.3111 | 0.3875 |
|
|
| 0.6419 | 67.0 | 7571 | 1.1789 | 0.3361 | 0.6416 | 0.2706 | 0.1437 | 0.2842 | 0.4477 | 0.3323 | 0.4564 | 0.4689 | 0.234 | 0.4295 | 0.5524 | 0.6184 | 0.7427 | 0.2302 | 0.38 | 0.2308 | 0.408 | 0.2985 | 0.4194 | 0.3024 | 0.3945 |
|
|
| 0.632 | 68.0 | 7684 | 1.1701 | 0.3375 | 0.6505 | 0.2865 | 0.1547 | 0.2991 | 0.4444 | 0.3328 | 0.4577 | 0.4681 | 0.2454 | 0.4336 | 0.5505 | 0.633 | 0.7538 | 0.2455 | 0.3867 | 0.2365 | 0.3982 | 0.2643 | 0.4065 | 0.3081 | 0.3953 |
|
|
| 0.6494 | 69.0 | 7797 | 1.1978 | 0.3346 | 0.6495 | 0.3036 | 0.1519 | 0.2906 | 0.4474 | 0.3271 | 0.4597 | 0.4696 | 0.2468 | 0.421 | 0.5571 | 0.6243 | 0.7427 | 0.2405 | 0.4022 | 0.2396 | 0.4027 | 0.2747 | 0.4097 | 0.2936 | 0.3906 |
|
|
| 0.6336 | 70.0 | 7910 | 1.2174 | 0.3351 | 0.6331 | 0.3046 | 0.1494 | 0.2821 | 0.4475 | 0.32 | 0.4599 | 0.4701 | 0.233 | 0.4271 | 0.5536 | 0.6283 | 0.7496 | 0.2312 | 0.4178 | 0.2312 | 0.3991 | 0.2879 | 0.4065 | 0.2971 | 0.3773 |
|
|
| 0.6397 | 71.0 | 8023 | 1.1958 | 0.3279 | 0.6433 | 0.2632 | 0.1389 | 0.2851 | 0.4273 | 0.3244 | 0.4529 | 0.4701 | 0.2398 | 0.4365 | 0.5386 | 0.6188 | 0.747 | 0.231 | 0.42 | 0.236 | 0.4143 | 0.2623 | 0.3903 | 0.2912 | 0.3789 |
|
|
| 0.6253 | 72.0 | 8136 | 1.1927 | 0.3397 | 0.6497 | 0.2834 | 0.1536 | 0.2874 | 0.45 | 0.3296 | 0.4613 | 0.4788 | 0.2474 | 0.4325 | 0.56 | 0.6186 | 0.741 | 0.2319 | 0.42 | 0.2605 | 0.4437 | 0.2908 | 0.4129 | 0.2968 | 0.3766 |
|
|
| 0.6155 | 73.0 | 8249 | 1.2091 | 0.3332 | 0.6391 | 0.2727 | 0.1576 | 0.2811 | 0.442 | 0.3255 | 0.4508 | 0.4616 | 0.2364 | 0.421 | 0.5415 | 0.625 | 0.7504 | 0.235 | 0.3711 | 0.2406 | 0.4062 | 0.2736 | 0.4129 | 0.2918 | 0.3672 |
|
|
| 0.6283 | 74.0 | 8362 | 1.1924 | 0.3402 | 0.6524 | 0.2905 | 0.1612 | 0.2934 | 0.4489 | 0.3293 | 0.4603 | 0.4721 | 0.2381 | 0.4386 | 0.5467 | 0.6264 | 0.7462 | 0.26 | 0.4044 | 0.2521 | 0.4161 | 0.2618 | 0.4097 | 0.3008 | 0.3844 |
|
|
| 0.6043 | 75.0 | 8475 | 1.1879 | 0.3324 | 0.6457 | 0.2676 | 0.1618 | 0.2857 | 0.44 | 0.3301 | 0.4623 | 0.4773 | 0.2485 | 0.4441 | 0.5444 | 0.6187 | 0.7453 | 0.2463 | 0.4222 | 0.2447 | 0.4313 | 0.2574 | 0.4065 | 0.2947 | 0.3812 |
|
|
| 0.6167 | 76.0 | 8588 | 1.2303 | 0.3346 | 0.6517 | 0.2825 | 0.1545 | 0.2937 | 0.4424 | 0.3263 | 0.4555 | 0.4683 | 0.2303 | 0.4282 | 0.5415 | 0.618 | 0.7419 | 0.2297 | 0.3622 | 0.2455 | 0.4152 | 0.2763 | 0.4355 | 0.3037 | 0.3867 |
|
|
| 0.5939 | 77.0 | 8701 | 1.2203 | 0.3313 | 0.6397 | 0.2713 | 0.1517 | 0.2732 | 0.44 | 0.3303 | 0.4583 | 0.4722 | 0.2231 | 0.4332 | 0.5475 | 0.619 | 0.7513 | 0.2522 | 0.3933 | 0.2435 | 0.4125 | 0.2494 | 0.4226 | 0.2921 | 0.3812 |
|
|
| 0.6122 | 78.0 | 8814 | 1.1937 | 0.3317 | 0.6418 | 0.2754 | 0.1582 | 0.2865 | 0.4423 | 0.3271 | 0.4586 | 0.471 | 0.2197 | 0.4369 | 0.5515 | 0.6231 | 0.747 | 0.2383 | 0.3778 | 0.2587 | 0.4375 | 0.262 | 0.4161 | 0.2763 | 0.3766 |
|
|
| 0.6187 | 79.0 | 8927 | 1.1990 | 0.3332 | 0.6435 | 0.2799 | 0.1493 | 0.2943 | 0.4383 | 0.3209 | 0.4663 | 0.4792 | 0.2326 | 0.4434 | 0.5579 | 0.6249 | 0.7487 | 0.2427 | 0.3978 | 0.2463 | 0.425 | 0.2629 | 0.4419 | 0.2891 | 0.3828 |
|
|
| 0.5885 | 80.0 | 9040 | 1.2236 | 0.3314 | 0.6388 | 0.2769 | 0.1493 | 0.291 | 0.4381 | 0.3241 | 0.4555 | 0.4665 | 0.2253 | 0.4252 | 0.5492 | 0.627 | 0.7393 | 0.2241 | 0.3778 | 0.2436 | 0.425 | 0.274 | 0.4161 | 0.2881 | 0.3742 |
|
|
| 0.6073 | 81.0 | 9153 | 1.2042 | 0.3364 | 0.6497 | 0.2837 | 0.1547 | 0.2934 | 0.4473 | 0.3282 | 0.4707 | 0.4769 | 0.2323 | 0.4347 | 0.5573 | 0.6286 | 0.7556 | 0.2414 | 0.4044 | 0.2459 | 0.4071 | 0.2683 | 0.4323 | 0.2978 | 0.3852 |
|
|
| 0.5646 | 82.0 | 9266 | 1.2031 | 0.3387 | 0.6574 | 0.285 | 0.1574 | 0.2882 | 0.4587 | 0.331 | 0.4597 | 0.4715 | 0.2346 | 0.4239 | 0.5582 | 0.6299 | 0.7547 | 0.2393 | 0.3911 | 0.2625 | 0.4321 | 0.2642 | 0.3935 | 0.2975 | 0.3859 |
|
|
| 0.5708 | 83.0 | 9379 | 1.2124 | 0.3324 | 0.6528 | 0.2705 | 0.1551 | 0.2813 | 0.4433 | 0.3209 | 0.461 | 0.4695 | 0.2462 | 0.4274 | 0.5444 | 0.6263 | 0.7436 | 0.2345 | 0.3911 | 0.2509 | 0.4205 | 0.2491 | 0.4032 | 0.301 | 0.3891 |
|
|
| 0.5773 | 84.0 | 9492 | 1.1906 | 0.3376 | 0.666 | 0.2818 | 0.1472 | 0.2899 | 0.4477 | 0.3219 | 0.4606 | 0.471 | 0.2281 | 0.4302 | 0.5493 | 0.6244 | 0.7479 | 0.2462 | 0.3978 | 0.2535 | 0.4143 | 0.2581 | 0.4 | 0.3057 | 0.3953 |
|
|
| 0.5543 | 85.0 | 9605 | 1.2046 | 0.3428 | 0.6582 | 0.2698 | 0.1508 | 0.2933 | 0.454 | 0.3291 | 0.4646 | 0.4759 | 0.2191 | 0.4361 | 0.5591 | 0.6232 | 0.7402 | 0.2515 | 0.4178 | 0.2599 | 0.4268 | 0.2777 | 0.4065 | 0.3018 | 0.3883 |
|
|
| 0.5973 | 86.0 | 9718 | 1.2038 | 0.3385 | 0.6582 | 0.2714 | 0.1435 | 0.2858 | 0.4542 | 0.327 | 0.4608 | 0.4747 | 0.2234 | 0.4259 | 0.5625 | 0.6266 | 0.7573 | 0.2487 | 0.3933 | 0.2435 | 0.4098 | 0.2694 | 0.4194 | 0.3041 | 0.3938 |
|
|
| 0.5619 | 87.0 | 9831 | 1.2159 | 0.339 | 0.6565 | 0.2742 | 0.144 | 0.2878 | 0.4548 | 0.3253 | 0.459 | 0.4696 | 0.2254 | 0.4333 | 0.5523 | 0.629 | 0.7556 | 0.2378 | 0.3844 | 0.2494 | 0.4143 | 0.2763 | 0.4065 | 0.3027 | 0.3875 |
|
|
| 0.5796 | 88.0 | 9944 | 1.1999 | 0.3374 | 0.651 | 0.2909 | 0.1449 | 0.2823 | 0.4578 | 0.3238 | 0.4534 | 0.4654 | 0.2145 | 0.4179 | 0.554 | 0.6329 | 0.7496 | 0.2354 | 0.3711 | 0.2519 | 0.4232 | 0.2743 | 0.4032 | 0.2926 | 0.3797 |
|
|
| 0.554 | 89.0 | 10057 | 1.2065 | 0.3422 | 0.6574 | 0.3022 | 0.1497 | 0.2888 | 0.4616 | 0.3319 | 0.4593 | 0.4679 | 0.2118 | 0.4235 | 0.5572 | 0.6339 | 0.7513 | 0.2439 | 0.3778 | 0.2495 | 0.4107 | 0.2795 | 0.4129 | 0.3042 | 0.3867 |
|
|
| 0.5481 | 90.0 | 10170 | 1.1607 | 0.3373 | 0.6593 | 0.2798 | 0.1493 | 0.2966 | 0.4471 | 0.3241 | 0.4635 | 0.4748 | 0.222 | 0.4385 | 0.558 | 0.6301 | 0.753 | 0.2433 | 0.3867 | 0.2465 | 0.4179 | 0.2636 | 0.4226 | 0.3032 | 0.3938 |
|
|
| 0.5426 | 91.0 | 10283 | 1.1744 | 0.339 | 0.6672 | 0.2894 | 0.1594 | 0.2944 | 0.452 | 0.3246 | 0.4655 | 0.4746 | 0.2289 | 0.4385 | 0.5564 | 0.6331 | 0.7581 | 0.2439 | 0.3889 | 0.2534 | 0.4143 | 0.2588 | 0.4226 | 0.306 | 0.3891 |
|
|
| 0.5652 | 92.0 | 10396 | 1.1867 | 0.3395 | 0.6572 | 0.2944 | 0.1582 | 0.2849 | 0.4554 | 0.3244 | 0.4651 | 0.4749 | 0.2283 | 0.4301 | 0.5623 | 0.6309 | 0.7547 | 0.2436 | 0.4 | 0.2521 | 0.4089 | 0.2656 | 0.4194 | 0.3053 | 0.3914 |
|
|
| 0.5433 | 93.0 | 10509 | 1.1888 | 0.3353 | 0.653 | 0.2858 | 0.1557 | 0.2878 | 0.4439 | 0.3212 | 0.4573 | 0.4686 | 0.2309 | 0.425 | 0.555 | 0.632 | 0.7513 | 0.2388 | 0.3756 | 0.249 | 0.4143 | 0.2574 | 0.4161 | 0.2991 | 0.3859 |
|
|
| 0.5693 | 94.0 | 10622 | 1.1987 | 0.3372 | 0.6582 | 0.281 | 0.1534 | 0.2928 | 0.4471 | 0.3217 | 0.4611 | 0.4692 | 0.2256 | 0.4276 | 0.554 | 0.6335 | 0.7487 | 0.2359 | 0.3822 | 0.2478 | 0.4107 | 0.2642 | 0.4129 | 0.3044 | 0.3914 |
|
|
| 0.543 | 95.0 | 10735 | 1.1947 | 0.3428 | 0.6632 | 0.2902 | 0.1601 | 0.2928 | 0.4537 | 0.3243 | 0.4639 | 0.4745 | 0.2352 | 0.4286 | 0.56 | 0.631 | 0.7504 | 0.2442 | 0.3956 | 0.2571 | 0.4187 | 0.2816 | 0.4194 | 0.2999 | 0.3883 |
|
|
| 0.5518 | 96.0 | 10848 | 1.1989 | 0.3409 | 0.6609 | 0.2835 | 0.167 | 0.2908 | 0.449 | 0.3257 | 0.4606 | 0.4733 | 0.2408 | 0.4327 | 0.5533 | 0.6349 | 0.7538 | 0.2424 | 0.3978 | 0.2541 | 0.417 | 0.2733 | 0.4129 | 0.2996 | 0.3852 |
|
|
| 0.5464 | 97.0 | 10961 | 1.1887 | 0.3386 | 0.6582 | 0.2824 | 0.1529 | 0.2918 | 0.4497 | 0.3243 | 0.4621 | 0.4697 | 0.2325 | 0.431 | 0.5502 | 0.6356 | 0.753 | 0.2428 | 0.3911 | 0.2463 | 0.4062 | 0.266 | 0.4097 | 0.3025 | 0.3883 |
|
|
| 0.5682 | 98.0 | 11074 | 1.1748 | 0.3391 | 0.6599 | 0.2875 | 0.1581 | 0.2884 | 0.4554 | 0.325 | 0.4646 | 0.4739 | 0.2345 | 0.4321 | 0.5595 | 0.6333 | 0.753 | 0.2474 | 0.4067 | 0.2461 | 0.4062 | 0.2654 | 0.4129 | 0.3036 | 0.3906 |
|
|
| 0.5451 | 99.0 | 11187 | 1.1832 | 0.3413 | 0.6596 | 0.2887 | 0.163 | 0.2876 | 0.4554 | 0.3251 | 0.4621 | 0.471 | 0.2345 | 0.4339 | 0.5484 | 0.6386 | 0.7521 | 0.2494 | 0.3844 | 0.2496 | 0.4116 | 0.267 | 0.4194 | 0.3019 | 0.3875 |
|
|
| 0.53 | 100.0 | 11300 | 1.1847 | 0.3393 | 0.6595 | 0.279 | 0.1574 | 0.2861 | 0.4521 | 0.326 | 0.4623 | 0.4718 | 0.2338 | 0.4352 | 0.549 | 0.6365 | 0.7513 | 0.2491 | 0.3844 | 0.2464 | 0.4107 | 0.2613 | 0.4226 | 0.3034 | 0.3898 |
|
|
|
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### Framework versions
|
|
|
|
- Transformers 4.42.4
|
|
- Pytorch 2.4.0
|
|
- Datasets 2.21.0
|
|
- Tokenizers 0.19.1
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|
