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chickens-composite-201010101010-150-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: 0.2975
  • Map: 0.776
  • Map 50: 0.9553
  • Map 75: 0.9037
  • Map Small: 0.3024
  • Map Medium: 0.7689
  • Map Large: 0.8175
  • Mar 1: 0.3029
  • Mar 10: 0.8101
  • Mar 100: 0.8143
  • Mar Small: 0.3347
  • Mar Medium: 0.8109
  • Mar Large: 0.8477
  • Map Chicken: 0.7778
  • Mar 100 Chicken: 0.8216
  • Map Duck: 0.7035
  • Mar 100 Duck: 0.7385
  • Map Plant: 0.8467
  • Mar 100 Plant: 0.8828

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: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • 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
1.4015 1.0 350 1.6223 0.0731 0.1264 0.0779 0.0 0.037 0.1336 0.0509 0.213 0.2862 0.0 0.2222 0.3151 0.0601 0.3724 0.0 0.0 0.1591 0.4862
1.3304 2.0 700 1.3527 0.0857 0.1237 0.0981 0.0031 0.0206 0.1401 0.0706 0.2057 0.3043 0.0458 0.2488 0.3303 0.0287 0.1681 0.0 0.0 0.2283 0.7448
1.2364 3.0 1050 1.2735 0.1332 0.1913 0.1536 0.0016 0.044 0.1722 0.0822 0.2264 0.2923 0.0542 0.2517 0.2954 0.0214 0.1114 0.0 0.0 0.378 0.7657
1.2061 4.0 1400 1.1804 0.185 0.2661 0.2162 0.0095 0.061 0.2246 0.0791 0.2487 0.2697 0.0792 0.2316 0.2708 0.021 0.0703 0.0 0.0 0.534 0.7389
1.1017 5.0 1750 1.0807 0.2234 0.3147 0.2598 0.0063 0.1273 0.2447 0.0998 0.2939 0.3097 0.0458 0.2816 0.289 0.0772 0.1751 0.0 0.0 0.5929 0.754
0.961 6.0 2100 1.0394 0.2444 0.3482 0.2877 0.0422 0.1562 0.2637 0.1053 0.316 0.3257 0.15 0.3029 0.3035 0.1075 0.247 0.0 0.0 0.6256 0.7301
1.0604 7.0 2450 1.0072 0.2696 0.3797 0.3146 0.0116 0.1993 0.2941 0.1062 0.3387 0.3414 0.0625 0.3076 0.3341 0.1639 0.2973 0.0 0.0 0.6451 0.7268
0.9828 8.0 2800 0.9735 0.3228 0.4682 0.3684 0.0274 0.2773 0.329 0.1177 0.4097 0.4157 0.0667 0.3937 0.4051 0.2995 0.5119 0.0 0.0 0.6689 0.7351
0.9783 9.0 3150 0.9098 0.3259 0.4752 0.3836 0.0058 0.2781 0.3507 0.1163 0.4218 0.4295 0.0458 0.3973 0.4243 0.2965 0.5416 0.0 0.0 0.6811 0.7469
0.8591 10.0 3500 0.8607 0.3583 0.5239 0.4245 0.0219 0.3264 0.382 0.1172 0.4577 0.4629 0.1125 0.442 0.4668 0.4081 0.6616 0.0 0.0 0.6668 0.7272
0.9684 11.0 3850 0.8250 0.3463 0.4889 0.403 0.0029 0.3009 0.3763 0.1204 0.4592 0.4703 0.05 0.441 0.4834 0.3604 0.6578 0.0 0.0 0.6784 0.7531
0.7974 12.0 4200 0.7572 0.3763 0.5392 0.4355 0.0201 0.3315 0.4073 0.1202 0.4752 0.4828 0.0667 0.4484 0.5146 0.4459 0.6995 0.0 0.0 0.683 0.749
0.9251 13.0 4550 0.8174 0.3836 0.5534 0.4489 0.0182 0.3402 0.4084 0.1256 0.472 0.4744 0.0958 0.4455 0.4968 0.4663 0.6838 0.0 0.0 0.6846 0.7393
0.6452 14.0 4900 0.7647 0.3911 0.555 0.4545 0.0541 0.3545 0.4092 0.1268 0.4828 0.4908 0.125 0.465 0.5067 0.4792 0.7168 0.0 0.0 0.6942 0.7556
0.811 15.0 5250 0.7892 0.3914 0.5657 0.4546 0.0211 0.3425 0.4176 0.1308 0.4679 0.4737 0.0583 0.4379 0.4973 0.4858 0.6643 0.0 0.0 0.6884 0.7569
0.7441 16.0 5600 0.6832 0.4031 0.5674 0.4806 0.0188 0.357 0.4267 0.1274 0.49 0.4988 0.1417 0.459 0.5234 0.4941 0.7205 0.0 0.0 0.7153 0.7757
0.7059 17.0 5950 0.6710 0.4046 0.5732 0.4775 0.0451 0.3559 0.4176 0.1269 0.4867 0.4921 0.1417 0.4571 0.5155 0.4877 0.7 0.0 0.0015 0.726 0.7749
0.6968 18.0 6300 0.7010 0.3908 0.5742 0.4667 0.0249 0.3462 0.414 0.123 0.4627 0.4723 0.1375 0.4367 0.4901 0.4805 0.6735 0.0 0.0 0.6918 0.7435
0.9007 19.0 6650 0.6574 0.4006 0.5705 0.4698 0.0228 0.3679 0.4237 0.127 0.4826 0.4873 0.1083 0.4574 0.5214 0.4835 0.6897 0.0018 0.0108 0.7166 0.7615
0.6598 20.0 7000 0.6620 0.4129 0.571 0.4961 0.0867 0.376 0.4058 0.1297 0.4912 0.4972 0.1583 0.4654 0.5031 0.5112 0.7011 0.001 0.0077 0.7267 0.7828
0.6775 21.0 7350 0.6212 0.4181 0.5838 0.4786 0.1091 0.3748 0.4463 0.1355 0.4945 0.5006 0.1667 0.4661 0.5274 0.5058 0.7022 0.0099 0.0077 0.7387 0.7921
0.7116 22.0 7700 0.6413 0.4356 0.5963 0.5087 0.0639 0.3964 0.4662 0.1357 0.5039 0.5096 0.175 0.4705 0.5478 0.5642 0.733 0.0069 0.0108 0.7358 0.7849
0.6683 23.0 8050 0.6176 0.4366 0.5973 0.5318 0.117 0.3984 0.4514 0.1318 0.4979 0.5051 0.1958 0.4741 0.5288 0.5704 0.7227 0.0 0.0 0.7394 0.7925
0.6173 24.0 8400 0.6898 0.4073 0.5832 0.4957 0.1175 0.3651 0.4295 0.1334 0.4789 0.4827 0.1833 0.4447 0.5203 0.5061 0.6741 0.0012 0.0138 0.7147 0.7603
0.7656 25.0 8750 0.6743 0.4172 0.5985 0.4949 0.0938 0.382 0.4159 0.1235 0.4816 0.4891 0.2083 0.4657 0.4935 0.5175 0.6714 0.0007 0.0077 0.7332 0.7883
0.7286 26.0 9100 0.6246 0.4313 0.6086 0.5104 0.0967 0.3909 0.4659 0.1462 0.5096 0.5129 0.1333 0.473 0.5574 0.5719 0.7216 0.0106 0.0523 0.7113 0.7649
0.6441 27.0 9450 0.5930 0.4447 0.6055 0.5258 0.1523 0.3983 0.4661 0.1356 0.5053 0.5126 0.2417 0.4755 0.5325 0.5773 0.7276 0.002 0.0031 0.7547 0.8071
0.651 28.0 9800 0.6006 0.4415 0.601 0.4975 0.0922 0.4016 0.4779 0.1338 0.5053 0.5115 0.1583 0.477 0.542 0.5672 0.7281 0.0 0.0 0.7575 0.8063
0.5137 29.0 10150 0.6239 0.4396 0.608 0.5041 0.0615 0.398 0.4678 0.1336 0.4979 0.5035 0.1625 0.4708 0.5345 0.5793 0.7205 0.0012 0.0046 0.7382 0.7854
0.6163 30.0 10500 0.5765 0.4481 0.618 0.5296 0.06 0.4093 0.478 0.1363 0.501 0.5056 0.1375 0.4702 0.5379 0.5884 0.7157 0.0002 0.0015 0.7558 0.7996
0.5929 31.0 10850 0.5546 0.4725 0.6243 0.5649 0.1042 0.4247 0.5053 0.1429 0.5154 0.5243 0.2333 0.4833 0.5631 0.6445 0.7508 0.0 0.0 0.773 0.8222
0.6341 32.0 11200 0.5550 0.4694 0.6319 0.5652 0.099 0.431 0.4864 0.1431 0.5118 0.5164 0.2375 0.4821 0.536 0.6453 0.7416 0.002 0.0031 0.7609 0.8046
0.5382 33.0 11550 0.5301 0.4826 0.6686 0.565 0.1157 0.4468 0.5038 0.1521 0.5268 0.5312 0.1917 0.5007 0.5459 0.6525 0.7378 0.0261 0.0415 0.7693 0.8142
0.6319 34.0 11900 0.5459 0.4745 0.6429 0.5585 0.1157 0.4352 0.4948 0.1465 0.5139 0.521 0.2333 0.4819 0.5443 0.6451 0.7357 0.0118 0.0185 0.7666 0.8088
0.5791 35.0 12250 0.5426 0.4938 0.6786 0.5782 0.1625 0.4568 0.5391 0.1691 0.5562 0.5636 0.2917 0.5256 0.608 0.6614 0.7411 0.0507 0.1338 0.7693 0.8159
0.6093 36.0 12600 0.5230 0.4876 0.6655 0.5737 0.1815 0.4426 0.5191 0.1512 0.5362 0.5435 0.2958 0.5061 0.5667 0.6688 0.7535 0.0234 0.0585 0.7704 0.8184
0.5854 37.0 12950 0.5303 0.487 0.6786 0.5749 0.1405 0.4664 0.4994 0.1533 0.5285 0.5382 0.2333 0.52 0.5525 0.6514 0.733 0.0504 0.0754 0.7592 0.8063
0.5897 38.0 13300 0.5234 0.5375 0.7548 0.6217 0.153 0.5249 0.534 0.1855 0.5919 0.5955 0.2208 0.5888 0.5844 0.6594 0.7297 0.1785 0.2354 0.7746 0.8213
0.6085 39.0 13650 0.5286 0.5221 0.7329 0.6022 0.1777 0.4899 0.5307 0.1756 0.5782 0.5872 0.3083 0.5628 0.5936 0.637 0.7059 0.1514 0.2323 0.778 0.8234
0.5987 40.0 14000 0.5026 0.6007 0.8007 0.7017 0.0701 0.575 0.6082 0.2161 0.641 0.65 0.1583 0.6284 0.6654 0.6862 0.7449 0.3459 0.3954 0.77 0.8096
0.6375 41.0 14350 0.4839 0.6234 0.8405 0.7077 0.1601 0.611 0.5966 0.2305 0.6674 0.6747 0.2694 0.665 0.6393 0.6765 0.7432 0.4108 0.4615 0.783 0.8192
0.5196 42.0 14700 0.4946 0.6597 0.8971 0.7776 0.1203 0.6492 0.6616 0.2678 0.7068 0.7104 0.25 0.7015 0.7165 0.6663 0.7216 0.5288 0.5862 0.7842 0.8234
0.6201 43.0 15050 0.4747 0.6575 0.8965 0.7788 0.128 0.6487 0.6622 0.2554 0.7108 0.7142 0.2611 0.7053 0.7295 0.6691 0.7308 0.5213 0.5908 0.782 0.8209
0.6425 44.0 15400 0.4644 0.677 0.8952 0.8202 0.1405 0.6713 0.689 0.258 0.7204 0.7237 0.2042 0.7202 0.7215 0.7091 0.7638 0.5395 0.5846 0.7823 0.8226
0.6206 45.0 15750 0.4516 0.6604 0.9031 0.7835 0.1947 0.6629 0.6599 0.259 0.7179 0.7207 0.2542 0.7277 0.6962 0.687 0.7481 0.5097 0.5877 0.7844 0.8264
0.5001 46.0 16100 0.4551 0.6782 0.9126 0.8187 0.2606 0.6633 0.7248 0.2623 0.722 0.7262 0.2875 0.7149 0.7613 0.6951 0.7481 0.5637 0.6092 0.7757 0.8213
0.5677 47.0 16450 0.4636 0.6845 0.921 0.8275 0.1943 0.6686 0.7419 0.269 0.7221 0.7307 0.2625 0.7206 0.7832 0.6948 0.7465 0.5848 0.6277 0.7739 0.818
0.5983 48.0 16800 0.4499 0.688 0.9201 0.8086 0.1483 0.6765 0.7213 0.2747 0.7312 0.735 0.2292 0.7285 0.7601 0.6915 0.7492 0.5879 0.6308 0.7846 0.8251
0.5536 49.0 17150 0.4433 0.6963 0.9324 0.848 0.1873 0.6879 0.7475 0.2787 0.7422 0.7455 0.2417 0.7428 0.7798 0.6874 0.7454 0.6187 0.6631 0.7827 0.828
0.5126 50.0 17500 0.4459 0.6854 0.9285 0.8089 0.1594 0.6739 0.7289 0.2755 0.733 0.7381 0.2583 0.7288 0.7768 0.6833 0.7422 0.6008 0.6538 0.7721 0.8184
0.4895 51.0 17850 0.4430 0.6927 0.9286 0.7998 0.1293 0.6822 0.7355 0.2755 0.7336 0.7377 0.2472 0.7279 0.7761 0.6859 0.7389 0.6172 0.66 0.775 0.8142
0.5019 52.0 18200 0.4188 0.6973 0.9156 0.8225 0.1778 0.6843 0.7255 0.2709 0.7375 0.7418 0.3042 0.7284 0.7771 0.7109 0.7649 0.5945 0.6385 0.7864 0.8222
0.4635 53.0 18550 0.4386 0.6864 0.9184 0.8136 0.2141 0.6724 0.7268 0.2635 0.7309 0.7344 0.2917 0.7237 0.7653 0.6954 0.753 0.5759 0.6231 0.7878 0.8272
0.53 54.0 18900 0.4101 0.6987 0.935 0.831 0.183 0.6723 0.7558 0.2682 0.7419 0.7468 0.2806 0.7268 0.7938 0.6862 0.747 0.611 0.6569 0.7989 0.8364
0.3912 55.0 19250 0.4047 0.7052 0.9364 0.8331 0.1803 0.6879 0.7368 0.2777 0.7462 0.7518 0.2875 0.7422 0.7696 0.7061 0.7627 0.6105 0.6508 0.799 0.8418
0.4196 56.0 19600 0.3918 0.7121 0.9409 0.8263 0.2154 0.6994 0.7414 0.2832 0.7538 0.7588 0.2542 0.7477 0.7848 0.6904 0.7497 0.6406 0.6831 0.8053 0.8435
0.4695 57.0 19950 0.3751 0.7179 0.9405 0.8433 0.1949 0.7119 0.753 0.282 0.7606 0.7653 0.2583 0.7658 0.7947 0.7241 0.7778 0.6225 0.6708 0.8071 0.8473
0.432 58.0 20300 0.4059 0.6973 0.9353 0.8266 0.1685 0.6833 0.7306 0.2677 0.7411 0.7467 0.25 0.7378 0.7835 0.7025 0.7616 0.5965 0.6415 0.7929 0.8368
0.4664 59.0 20650 0.4190 0.6831 0.9366 0.8001 0.2139 0.6734 0.7117 0.2701 0.743 0.7492 0.3403 0.7367 0.7794 0.6592 0.7319 0.5967 0.6769 0.7936 0.8389
0.4202 60.0 21000 0.3975 0.718 0.9382 0.8345 0.2012 0.7137 0.754 0.2864 0.7605 0.7664 0.2597 0.7633 0.7968 0.7311 0.7789 0.6254 0.68 0.7976 0.8402
0.4697 61.0 21350 0.3969 0.7085 0.9339 0.8368 0.2817 0.697 0.7559 0.2763 0.7493 0.7547 0.3083 0.75 0.7983 0.7257 0.7768 0.5953 0.6431 0.8045 0.8444
0.4766 62.0 21700 0.3912 0.7324 0.944 0.8479 0.2239 0.7227 0.7739 0.285 0.7731 0.7787 0.3458 0.7729 0.8189 0.7392 0.7876 0.6444 0.6938 0.8135 0.8548
0.5348 63.0 22050 0.4089 0.7171 0.9399 0.8457 0.2197 0.6999 0.7707 0.2848 0.7551 0.7609 0.2972 0.752 0.8049 0.7181 0.7686 0.6393 0.6862 0.7939 0.828
0.4411 64.0 22400 0.3839 0.7136 0.9221 0.8386 0.2142 0.6964 0.7817 0.281 0.7555 0.7599 0.3 0.7479 0.824 0.7251 0.7805 0.599 0.6462 0.8168 0.8531
0.515 65.0 22750 0.3916 0.7188 0.9328 0.8476 0.246 0.7069 0.7728 0.2823 0.7571 0.761 0.3083 0.7549 0.8045 0.7311 0.7773 0.625 0.6631 0.8002 0.8427
0.4149 66.0 23100 0.3791 0.7229 0.9347 0.8742 0.2479 0.7118 0.7682 0.2787 0.7656 0.7694 0.3431 0.7588 0.8183 0.7257 0.7816 0.6256 0.6692 0.8173 0.8573
0.4423 67.0 23450 0.3892 0.733 0.9353 0.8591 0.2376 0.7209 0.7761 0.2911 0.7717 0.7762 0.3333 0.7658 0.8147 0.7347 0.7876 0.6544 0.6938 0.8099 0.8473
0.5056 68.0 23800 0.3703 0.739 0.9434 0.8816 0.2454 0.7267 0.7895 0.2912 0.7782 0.7834 0.3681 0.7753 0.8227 0.7363 0.7859 0.6674 0.7154 0.8131 0.849
0.4528 69.0 24150 0.3878 0.7179 0.9405 0.8289 0.2635 0.7022 0.7609 0.287 0.7622 0.7679 0.3319 0.7579 0.7985 0.7037 0.7551 0.6305 0.6892 0.8196 0.8594
0.488 70.0 24500 0.3665 0.7358 0.9358 0.8612 0.1846 0.7237 0.8002 0.2857 0.7726 0.7781 0.2764 0.7696 0.8338 0.7373 0.7854 0.656 0.6923 0.8141 0.8565
0.4911 71.0 24850 0.3742 0.732 0.9426 0.8599 0.2712 0.7253 0.7568 0.2891 0.768 0.773 0.3292 0.7725 0.794 0.7239 0.7768 0.6607 0.6923 0.8114 0.8498
0.517 72.0 25200 0.3744 0.7242 0.9268 0.8444 0.2803 0.7068 0.7958 0.2807 0.766 0.7722 0.3611 0.7574 0.8345 0.7385 0.7962 0.629 0.6769 0.8052 0.8435
0.5344 73.0 25550 0.3824 0.7233 0.9412 0.8574 0.24 0.7044 0.7595 0.2847 0.764 0.7713 0.3361 0.7542 0.8068 0.7125 0.7649 0.6431 0.6985 0.8142 0.8506
0.4292 74.0 25900 0.3551 0.7303 0.948 0.8483 0.2411 0.7229 0.7523 0.2896 0.7727 0.7788 0.3694 0.7734 0.7878 0.7327 0.7865 0.6445 0.6969 0.8138 0.8531
0.4941 75.0 26250 0.3586 0.7332 0.9367 0.8555 0.212 0.716 0.7782 0.2862 0.7714 0.7775 0.3708 0.7611 0.8171 0.7346 0.7892 0.6423 0.6846 0.8228 0.8586
0.433 76.0 26600 0.3784 0.7205 0.9407 0.8413 0.2176 0.7119 0.7569 0.2884 0.7628 0.7691 0.3569 0.7612 0.7945 0.7145 0.7741 0.6521 0.6969 0.7951 0.8364
0.3602 77.0 26950 0.3571 0.7429 0.9484 0.8797 0.238 0.7339 0.7756 0.2939 0.7814 0.7866 0.3431 0.7795 0.8153 0.7461 0.7962 0.6758 0.72 0.8067 0.8435
0.5168 78.0 27300 0.3580 0.732 0.9512 0.8732 0.2239 0.725 0.7628 0.2918 0.775 0.7798 0.325 0.7697 0.8062 0.7216 0.7735 0.6649 0.7169 0.8094 0.849
0.4287 79.0 27650 0.3531 0.7378 0.9356 0.868 0.223 0.7154 0.8017 0.2856 0.7741 0.7781 0.3292 0.7575 0.8337 0.75 0.8032 0.649 0.6815 0.8142 0.8494
0.4838 80.0 28000 0.3632 0.7289 0.9457 0.8408 0.2269 0.7157 0.758 0.2868 0.7738 0.7787 0.3069 0.7668 0.8026 0.7357 0.7876 0.6467 0.7062 0.8044 0.8423
0.3844 81.0 28350 0.3603 0.7311 0.9351 0.8466 0.3043 0.7198 0.7787 0.2811 0.7659 0.7734 0.3625 0.7657 0.8154 0.7447 0.7903 0.6253 0.6677 0.8232 0.8623
0.3887 82.0 28700 0.3477 0.7471 0.9451 0.8617 0.29 0.7337 0.7957 0.2904 0.7833 0.7889 0.3458 0.7784 0.8352 0.76 0.8038 0.6526 0.6985 0.8288 0.8644
0.422 83.0 29050 0.3432 0.7492 0.9564 0.8753 0.3003 0.7328 0.7857 0.2914 0.7909 0.7942 0.3597 0.7773 0.8278 0.7519 0.8049 0.6699 0.7154 0.8258 0.8623
0.4219 84.0 29400 0.3515 0.7418 0.9475 0.9055 0.294 0.7297 0.7856 0.2908 0.7823 0.7876 0.3556 0.7794 0.8159 0.7394 0.7919 0.6644 0.7108 0.8216 0.8603
0.429 85.0 29750 0.3381 0.7523 0.9483 0.895 0.3192 0.7365 0.8041 0.2935 0.7933 0.7985 0.3875 0.7841 0.841 0.7576 0.8076 0.677 0.7262 0.8222 0.8619
0.457 86.0 30100 0.3434 0.7485 0.9477 0.8982 0.3254 0.734 0.7861 0.2916 0.7886 0.7938 0.4111 0.7803 0.8199 0.7415 0.7897 0.6769 0.7246 0.8271 0.8669
0.4805 87.0 30450 0.3396 0.7527 0.9491 0.8731 0.2913 0.7379 0.7962 0.2953 0.791 0.7974 0.3806 0.7856 0.8398 0.7607 0.7973 0.6669 0.7262 0.8304 0.8686
0.5091 88.0 30800 0.3460 0.7494 0.955 0.8928 0.3707 0.7286 0.7815 0.2891 0.7873 0.7918 0.4542 0.7713 0.8255 0.749 0.7957 0.6717 0.7154 0.8274 0.8644
0.384 89.0 31150 0.3321 0.7612 0.956 0.8905 0.3394 0.7421 0.7949 0.2938 0.7984 0.8033 0.4056 0.7859 0.8393 0.77 0.8151 0.6863 0.7323 0.8272 0.8623
0.3461 90.0 31500 0.3449 0.7479 0.9489 0.9036 0.2912 0.7337 0.7889 0.2911 0.7872 0.7917 0.3736 0.779 0.8273 0.7508 0.8005 0.6669 0.7123 0.8259 0.8623
0.3522 91.0 31850 0.3477 0.7454 0.9489 0.9094 0.2996 0.7248 0.7908 0.2867 0.7835 0.7882 0.3931 0.7685 0.8328 0.7475 0.7968 0.6608 0.7046 0.828 0.8632
0.4073 92.0 32200 0.3417 0.7573 0.9536 0.88 0.3281 0.7373 0.8216 0.2923 0.7948 0.7988 0.3806 0.7803 0.8521 0.7564 0.7962 0.6851 0.7323 0.8304 0.8678
0.3508 93.0 32550 0.3322 0.7535 0.9553 0.902 0.3025 0.739 0.7892 0.2932 0.7922 0.7972 0.4083 0.7845 0.8239 0.7578 0.7995 0.6795 0.7292 0.8231 0.8628
0.4263 94.0 32900 0.3284 0.7634 0.9567 0.9142 0.3374 0.7459 0.7983 0.2932 0.8004 0.8073 0.4194 0.7945 0.8351 0.7751 0.82 0.6775 0.7277 0.8376 0.8741
0.46 95.0 33250 0.3282 0.758 0.9479 0.902 0.2693 0.7405 0.8062 0.2977 0.7958 0.7999 0.3569 0.7844 0.8423 0.7626 0.8108 0.6911 0.7308 0.8203 0.8582
0.4361 96.0 33600 0.3247 0.7663 0.9483 0.9055 0.2739 0.7462 0.8103 0.3015 0.8008 0.8064 0.3556 0.792 0.8398 0.7676 0.813 0.7044 0.7431 0.8271 0.8632
0.343 97.0 33950 0.3357 0.7522 0.9453 0.8961 0.2342 0.7367 0.7839 0.295 0.7902 0.7957 0.3347 0.7839 0.8263 0.7539 0.8043 0.6778 0.72 0.8248 0.8628
0.4763 98.0 34300 0.3274 0.7608 0.949 0.9007 0.2723 0.7537 0.7928 0.2991 0.7953 0.8006 0.3458 0.7961 0.8276 0.7645 0.8081 0.6956 0.7354 0.8224 0.8582
0.3525 99.0 34650 0.3304 0.7626 0.9535 0.8913 0.2551 0.7493 0.8115 0.2978 0.7966 0.8015 0.3333 0.7925 0.8417 0.765 0.8076 0.6972 0.7338 0.8256 0.8632
0.5142 100.0 35000 0.3300 0.7609 0.9573 0.8886 0.234 0.7473 0.8121 0.2947 0.7944 0.7986 0.3375 0.7844 0.8452 0.7689 0.8092 0.6877 0.7246 0.8262 0.8619
0.3987 101.0 35350 0.3356 0.7459 0.9502 0.8889 0.2912 0.7386 0.7918 0.2904 0.7865 0.792 0.3514 0.7874 0.8307 0.7616 0.8092 0.6519 0.7046 0.8242 0.8623
0.4309 102.0 35700 0.3218 0.7667 0.9485 0.91 0.2605 0.7601 0.8034 0.2989 0.8023 0.8082 0.3917 0.8015 0.8409 0.7676 0.8151 0.6973 0.7385 0.8352 0.8711
0.4543 103.0 36050 0.3195 0.7658 0.9469 0.9061 0.2682 0.7535 0.8213 0.2993 0.8023 0.8087 0.3333 0.8026 0.8545 0.7755 0.8227 0.688 0.7338 0.8339 0.8695
0.3316 104.0 36400 0.3195 0.7666 0.9589 0.9012 0.3094 0.7547 0.815 0.2961 0.8038 0.8079 0.3667 0.7984 0.8522 0.771 0.8184 0.6887 0.7308 0.8401 0.8745
0.4275 105.0 36750 0.3173 0.7674 0.9531 0.902 0.3075 0.7516 0.821 0.2976 0.8031 0.808 0.3639 0.7974 0.8531 0.7684 0.82 0.6887 0.7246 0.8452 0.8795
0.3399 106.0 37100 0.3105 0.7714 0.9511 0.901 0.2893 0.7599 0.8194 0.297 0.8038 0.8095 0.3708 0.8004 0.8517 0.7792 0.8243 0.6982 0.7323 0.8367 0.872
0.3859 107.0 37450 0.3100 0.7683 0.951 0.9038 0.2746 0.7586 0.8203 0.299 0.8044 0.8089 0.3514 0.805 0.8557 0.7688 0.8189 0.6933 0.7292 0.8429 0.8787
0.3285 108.0 37800 0.3173 0.761 0.9487 0.893 0.2779 0.7499 0.8031 0.2975 0.7967 0.8022 0.3389 0.7951 0.8393 0.7591 0.8054 0.6827 0.7246 0.8411 0.8766
0.3632 109.0 38150 0.3196 0.7641 0.9504 0.9004 0.2845 0.7493 0.8196 0.2977 0.8 0.8045 0.3264 0.7936 0.852 0.7637 0.8114 0.6981 0.7338 0.8304 0.8682
0.3822 110.0 38500 0.3104 0.7717 0.9569 0.9052 0.2832 0.7598 0.8187 0.2998 0.8048 0.81 0.3542 0.8014 0.8507 0.7658 0.8103 0.705 0.7385 0.8443 0.8812
0.3604 111.0 38850 0.3147 0.7642 0.9573 0.9025 0.2674 0.7525 0.8096 0.2976 0.7952 0.8036 0.3556 0.7956 0.8455 0.7643 0.8097 0.6913 0.7246 0.837 0.8766
0.3675 112.0 39200 0.3032 0.7796 0.9506 0.9105 0.3037 0.771 0.8156 0.3035 0.8112 0.8155 0.3639 0.8091 0.8482 0.774 0.8168 0.7138 0.7462 0.851 0.8837
0.3636 113.0 39550 0.3086 0.7772 0.9558 0.9092 0.3139 0.7687 0.8098 0.3036 0.8078 0.8128 0.3708 0.8087 0.8401 0.7752 0.8162 0.7154 0.7462 0.841 0.8762
0.3617 114.0 39900 0.3060 0.781 0.9498 0.9043 0.2909 0.7753 0.8284 0.3044 0.8118 0.8173 0.3306 0.8169 0.8619 0.7771 0.8189 0.7121 0.7431 0.8537 0.89
0.4996 115.0 40250 0.3068 0.7785 0.9515 0.9003 0.2886 0.7718 0.831 0.3022 0.808 0.8127 0.3319 0.8092 0.8581 0.7719 0.8146 0.7205 0.7431 0.8431 0.8803
0.3962 116.0 40600 0.3063 0.7794 0.949 0.9137 0.2904 0.7713 0.8324 0.3045 0.8108 0.8169 0.3333 0.8138 0.8621 0.7806 0.8222 0.707 0.7415 0.8505 0.887
0.3377 117.0 40950 0.3142 0.7714 0.952 0.9051 0.2819 0.7615 0.8298 0.3017 0.8045 0.8094 0.3375 0.8046 0.861 0.7705 0.813 0.701 0.7354 0.8428 0.8799
0.4085 118.0 41300 0.3037 0.7762 0.9483 0.905 0.2893 0.7661 0.829 0.3037 0.8121 0.8164 0.3292 0.8102 0.8625 0.7819 0.8243 0.6976 0.74 0.8492 0.8849
0.3813 119.0 41650 0.3068 0.7753 0.9451 0.9041 0.2979 0.767 0.8197 0.3023 0.807 0.8113 0.3403 0.8051 0.8571 0.7773 0.8222 0.7053 0.7323 0.8434 0.8795
0.4054 120.0 42000 0.3127 0.7702 0.9488 0.9035 0.2737 0.7634 0.8059 0.3004 0.8024 0.8073 0.3319 0.8043 0.8419 0.7746 0.8157 0.6925 0.7246 0.8435 0.8816
0.3453 121.0 42350 0.3038 0.7794 0.9495 0.9069 0.2828 0.7721 0.8237 0.3045 0.8119 0.8174 0.3486 0.812 0.8586 0.7833 0.8254 0.7085 0.7415 0.8464 0.8854
0.3874 122.0 42700 0.3002 0.7794 0.9591 0.9073 0.2916 0.771 0.8207 0.3031 0.8137 0.8186 0.3819 0.8111 0.8586 0.7792 0.8211 0.7088 0.7477 0.8502 0.887
0.4545 123.0 43050 0.3016 0.7745 0.9586 0.9081 0.2964 0.7645 0.8215 0.3021 0.8126 0.8173 0.3889 0.8085 0.8622 0.7709 0.8168 0.7081 0.7523 0.8446 0.8828
0.4242 124.0 43400 0.3007 0.7835 0.9573 0.9159 0.2929 0.7739 0.8208 0.3033 0.8162 0.8214 0.3889 0.814 0.8564 0.7807 0.8249 0.7171 0.7508 0.8526 0.8887
0.423 125.0 43750 0.2983 0.7814 0.9614 0.8973 0.3039 0.7709 0.8232 0.3038 0.8166 0.8214 0.3694 0.8134 0.8603 0.776 0.8227 0.7191 0.7569 0.849 0.8845
0.3747 126.0 44100 0.2976 0.7816 0.9521 0.9029 0.2774 0.7752 0.8204 0.3067 0.8139 0.8191 0.3375 0.8161 0.8547 0.7834 0.8265 0.7135 0.7462 0.848 0.8845
0.4194 127.0 44450 0.2991 0.7776 0.9518 0.8988 0.2871 0.7702 0.8165 0.3034 0.8102 0.8157 0.3431 0.8118 0.8501 0.7777 0.8227 0.7039 0.7369 0.8512 0.8874
0.3864 128.0 44800 0.2994 0.7796 0.9572 0.9063 0.2901 0.7682 0.8159 0.3047 0.8137 0.8188 0.3806 0.8101 0.8513 0.7767 0.8232 0.7102 0.7462 0.8518 0.887
0.4013 129.0 45150 0.2991 0.7797 0.9578 0.9028 0.2809 0.7716 0.8163 0.3049 0.8123 0.8193 0.3611 0.8147 0.8505 0.7781 0.8243 0.7118 0.7477 0.8493 0.8858
0.3756 130.0 45500 0.3002 0.7767 0.9582 0.9068 0.2797 0.7678 0.8177 0.3024 0.8094 0.8145 0.3611 0.8079 0.8552 0.7732 0.8189 0.7085 0.74 0.8486 0.8845
0.3507 131.0 45850 0.3037 0.7744 0.9504 0.9034 0.2899 0.7679 0.8095 0.3031 0.8086 0.8144 0.3653 0.8099 0.8465 0.7793 0.8216 0.6955 0.7369 0.8484 0.8845
0.4179 132.0 46200 0.3052 0.7697 0.9505 0.9035 0.28 0.7616 0.8083 0.3015 0.8043 0.8096 0.3431 0.8036 0.845 0.7759 0.8189 0.69 0.7308 0.8433 0.8791
0.3436 133.0 46550 0.3007 0.7766 0.9518 0.909 0.2915 0.7676 0.8283 0.3029 0.8125 0.8175 0.3472 0.8109 0.8685 0.7817 0.8286 0.6965 0.7369 0.8518 0.887
0.4076 134.0 46900 0.3019 0.7761 0.9518 0.903 0.2906 0.767 0.8268 0.3035 0.8113 0.8162 0.3472 0.8095 0.8602 0.7801 0.8254 0.7008 0.74 0.8476 0.8833
0.4175 135.0 47250 0.3041 0.7742 0.9505 0.8999 0.2809 0.766 0.8132 0.3033 0.8077 0.8128 0.3389 0.8071 0.8468 0.7742 0.8189 0.705 0.74 0.8436 0.8795
0.3912 136.0 47600 0.2998 0.7775 0.9505 0.9002 0.2799 0.7702 0.8179 0.3045 0.8098 0.8145 0.3347 0.8106 0.8479 0.7774 0.8205 0.7076 0.74 0.8475 0.8828
0.3579 137.0 47950 0.3000 0.7779 0.9488 0.8999 0.2835 0.7703 0.8142 0.3045 0.8107 0.8152 0.3264 0.8116 0.8462 0.7787 0.8216 0.7068 0.7415 0.8481 0.8824
0.3883 138.0 48300 0.2983 0.7743 0.9488 0.9004 0.2879 0.7659 0.8169 0.3029 0.8095 0.8141 0.3264 0.81 0.85 0.7775 0.8205 0.6976 0.7385 0.8478 0.8833
0.3039 139.0 48650 0.2989 0.7746 0.9487 0.9004 0.2962 0.7684 0.812 0.303 0.8104 0.8148 0.3347 0.8124 0.8458 0.7773 0.8211 0.6997 0.74 0.8468 0.8833
0.399 140.0 49000 0.2999 0.7751 0.9535 0.9044 0.2967 0.7671 0.8175 0.3023 0.81 0.8145 0.3361 0.8104 0.8491 0.7778 0.8222 0.7003 0.7385 0.8471 0.8828
0.4337 141.0 49350 0.3001 0.7737 0.9534 0.9018 0.2912 0.7666 0.8178 0.3024 0.8093 0.8138 0.3306 0.8104 0.8521 0.775 0.8189 0.7007 0.74 0.8455 0.8824
0.4288 142.0 49700 0.2999 0.7741 0.9553 0.9008 0.3024 0.7667 0.8173 0.3017 0.8089 0.8131 0.3347 0.8093 0.8477 0.7771 0.8211 0.699 0.7354 0.8463 0.8828
0.405 143.0 50050 0.2993 0.7748 0.9553 0.9036 0.2955 0.7673 0.8169 0.3014 0.8087 0.8131 0.3389 0.8092 0.8472 0.7768 0.8211 0.7031 0.7369 0.8445 0.8812
0.318 144.0 50400 0.2982 0.7759 0.9553 0.9037 0.3026 0.7689 0.8176 0.3029 0.8105 0.8147 0.3389 0.8107 0.8509 0.7775 0.8216 0.7039 0.74 0.8464 0.8824
0.4394 145.0 50750 0.2973 0.7762 0.9553 0.9037 0.3026 0.7689 0.8179 0.3029 0.8109 0.8151 0.3389 0.8109 0.8512 0.7777 0.8222 0.7036 0.74 0.8473 0.8833
0.4312 146.0 51100 0.2976 0.7761 0.9553 0.9037 0.3024 0.7689 0.8179 0.3029 0.8106 0.8148 0.3347 0.8109 0.8511 0.7779 0.8216 0.7037 0.74 0.8467 0.8828
0.3617 147.0 51450 0.2975 0.776 0.9553 0.9037 0.3024 0.7689 0.8175 0.3029 0.8101 0.8143 0.3347 0.8109 0.8477 0.7778 0.8216 0.7034 0.7385 0.8467 0.8828
0.4041 148.0 51800 0.2975 0.776 0.9553 0.9037 0.3024 0.7689 0.8175 0.3029 0.8101 0.8143 0.3347 0.8109 0.8477 0.7778 0.8216 0.7034 0.7385 0.8467 0.8828
0.368 149.0 52150 0.2975 0.776 0.9553 0.9037 0.3024 0.7689 0.8175 0.3029 0.8101 0.8143 0.3347 0.8109 0.8477 0.7778 0.8216 0.7035 0.7385 0.8467 0.8828
0.4667 150.0 52500 0.2975 0.776 0.9553 0.9037 0.3024 0.7689 0.8175 0.3029 0.8101 0.8143 0.3347 0.8109 0.8477 0.7778 0.8216 0.7035 0.7385 0.8467 0.8828

Framework versions

  • Transformers 4.45.2
  • Pytorch 2.5.0+cu121
  • Datasets 2.19.2
  • Tokenizers 0.20.1
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