quen_2.5_lora
This model is a fine-tuned version of Qwen/Qwen2.5-0.5B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7387
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: 4e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 0
- 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
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 32
Training results
Training Loss | Epoch | Step | Validation Loss |
---|---|---|---|
3.1208 | 0.0405 | 3 | 3.2027 |
3.1051 | 0.0811 | 6 | 3.1913 |
3.1475 | 0.1216 | 9 | 3.1761 |
2.9958 | 0.1622 | 12 | 3.1458 |
2.8187 | 0.2027 | 15 | 3.1096 |
2.8758 | 0.2432 | 18 | 3.0628 |
2.8679 | 0.2838 | 21 | 3.0088 |
2.8846 | 0.3243 | 24 | 2.9546 |
2.7974 | 0.3649 | 27 | 2.8958 |
2.8269 | 0.4054 | 30 | 2.8389 |
2.7379 | 0.4459 | 33 | 2.7776 |
2.6123 | 0.4865 | 36 | 2.7106 |
2.5641 | 0.5270 | 39 | 2.6495 |
2.5012 | 0.5676 | 42 | 2.5868 |
2.4825 | 0.6081 | 45 | 2.5148 |
2.336 | 0.6486 | 48 | 2.4660 |
2.4145 | 0.6892 | 51 | 2.4062 |
2.3906 | 0.7297 | 54 | 2.3530 |
2.2689 | 0.7703 | 57 | 2.2990 |
2.2372 | 0.8108 | 60 | 2.2181 |
2.2054 | 0.8514 | 63 | 2.1602 |
2.1776 | 0.8919 | 66 | 2.0944 |
1.9452 | 0.9324 | 69 | 2.0230 |
2.0305 | 0.9730 | 72 | 1.9619 |
1.8456 | 1.0135 | 75 | 1.8966 |
1.8186 | 1.0541 | 78 | 1.8361 |
1.7897 | 1.0946 | 81 | 1.7808 |
1.7574 | 1.1351 | 84 | 1.7257 |
1.7225 | 1.1757 | 87 | 1.6673 |
1.5421 | 1.2162 | 90 | 1.6174 |
1.5612 | 1.2568 | 93 | 1.5772 |
1.5226 | 1.2973 | 96 | 1.5207 |
1.4257 | 1.3378 | 99 | 1.4864 |
1.5004 | 1.3784 | 102 | 1.4500 |
1.3826 | 1.4189 | 105 | 1.4225 |
1.4051 | 1.4595 | 108 | 1.3967 |
1.4726 | 1.5 | 111 | 1.3684 |
1.2813 | 1.5405 | 114 | 1.3477 |
1.3158 | 1.5811 | 117 | 1.3245 |
1.2704 | 1.6216 | 120 | 1.3132 |
1.2899 | 1.6622 | 123 | 1.2953 |
1.5335 | 1.7027 | 126 | 1.2824 |
1.2311 | 1.7432 | 129 | 1.2727 |
1.2331 | 1.7838 | 132 | 1.2568 |
1.2152 | 1.8243 | 135 | 1.2386 |
1.2849 | 1.8649 | 138 | 1.2285 |
1.1681 | 1.9054 | 141 | 1.2190 |
1.2107 | 1.9459 | 144 | 1.2137 |
1.122 | 1.9865 | 147 | 1.2030 |
1.2358 | 2.0270 | 150 | 1.1939 |
1.444 | 2.0676 | 153 | 1.1884 |
1.2996 | 2.1081 | 156 | 1.1801 |
1.1422 | 2.1486 | 159 | 1.1748 |
1.1755 | 2.1892 | 162 | 1.1672 |
1.0404 | 2.2297 | 165 | 1.1653 |
1.1468 | 2.2703 | 168 | 1.1548 |
1.1091 | 2.3108 | 171 | 1.1488 |
1.1161 | 2.3514 | 174 | 1.1533 |
1.0319 | 2.3919 | 177 | 1.1421 |
1.0984 | 2.4324 | 180 | 1.1380 |
1.1694 | 2.4730 | 183 | 1.1273 |
0.9938 | 2.5135 | 186 | 1.1238 |
1.1249 | 2.5541 | 189 | 1.1151 |
1.2545 | 2.5946 | 192 | 1.1133 |
1.1458 | 2.6351 | 195 | 1.1104 |
1.1756 | 2.6757 | 198 | 1.1031 |
1.0413 | 2.7162 | 201 | 1.0978 |
1.0521 | 2.7568 | 204 | 1.0915 |
1.0209 | 2.7973 | 207 | 1.0917 |
0.9818 | 2.8378 | 210 | 1.0888 |
1.1486 | 2.8784 | 213 | 1.0861 |
1.0615 | 2.9189 | 216 | 1.0838 |
1.0094 | 2.9595 | 219 | 1.0781 |
1.027 | 3.0 | 222 | 1.0788 |
1.0367 | 3.0405 | 225 | 1.0744 |
1.0732 | 3.0811 | 228 | 1.0692 |
1.2963 | 3.1216 | 231 | 1.0681 |
1.0756 | 3.1622 | 234 | 1.0666 |
1.281 | 3.2027 | 237 | 1.0622 |
1.0219 | 3.2432 | 240 | 1.0607 |
1.0859 | 3.2838 | 243 | 1.0617 |
1.0362 | 3.3243 | 246 | 1.0554 |
0.9374 | 3.3649 | 249 | 1.0506 |
0.9561 | 3.4054 | 252 | 1.0439 |
1.0258 | 3.4459 | 255 | 1.0428 |
1.0305 | 3.4865 | 258 | 1.0417 |
1.0936 | 3.5270 | 261 | 1.0401 |
1.0279 | 3.5676 | 264 | 1.0381 |
0.9374 | 3.6081 | 267 | 1.0337 |
0.9181 | 3.6486 | 270 | 1.0314 |
1.1563 | 3.6892 | 273 | 1.0308 |
1.0048 | 3.7297 | 276 | 1.0329 |
1.0085 | 3.7703 | 279 | 1.0318 |
0.9796 | 3.8108 | 282 | 1.0305 |
1.0081 | 3.8514 | 285 | 1.0257 |
0.9767 | 3.8919 | 288 | 1.0221 |
0.9264 | 3.9324 | 291 | 1.0196 |
0.8994 | 3.9730 | 294 | 1.0177 |
0.8931 | 4.0135 | 297 | 1.0175 |
1.0456 | 4.0541 | 300 | 1.0140 |
0.9918 | 4.0946 | 303 | 1.0127 |
0.9371 | 4.1351 | 306 | 1.0089 |
0.9584 | 4.1757 | 309 | 1.0143 |
0.869 | 4.2162 | 312 | 1.0034 |
0.9225 | 4.2568 | 315 | 0.9995 |
0.9197 | 4.2973 | 318 | 1.0017 |
0.9189 | 4.3378 | 321 | 0.9999 |
0.9804 | 4.3784 | 324 | 0.9972 |
0.875 | 4.4189 | 327 | 0.9972 |
0.9624 | 4.4595 | 330 | 0.9968 |
1.0302 | 4.5 | 333 | 0.9937 |
0.9522 | 4.5405 | 336 | 0.9913 |
1.1925 | 4.5811 | 339 | 0.9910 |
0.9591 | 4.6216 | 342 | 0.9883 |
0.9859 | 4.6622 | 345 | 0.9852 |
1.1778 | 4.7027 | 348 | 0.9862 |
0.9507 | 4.7432 | 351 | 0.9867 |
0.9281 | 4.7838 | 354 | 0.9822 |
0.8874 | 4.8243 | 357 | 0.9779 |
1.0883 | 4.8649 | 360 | 0.9748 |
0.8251 | 4.9054 | 363 | 0.9764 |
0.9055 | 4.9459 | 366 | 0.9728 |
0.8919 | 4.9865 | 369 | 0.9768 |
1.0278 | 5.0270 | 372 | 0.9694 |
0.8941 | 5.0676 | 375 | 0.9679 |
1.0327 | 5.1081 | 378 | 0.9690 |
0.9175 | 5.1486 | 381 | 0.9655 |
0.8924 | 5.1892 | 384 | 0.9606 |
0.8728 | 5.2297 | 387 | 0.9610 |
1.1136 | 5.2703 | 390 | 0.9620 |
0.9395 | 5.3108 | 393 | 0.9580 |
0.9548 | 5.3514 | 396 | 0.9563 |
0.8094 | 5.3919 | 399 | 0.9535 |
1.1105 | 5.4324 | 402 | 0.9547 |
0.7559 | 5.4730 | 405 | 0.9552 |
1.0868 | 5.5135 | 408 | 0.9564 |
0.8924 | 5.5541 | 411 | 0.9534 |
0.7555 | 5.5946 | 414 | 0.9531 |
1.1301 | 5.6351 | 417 | 0.9530 |
0.853 | 5.6757 | 420 | 0.9504 |
0.8389 | 5.7162 | 423 | 0.9505 |
0.9227 | 5.7568 | 426 | 0.9475 |
0.8284 | 5.7973 | 429 | 0.9471 |
0.8861 | 5.8378 | 432 | 0.9462 |
0.8685 | 5.8784 | 435 | 0.9439 |
0.9224 | 5.9189 | 438 | 0.9397 |
1.0131 | 5.9595 | 441 | 0.9377 |
0.8987 | 6.0 | 444 | 0.9383 |
0.8799 | 6.0405 | 447 | 0.9382 |
1.0713 | 6.0811 | 450 | 0.9383 |
0.8875 | 6.1216 | 453 | 0.9358 |
1.1155 | 6.1622 | 456 | 0.9374 |
0.9545 | 6.2027 | 459 | 0.9332 |
0.856 | 6.2432 | 462 | 0.9301 |
0.8397 | 6.2838 | 465 | 0.9293 |
0.8901 | 6.3243 | 468 | 0.9270 |
0.8582 | 6.3649 | 471 | 0.9296 |
0.8374 | 6.4054 | 474 | 0.9270 |
0.8233 | 6.4459 | 477 | 0.9228 |
0.8611 | 6.4865 | 480 | 0.9205 |
0.9882 | 6.5270 | 483 | 0.9222 |
0.878 | 6.5676 | 486 | 0.9231 |
0.8198 | 6.6081 | 489 | 0.9216 |
0.8485 | 6.6486 | 492 | 0.9220 |
0.7551 | 6.6892 | 495 | 0.9232 |
0.9539 | 6.7297 | 498 | 0.9212 |
0.9046 | 6.7703 | 501 | 0.9219 |
0.8941 | 6.8108 | 504 | 0.9213 |
0.8578 | 6.8514 | 507 | 0.9151 |
0.8106 | 6.8919 | 510 | 0.9157 |
0.7412 | 6.9324 | 513 | 0.9164 |
0.9782 | 6.9730 | 516 | 0.9154 |
0.8391 | 7.0135 | 519 | 0.9178 |
1.0248 | 7.0541 | 522 | 0.9198 |
0.7815 | 7.0946 | 525 | 0.9139 |
0.7832 | 7.1351 | 528 | 0.9081 |
0.7286 | 7.1757 | 531 | 0.9074 |
0.7792 | 7.2162 | 534 | 0.9132 |
0.8675 | 7.2568 | 537 | 0.9078 |
0.8072 | 7.2973 | 540 | 0.9065 |
0.9848 | 7.3378 | 543 | 0.9038 |
1.1688 | 7.3784 | 546 | 0.9072 |
0.7637 | 7.4189 | 549 | 0.9032 |
0.8637 | 7.4595 | 552 | 0.8992 |
0.873 | 7.5 | 555 | 0.9019 |
0.8521 | 7.5405 | 558 | 0.9017 |
0.8397 | 7.5811 | 561 | 0.9028 |
0.8654 | 7.6216 | 564 | 0.8940 |
0.7825 | 7.6622 | 567 | 0.8960 |
0.929 | 7.7027 | 570 | 0.8933 |
0.8989 | 7.7432 | 573 | 0.8914 |
0.757 | 7.7838 | 576 | 0.8910 |
1.0276 | 7.8243 | 579 | 0.8913 |
0.6477 | 7.8649 | 582 | 0.8910 |
0.7152 | 7.9054 | 585 | 0.8939 |
0.9926 | 7.9459 | 588 | 0.8940 |
0.9186 | 7.9865 | 591 | 0.8911 |
0.7522 | 8.0270 | 594 | 0.8887 |
0.741 | 8.0676 | 597 | 0.8860 |
0.704 | 8.1081 | 600 | 0.8850 |
0.6462 | 8.1486 | 603 | 0.8892 |
0.8187 | 8.1892 | 606 | 0.8826 |
0.8307 | 8.2297 | 609 | 0.8789 |
0.851 | 8.2703 | 612 | 0.8809 |
1.031 | 8.3108 | 615 | 0.8828 |
1.0176 | 8.3514 | 618 | 0.8813 |
0.7549 | 8.3919 | 621 | 0.8778 |
0.8189 | 8.4324 | 624 | 0.8763 |
1.1007 | 8.4730 | 627 | 0.8750 |
0.8216 | 8.5135 | 630 | 0.8762 |
0.715 | 8.5541 | 633 | 0.8743 |
0.8203 | 8.5946 | 636 | 0.8763 |
0.7866 | 8.6351 | 639 | 0.8748 |
0.9153 | 8.6757 | 642 | 0.8728 |
0.9688 | 8.7162 | 645 | 0.8685 |
0.6317 | 8.7568 | 648 | 0.8710 |
0.7267 | 8.7973 | 651 | 0.8707 |
0.8292 | 8.8378 | 654 | 0.8691 |
0.8516 | 8.8784 | 657 | 0.8648 |
0.7637 | 8.9189 | 660 | 0.8676 |
0.7873 | 8.9595 | 663 | 0.8703 |
0.9375 | 9.0 | 666 | 0.8711 |
0.7844 | 9.0405 | 669 | 0.8634 |
0.7969 | 9.0811 | 672 | 0.8639 |
1.0146 | 9.1216 | 675 | 0.8647 |
0.9386 | 9.1622 | 678 | 0.8636 |
0.7381 | 9.2027 | 681 | 0.8611 |
0.7708 | 9.2432 | 684 | 0.8619 |
0.8501 | 9.2838 | 687 | 0.8636 |
1.0895 | 9.3243 | 690 | 0.8624 |
0.7784 | 9.3649 | 693 | 0.8624 |
0.7794 | 9.4054 | 696 | 0.8637 |
0.6984 | 9.4459 | 699 | 0.8590 |
0.9442 | 9.4865 | 702 | 0.8558 |
0.8026 | 9.5270 | 705 | 0.8558 |
0.8767 | 9.5676 | 708 | 0.8536 |
0.7298 | 9.6081 | 711 | 0.8511 |
0.6928 | 9.6486 | 714 | 0.8524 |
0.7068 | 9.6892 | 717 | 0.8532 |
0.7159 | 9.7297 | 720 | 0.8539 |
0.627 | 9.7703 | 723 | 0.8534 |
0.7097 | 9.8108 | 726 | 0.8557 |
0.6333 | 9.8514 | 729 | 0.8602 |
0.858 | 9.8919 | 732 | 0.8563 |
0.8599 | 9.9324 | 735 | 0.8547 |
0.8943 | 9.9730 | 738 | 0.8533 |
0.6119 | 10.0135 | 741 | 0.8536 |
0.7747 | 10.0541 | 744 | 0.8496 |
0.6964 | 10.0946 | 747 | 0.8481 |
0.8405 | 10.1351 | 750 | 0.8477 |
0.7406 | 10.1757 | 753 | 0.8468 |
0.8602 | 10.2162 | 756 | 0.8464 |
0.7174 | 10.2568 | 759 | 0.8424 |
0.8197 | 10.2973 | 762 | 0.8421 |
0.9546 | 10.3378 | 765 | 0.8408 |
0.8244 | 10.3784 | 768 | 0.8390 |
0.8684 | 10.4189 | 771 | 0.8381 |
0.6375 | 10.4595 | 774 | 0.8381 |
1.0448 | 10.5 | 777 | 0.8379 |
0.7016 | 10.5405 | 780 | 0.8392 |
0.7816 | 10.5811 | 783 | 0.8380 |
0.7377 | 10.6216 | 786 | 0.8390 |
0.8123 | 10.6622 | 789 | 0.8397 |
0.7813 | 10.7027 | 792 | 0.8403 |
0.7057 | 10.7432 | 795 | 0.8377 |
0.8193 | 10.7838 | 798 | 0.8391 |
0.641 | 10.8243 | 801 | 0.8395 |
0.7123 | 10.8649 | 804 | 0.8363 |
0.895 | 10.9054 | 807 | 0.8356 |
0.7314 | 10.9459 | 810 | 0.8318 |
0.6816 | 10.9865 | 813 | 0.8328 |
0.7839 | 11.0270 | 816 | 0.8333 |
0.6903 | 11.0676 | 819 | 0.8403 |
0.8589 | 11.1081 | 822 | 0.8388 |
0.7616 | 11.1486 | 825 | 0.8345 |
0.8326 | 11.1892 | 828 | 0.8337 |
0.6695 | 11.2297 | 831 | 0.8311 |
0.6722 | 11.2703 | 834 | 0.8330 |
0.6469 | 11.3108 | 837 | 0.8343 |
0.7524 | 11.3514 | 840 | 0.8335 |
0.9929 | 11.3919 | 843 | 0.8263 |
0.9125 | 11.4324 | 846 | 0.8253 |
0.7264 | 11.4730 | 849 | 0.8281 |
0.7659 | 11.5135 | 852 | 0.8258 |
0.5996 | 11.5541 | 855 | 0.8266 |
0.9027 | 11.5946 | 858 | 0.8246 |
0.7925 | 11.6351 | 861 | 0.8287 |
0.7139 | 11.6757 | 864 | 0.8277 |
0.8313 | 11.7162 | 867 | 0.8277 |
0.8107 | 11.7568 | 870 | 0.8232 |
0.6551 | 11.7973 | 873 | 0.8238 |
0.7706 | 11.8378 | 876 | 0.8243 |
0.8224 | 11.8784 | 879 | 0.8218 |
0.5772 | 11.9189 | 882 | 0.8190 |
0.7463 | 11.9595 | 885 | 0.8195 |
0.7346 | 12.0 | 888 | 0.8215 |
0.7386 | 12.0405 | 891 | 0.8193 |
0.6977 | 12.0811 | 894 | 0.8177 |
0.7275 | 12.1216 | 897 | 0.8163 |
0.834 | 12.1622 | 900 | 0.8178 |
0.6453 | 12.2027 | 903 | 0.8172 |
0.6808 | 12.2432 | 906 | 0.8179 |
0.8235 | 12.2838 | 909 | 0.8196 |
0.6978 | 12.3243 | 912 | 0.8143 |
0.6775 | 12.3649 | 915 | 0.8141 |
0.7675 | 12.4054 | 918 | 0.8159 |
0.7184 | 12.4459 | 921 | 0.8149 |
0.8134 | 12.4865 | 924 | 0.8155 |
0.7627 | 12.5270 | 927 | 0.8142 |
0.6658 | 12.5676 | 930 | 0.8138 |
0.7203 | 12.6081 | 933 | 0.8094 |
0.8712 | 12.6486 | 936 | 0.8102 |
0.7376 | 12.6892 | 939 | 0.8110 |
0.6303 | 12.7297 | 942 | 0.8112 |
0.8266 | 12.7703 | 945 | 0.8112 |
0.6992 | 12.8108 | 948 | 0.8112 |
0.6973 | 12.8514 | 951 | 0.8204 |
0.7004 | 12.8919 | 954 | 0.8187 |
0.8472 | 12.9324 | 957 | 0.8104 |
0.6852 | 12.9730 | 960 | 0.8076 |
0.7859 | 13.0135 | 963 | 0.8034 |
0.748 | 13.0541 | 966 | 0.8005 |
0.647 | 13.0946 | 969 | 0.8017 |
0.5999 | 13.1351 | 972 | 0.8068 |
0.8251 | 13.1757 | 975 | 0.8085 |
0.751 | 13.2162 | 978 | 0.8019 |
0.8143 | 13.2568 | 981 | 0.8029 |
0.8602 | 13.2973 | 984 | 0.8021 |
0.7271 | 13.3378 | 987 | 0.8047 |
0.6583 | 13.3784 | 990 | 0.8032 |
0.7526 | 13.4189 | 993 | 0.8040 |
0.9622 | 13.4595 | 996 | 0.8047 |
0.7012 | 13.5 | 999 | 0.8016 |
0.7386 | 13.5405 | 1002 | 0.8023 |
0.7437 | 13.5811 | 1005 | 0.7979 |
0.7107 | 13.6216 | 1008 | 0.7971 |
0.5084 | 13.6622 | 1011 | 0.7955 |
0.7172 | 13.7027 | 1014 | 0.7958 |
0.6663 | 13.7432 | 1017 | 0.7957 |
0.6369 | 13.7838 | 1020 | 0.7937 |
0.6689 | 13.8243 | 1023 | 0.7912 |
0.7544 | 13.8649 | 1026 | 0.7928 |
0.7894 | 13.9054 | 1029 | 0.7913 |
0.7585 | 13.9459 | 1032 | 0.7911 |
0.7564 | 13.9865 | 1035 | 0.7915 |
0.7037 | 14.0270 | 1038 | 0.7942 |
0.6665 | 14.0676 | 1041 | 0.7924 |
0.8052 | 14.1081 | 1044 | 0.7961 |
0.7059 | 14.1486 | 1047 | 0.7966 |
0.9295 | 14.1892 | 1050 | 0.7922 |
0.7731 | 14.2297 | 1053 | 0.7905 |
0.7104 | 14.2703 | 1056 | 0.7953 |
0.7656 | 14.3108 | 1059 | 0.7908 |
0.6772 | 14.3514 | 1062 | 0.7932 |
0.564 | 14.3919 | 1065 | 0.7949 |
0.7368 | 14.4324 | 1068 | 0.7923 |
0.7671 | 14.4730 | 1071 | 0.7978 |
0.6184 | 14.5135 | 1074 | 0.7965 |
0.7065 | 14.5541 | 1077 | 0.7918 |
0.611 | 14.5946 | 1080 | 0.7901 |
0.5999 | 14.6351 | 1083 | 0.7906 |
0.7597 | 14.6757 | 1086 | 0.7887 |
0.5979 | 14.7162 | 1089 | 0.7868 |
0.6442 | 14.7568 | 1092 | 0.7880 |
0.7898 | 14.7973 | 1095 | 0.7863 |
0.7596 | 14.8378 | 1098 | 0.7869 |
0.7963 | 14.8784 | 1101 | 0.7873 |
0.7001 | 14.9189 | 1104 | 0.7863 |
0.613 | 14.9595 | 1107 | 0.7827 |
0.6938 | 15.0 | 1110 | 0.7820 |
0.5834 | 15.0405 | 1113 | 0.7846 |
0.8899 | 15.0811 | 1116 | 0.7872 |
0.7885 | 15.1216 | 1119 | 0.7838 |
0.7913 | 15.1622 | 1122 | 0.7838 |
0.6819 | 15.2027 | 1125 | 0.7847 |
0.627 | 15.2432 | 1128 | 0.7884 |
0.7899 | 15.2838 | 1131 | 0.7823 |
0.8729 | 15.3243 | 1134 | 0.7810 |
0.5565 | 15.3649 | 1137 | 0.7767 |
0.65 | 15.4054 | 1140 | 0.7798 |
0.8706 | 15.4459 | 1143 | 0.7759 |
0.6454 | 15.4865 | 1146 | 0.7752 |
0.4782 | 15.5270 | 1149 | 0.7768 |
0.5503 | 15.5676 | 1152 | 0.7770 |
0.6918 | 15.6081 | 1155 | 0.7785 |
0.6653 | 15.6486 | 1158 | 0.7786 |
0.9263 | 15.6892 | 1161 | 0.7767 |
0.555 | 15.7297 | 1164 | 0.7771 |
0.6206 | 15.7703 | 1167 | 0.7828 |
0.8373 | 15.8108 | 1170 | 0.7792 |
0.6903 | 15.8514 | 1173 | 0.7757 |
0.6952 | 15.8919 | 1176 | 0.7767 |
0.6991 | 15.9324 | 1179 | 0.7761 |
0.6659 | 15.9730 | 1182 | 0.7763 |
0.6286 | 16.0135 | 1185 | 0.7761 |
0.5775 | 16.0541 | 1188 | 0.7767 |
0.6576 | 16.0946 | 1191 | 0.7734 |
0.6216 | 16.1351 | 1194 | 0.7765 |
0.6129 | 16.1757 | 1197 | 0.7764 |
0.7025 | 16.2162 | 1200 | 0.7759 |
0.8607 | 16.2568 | 1203 | 0.7742 |
0.4131 | 16.2973 | 1206 | 0.7718 |
0.6074 | 16.3378 | 1209 | 0.7712 |
0.6138 | 16.3784 | 1212 | 0.7735 |
0.6341 | 16.4189 | 1215 | 0.7719 |
0.6118 | 16.4595 | 1218 | 0.7723 |
0.7456 | 16.5 | 1221 | 0.7731 |
0.7303 | 16.5405 | 1224 | 0.7744 |
0.9041 | 16.5811 | 1227 | 0.7728 |
0.6858 | 16.6216 | 1230 | 0.7696 |
0.7813 | 16.6622 | 1233 | 0.7709 |
0.6222 | 16.7027 | 1236 | 0.7718 |
0.756 | 16.7432 | 1239 | 0.7699 |
0.6971 | 16.7838 | 1242 | 0.7691 |
0.685 | 16.8243 | 1245 | 0.7671 |
0.8077 | 16.8649 | 1248 | 0.7700 |
0.5113 | 16.9054 | 1251 | 0.7725 |
0.863 | 16.9459 | 1254 | 0.7723 |
0.5907 | 16.9865 | 1257 | 0.7732 |
0.7326 | 17.0270 | 1260 | 0.7705 |
0.6305 | 17.0676 | 1263 | 0.7704 |
0.5333 | 17.1081 | 1266 | 0.7696 |
0.6263 | 17.1486 | 1269 | 0.7736 |
0.6031 | 17.1892 | 1272 | 0.7688 |
0.7785 | 17.2297 | 1275 | 0.7714 |
0.6821 | 17.2703 | 1278 | 0.7698 |
0.7371 | 17.3108 | 1281 | 0.7650 |
0.53 | 17.3514 | 1284 | 0.7681 |
0.7413 | 17.3919 | 1287 | 0.7674 |
0.5742 | 17.4324 | 1290 | 0.7650 |
0.5972 | 17.4730 | 1293 | 0.7647 |
0.6501 | 17.5135 | 1296 | 0.7638 |
0.7033 | 17.5541 | 1299 | 0.7623 |
0.9062 | 17.5946 | 1302 | 0.7605 |
0.6346 | 17.6351 | 1305 | 0.7623 |
0.6128 | 17.6757 | 1308 | 0.7610 |
0.5238 | 17.7162 | 1311 | 0.7649 |
0.7174 | 17.7568 | 1314 | 0.7638 |
0.5736 | 17.7973 | 1317 | 0.7613 |
0.6981 | 17.8378 | 1320 | 0.7663 |
0.7606 | 17.8784 | 1323 | 0.7639 |
0.8921 | 17.9189 | 1326 | 0.7627 |
0.8137 | 17.9595 | 1329 | 0.7596 |
0.5805 | 18.0 | 1332 | 0.7611 |
0.7555 | 18.0405 | 1335 | 0.7630 |
0.7198 | 18.0811 | 1338 | 0.7657 |
0.6985 | 18.1216 | 1341 | 0.7668 |
0.751 | 18.1622 | 1344 | 0.7647 |
0.6312 | 18.2027 | 1347 | 0.7666 |
0.5514 | 18.2432 | 1350 | 0.7633 |
0.7886 | 18.2838 | 1353 | 0.7598 |
0.6188 | 18.3243 | 1356 | 0.7591 |
0.9161 | 18.3649 | 1359 | 0.7609 |
0.7103 | 18.4054 | 1362 | 0.7597 |
0.5801 | 18.4459 | 1365 | 0.7600 |
0.5811 | 18.4865 | 1368 | 0.7568 |
0.7084 | 18.5270 | 1371 | 0.7583 |
0.6469 | 18.5676 | 1374 | 0.7567 |
0.4795 | 18.6081 | 1377 | 0.7577 |
0.5333 | 18.6486 | 1380 | 0.7608 |
0.6912 | 18.6892 | 1383 | 0.7599 |
0.5693 | 18.7297 | 1386 | 0.7605 |
0.765 | 18.7703 | 1389 | 0.7586 |
0.6908 | 18.8108 | 1392 | 0.7576 |
0.554 | 18.8514 | 1395 | 0.7588 |
0.5517 | 18.8919 | 1398 | 0.7593 |
0.6006 | 18.9324 | 1401 | 0.7624 |
0.8661 | 18.9730 | 1404 | 0.7610 |
0.5183 | 19.0135 | 1407 | 0.7586 |
0.7951 | 19.0541 | 1410 | 0.7585 |
0.6838 | 19.0946 | 1413 | 0.7561 |
0.7278 | 19.1351 | 1416 | 0.7545 |
0.6053 | 19.1757 | 1419 | 0.7541 |
0.5119 | 19.2162 | 1422 | 0.7537 |
0.5743 | 19.2568 | 1425 | 0.7566 |
0.8562 | 19.2973 | 1428 | 0.7532 |
0.4632 | 19.3378 | 1431 | 0.7539 |
0.8029 | 19.3784 | 1434 | 0.7568 |
0.8046 | 19.4189 | 1437 | 0.7553 |
0.6308 | 19.4595 | 1440 | 0.7547 |
0.5366 | 19.5 | 1443 | 0.7549 |
0.5249 | 19.5405 | 1446 | 0.7557 |
0.7144 | 19.5811 | 1449 | 0.7550 |
0.7054 | 19.6216 | 1452 | 0.7563 |
0.6575 | 19.6622 | 1455 | 0.7541 |
0.5057 | 19.7027 | 1458 | 0.7544 |
0.6339 | 19.7432 | 1461 | 0.7568 |
0.5965 | 19.7838 | 1464 | 0.7566 |
1.0225 | 19.8243 | 1467 | 0.7582 |
0.5466 | 19.8649 | 1470 | 0.7534 |
0.5946 | 19.9054 | 1473 | 0.7574 |
0.7015 | 19.9459 | 1476 | 0.7558 |
0.6772 | 19.9865 | 1479 | 0.7527 |
0.628 | 20.0270 | 1482 | 0.7520 |
0.8432 | 20.0676 | 1485 | 0.7546 |
0.5012 | 20.1081 | 1488 | 0.7524 |
0.7843 | 20.1486 | 1491 | 0.7560 |
0.6263 | 20.1892 | 1494 | 0.7533 |
0.5751 | 20.2297 | 1497 | 0.7530 |
0.5538 | 20.2703 | 1500 | 0.7574 |
0.4866 | 20.3108 | 1503 | 0.7526 |
0.5303 | 20.3514 | 1506 | 0.7558 |
0.8348 | 20.3919 | 1509 | 0.7519 |
0.6568 | 20.4324 | 1512 | 0.7540 |
0.587 | 20.4730 | 1515 | 0.7505 |
0.5837 | 20.5135 | 1518 | 0.7523 |
0.7225 | 20.5541 | 1521 | 0.7493 |
0.6323 | 20.5946 | 1524 | 0.7533 |
0.7393 | 20.6351 | 1527 | 0.7542 |
0.9057 | 20.6757 | 1530 | 0.7537 |
0.5939 | 20.7162 | 1533 | 0.7554 |
0.7613 | 20.7568 | 1536 | 0.7528 |
0.4678 | 20.7973 | 1539 | 0.7524 |
0.6316 | 20.8378 | 1542 | 0.7501 |
0.5362 | 20.8784 | 1545 | 0.7522 |
0.653 | 20.9189 | 1548 | 0.7495 |
0.8229 | 20.9595 | 1551 | 0.7499 |
0.5539 | 21.0 | 1554 | 0.7486 |
0.586 | 21.0405 | 1557 | 0.7498 |
0.5707 | 21.0811 | 1560 | 0.7505 |
0.6017 | 21.1216 | 1563 | 0.7497 |
0.5576 | 21.1622 | 1566 | 0.7489 |
0.7408 | 21.2027 | 1569 | 0.7503 |
0.542 | 21.2432 | 1572 | 0.7490 |
0.576 | 21.2838 | 1575 | 0.7478 |
0.5323 | 21.3243 | 1578 | 0.7525 |
0.6224 | 21.3649 | 1581 | 0.7499 |
0.5921 | 21.4054 | 1584 | 0.7521 |
0.5888 | 21.4459 | 1587 | 0.7480 |
0.493 | 21.4865 | 1590 | 0.7492 |
0.6878 | 21.5270 | 1593 | 0.7491 |
0.5939 | 21.5676 | 1596 | 0.7487 |
0.6568 | 21.6081 | 1599 | 0.7464 |
0.7762 | 21.6486 | 1602 | 0.7491 |
0.7653 | 21.6892 | 1605 | 0.7495 |
1.048 | 21.7297 | 1608 | 0.7442 |
0.4252 | 21.7703 | 1611 | 0.7448 |
0.7077 | 21.8108 | 1614 | 0.7462 |
0.7929 | 21.8514 | 1617 | 0.7441 |
0.7359 | 21.8919 | 1620 | 0.7431 |
0.579 | 21.9324 | 1623 | 0.7404 |
0.5986 | 21.9730 | 1626 | 0.7424 |
0.6294 | 22.0135 | 1629 | 0.7483 |
0.6028 | 22.0541 | 1632 | 0.7487 |
0.71 | 22.0946 | 1635 | 0.7486 |
0.7272 | 22.1351 | 1638 | 0.7474 |
0.7421 | 22.1757 | 1641 | 0.7484 |
0.6425 | 22.2162 | 1644 | 0.7485 |
0.7581 | 22.2568 | 1647 | 0.7454 |
0.6693 | 22.2973 | 1650 | 0.7461 |
0.7514 | 22.3378 | 1653 | 0.7439 |
0.4701 | 22.3784 | 1656 | 0.7446 |
0.5123 | 22.4189 | 1659 | 0.7474 |
0.5777 | 22.4595 | 1662 | 0.7448 |
0.611 | 22.5 | 1665 | 0.7442 |
0.5888 | 22.5405 | 1668 | 0.7456 |
0.5861 | 22.5811 | 1671 | 0.7462 |
0.7648 | 22.6216 | 1674 | 0.7442 |
0.5827 | 22.6622 | 1677 | 0.7464 |
0.7285 | 22.7027 | 1680 | 0.7477 |
0.5688 | 22.7432 | 1683 | 0.7465 |
0.65 | 22.7838 | 1686 | 0.7466 |
0.4758 | 22.8243 | 1689 | 0.7461 |
0.6542 | 22.8649 | 1692 | 0.7446 |
0.5368 | 22.9054 | 1695 | 0.7479 |
0.8234 | 22.9459 | 1698 | 0.7471 |
0.5605 | 22.9865 | 1701 | 0.7457 |
0.6373 | 23.0270 | 1704 | 0.7468 |
0.5194 | 23.0676 | 1707 | 0.7462 |
0.7406 | 23.1081 | 1710 | 0.7447 |
0.5238 | 23.1486 | 1713 | 0.7434 |
0.6407 | 23.1892 | 1716 | 0.7431 |
0.4933 | 23.2297 | 1719 | 0.7436 |
0.8002 | 23.2703 | 1722 | 0.7450 |
0.6489 | 23.3108 | 1725 | 0.7458 |
0.6325 | 23.3514 | 1728 | 0.7433 |
0.5101 | 23.3919 | 1731 | 0.7440 |
0.6503 | 23.4324 | 1734 | 0.7442 |
0.8555 | 23.4730 | 1737 | 0.7455 |
0.4222 | 23.5135 | 1740 | 0.7447 |
0.843 | 23.5541 | 1743 | 0.7446 |
0.8313 | 23.5946 | 1746 | 0.7441 |
0.7178 | 23.6351 | 1749 | 0.7439 |
0.6409 | 23.6757 | 1752 | 0.7431 |
0.6184 | 23.7162 | 1755 | 0.7437 |
0.5277 | 23.7568 | 1758 | 0.7432 |
0.5987 | 23.7973 | 1761 | 0.7445 |
0.7011 | 23.8378 | 1764 | 0.7407 |
0.6693 | 23.8784 | 1767 | 0.7429 |
0.6101 | 23.9189 | 1770 | 0.7423 |
0.5883 | 23.9595 | 1773 | 0.7437 |
0.4803 | 24.0 | 1776 | 0.7473 |
0.6667 | 24.0405 | 1779 | 0.7445 |
0.6156 | 24.0811 | 1782 | 0.7445 |
0.7909 | 24.1216 | 1785 | 0.7416 |
0.449 | 24.1622 | 1788 | 0.7397 |
0.6064 | 24.2027 | 1791 | 0.7412 |
0.5522 | 24.2432 | 1794 | 0.7404 |
0.5244 | 24.2838 | 1797 | 0.7440 |
0.6211 | 24.3243 | 1800 | 0.7421 |
0.572 | 24.3649 | 1803 | 0.7422 |
0.7 | 24.4054 | 1806 | 0.7425 |
0.6095 | 24.4459 | 1809 | 0.7447 |
0.9109 | 24.4865 | 1812 | 0.7447 |
0.5852 | 24.5270 | 1815 | 0.7445 |
0.8397 | 24.5676 | 1818 | 0.7408 |
0.6186 | 24.6081 | 1821 | 0.7393 |
0.7605 | 24.6486 | 1824 | 0.7419 |
0.4131 | 24.6892 | 1827 | 0.7393 |
0.8149 | 24.7297 | 1830 | 0.7434 |
0.5877 | 24.7703 | 1833 | 0.7435 |
0.5594 | 24.8108 | 1836 | 0.7420 |
0.6607 | 24.8514 | 1839 | 0.7433 |
0.5369 | 24.8919 | 1842 | 0.7437 |
0.5268 | 24.9324 | 1845 | 0.7410 |
0.5273 | 24.9730 | 1848 | 0.7440 |
0.6146 | 25.0135 | 1851 | 0.7427 |
0.8054 | 25.0541 | 1854 | 0.7440 |
0.8785 | 25.0946 | 1857 | 0.7451 |
0.7208 | 25.1351 | 1860 | 0.7450 |
0.6592 | 25.1757 | 1863 | 0.7434 |
0.7174 | 25.2162 | 1866 | 0.7430 |
0.5552 | 25.2568 | 1869 | 0.7398 |
0.7374 | 25.2973 | 1872 | 0.7411 |
0.6694 | 25.3378 | 1875 | 0.7400 |
0.5145 | 25.3784 | 1878 | 0.7406 |
0.6904 | 25.4189 | 1881 | 0.7405 |
0.6441 | 25.4595 | 1884 | 0.7425 |
0.4699 | 25.5 | 1887 | 0.7410 |
0.6629 | 25.5405 | 1890 | 0.7400 |
0.5895 | 25.5811 | 1893 | 0.7434 |
0.6364 | 25.6216 | 1896 | 0.7407 |
0.7567 | 25.6622 | 1899 | 0.7440 |
0.7204 | 25.7027 | 1902 | 0.7409 |
0.5391 | 25.7432 | 1905 | 0.7427 |
0.5649 | 25.7838 | 1908 | 0.7411 |
0.7254 | 25.8243 | 1911 | 0.7401 |
0.5305 | 25.8649 | 1914 | 0.7390 |
0.523 | 25.9054 | 1917 | 0.7389 |
0.4508 | 25.9459 | 1920 | 0.7394 |
0.4191 | 25.9865 | 1923 | 0.7414 |
0.5966 | 26.0270 | 1926 | 0.7438 |
0.6259 | 26.0676 | 1929 | 0.7404 |
0.5717 | 26.1081 | 1932 | 0.7429 |
0.5566 | 26.1486 | 1935 | 0.7413 |
0.612 | 26.1892 | 1938 | 0.7405 |
0.7154 | 26.2297 | 1941 | 0.7419 |
0.7489 | 26.2703 | 1944 | 0.7417 |
0.5922 | 26.3108 | 1947 | 0.7421 |
0.6247 | 26.3514 | 1950 | 0.7420 |
0.5243 | 26.3919 | 1953 | 0.7407 |
1.0104 | 26.4324 | 1956 | 0.7427 |
0.516 | 26.4730 | 1959 | 0.7419 |
0.5302 | 26.5135 | 1962 | 0.7393 |
0.742 | 26.5541 | 1965 | 0.7415 |
0.5358 | 26.5946 | 1968 | 0.7421 |
0.4858 | 26.6351 | 1971 | 0.7450 |
0.6545 | 26.6757 | 1974 | 0.7425 |
0.6161 | 26.7162 | 1977 | 0.7417 |
0.7481 | 26.7568 | 1980 | 0.7404 |
0.5783 | 26.7973 | 1983 | 0.7436 |
0.457 | 26.8378 | 1986 | 0.7422 |
0.5594 | 26.8784 | 1989 | 0.7424 |
0.609 | 26.9189 | 1992 | 0.7435 |
0.6018 | 26.9595 | 1995 | 0.7434 |
0.7986 | 27.0 | 1998 | 0.7404 |
0.7093 | 27.0405 | 2001 | 0.7419 |
0.8197 | 27.0811 | 2004 | 0.7427 |
0.5748 | 27.1216 | 2007 | 0.7434 |
0.446 | 27.1622 | 2010 | 0.7386 |
0.5958 | 27.2027 | 2013 | 0.7387 |
0.7049 | 27.2432 | 2016 | 0.7400 |
0.6765 | 27.2838 | 2019 | 0.7419 |
0.5303 | 27.3243 | 2022 | 0.7398 |
0.7938 | 27.3649 | 2025 | 0.7409 |
0.5543 | 27.4054 | 2028 | 0.7388 |
0.9195 | 27.4459 | 2031 | 0.7379 |
0.6682 | 27.4865 | 2034 | 0.7404 |
0.4695 | 27.5270 | 2037 | 0.7394 |
0.5242 | 27.5676 | 2040 | 0.7410 |
0.7289 | 27.6081 | 2043 | 0.7399 |
0.5307 | 27.6486 | 2046 | 0.7396 |
0.5228 | 27.6892 | 2049 | 0.7408 |
0.5756 | 27.7297 | 2052 | 0.7400 |
0.5873 | 27.7703 | 2055 | 0.7404 |
0.5304 | 27.8108 | 2058 | 0.7376 |
0.6231 | 27.8514 | 2061 | 0.7370 |
0.6331 | 27.8919 | 2064 | 0.7389 |
0.6596 | 27.9324 | 2067 | 0.7410 |
0.6554 | 27.9730 | 2070 | 0.7415 |
0.4172 | 28.0135 | 2073 | 0.7400 |
0.8645 | 28.0541 | 2076 | 0.7394 |
0.5343 | 28.0946 | 2079 | 0.7404 |
0.6244 | 28.1351 | 2082 | 0.7403 |
0.7855 | 28.1757 | 2085 | 0.7382 |
0.5522 | 28.2162 | 2088 | 0.7408 |
0.5947 | 28.2568 | 2091 | 0.7402 |
0.7008 | 28.2973 | 2094 | 0.7388 |
0.7432 | 28.3378 | 2097 | 0.7404 |
0.3971 | 28.3784 | 2100 | 0.7404 |
0.5977 | 28.4189 | 2103 | 0.7413 |
0.6171 | 28.4595 | 2106 | 0.7421 |
0.63 | 28.5 | 2109 | 0.7418 |
0.6669 | 28.5405 | 2112 | 0.7402 |
0.739 | 28.5811 | 2115 | 0.7413 |
0.7795 | 28.6216 | 2118 | 0.7426 |
0.49 | 28.6622 | 2121 | 0.7389 |
0.5843 | 28.7027 | 2124 | 0.7412 |
0.3649 | 28.7432 | 2127 | 0.7419 |
0.5686 | 28.7838 | 2130 | 0.7379 |
0.8602 | 28.8243 | 2133 | 0.7396 |
0.6258 | 28.8649 | 2136 | 0.7380 |
0.5918 | 28.9054 | 2139 | 0.7397 |
0.5472 | 28.9459 | 2142 | 0.7382 |
0.5999 | 28.9865 | 2145 | 0.7389 |
0.637 | 29.0270 | 2148 | 0.7395 |
0.7309 | 29.0676 | 2151 | 0.7386 |
0.5701 | 29.1081 | 2154 | 0.7396 |
0.5048 | 29.1486 | 2157 | 0.7398 |
0.4754 | 29.1892 | 2160 | 0.7370 |
0.5792 | 29.2297 | 2163 | 0.7381 |
0.7897 | 29.2703 | 2166 | 0.7387 |
0.6935 | 29.3108 | 2169 | 0.7407 |
0.7357 | 29.3514 | 2172 | 0.7412 |
0.5114 | 29.3919 | 2175 | 0.7389 |
0.7875 | 29.4324 | 2178 | 0.7399 |
0.5673 | 29.4730 | 2181 | 0.7385 |
0.6423 | 29.5135 | 2184 | 0.7382 |
0.7393 | 29.5541 | 2187 | 0.7396 |
0.5183 | 29.5946 | 2190 | 0.7395 |
0.5972 | 29.6351 | 2193 | 0.7389 |
0.6461 | 29.6757 | 2196 | 0.7398 |
0.427 | 29.7162 | 2199 | 0.7396 |
0.7357 | 29.7568 | 2202 | 0.7381 |
0.603 | 29.7973 | 2205 | 0.7394 |
0.6142 | 29.8378 | 2208 | 0.7406 |
0.4877 | 29.8784 | 2211 | 0.7408 |
0.7774 | 29.9189 | 2214 | 0.7401 |
0.6909 | 29.9595 | 2217 | 0.7413 |
0.5127 | 30.0 | 2220 | 0.7398 |
0.4667 | 30.0405 | 2223 | 0.7414 |
0.5583 | 30.0811 | 2226 | 0.7412 |
0.6727 | 30.1216 | 2229 | 0.7378 |
0.5809 | 30.1622 | 2232 | 0.7419 |
0.6331 | 30.2027 | 2235 | 0.7411 |
0.5906 | 30.2432 | 2238 | 0.7416 |
0.7849 | 30.2838 | 2241 | 0.7441 |
0.5856 | 30.3243 | 2244 | 0.7413 |
0.5886 | 30.3649 | 2247 | 0.7389 |
0.5763 | 30.4054 | 2250 | 0.7402 |
0.5239 | 30.4459 | 2253 | 0.7397 |
0.614 | 30.4865 | 2256 | 0.7412 |
0.6579 | 30.5270 | 2259 | 0.7418 |
0.7466 | 30.5676 | 2262 | 0.7408 |
0.7607 | 30.6081 | 2265 | 0.7414 |
0.6251 | 30.6486 | 2268 | 0.7414 |
0.9175 | 30.6892 | 2271 | 0.7396 |
0.5611 | 30.7297 | 2274 | 0.7390 |
0.7051 | 30.7703 | 2277 | 0.7403 |
0.6331 | 30.8108 | 2280 | 0.7381 |
0.5536 | 30.8514 | 2283 | 0.7380 |
0.6293 | 30.8919 | 2286 | 0.7393 |
0.4456 | 30.9324 | 2289 | 0.7400 |
0.5521 | 30.9730 | 2292 | 0.7393 |
0.5012 | 31.0135 | 2295 | 0.7403 |
0.5571 | 31.0541 | 2298 | 0.7413 |
0.6326 | 31.0946 | 2301 | 0.7420 |
0.7587 | 31.1351 | 2304 | 0.7394 |
0.6534 | 31.1757 | 2307 | 0.7400 |
0.5276 | 31.2162 | 2310 | 0.7402 |
0.6514 | 31.2568 | 2313 | 0.7392 |
0.8247 | 31.2973 | 2316 | 0.7392 |
0.7972 | 31.3378 | 2319 | 0.7409 |
0.4689 | 31.3784 | 2322 | 0.7420 |
0.5428 | 31.4189 | 2325 | 0.7398 |
0.7894 | 31.4595 | 2328 | 0.7409 |
0.5278 | 31.5 | 2331 | 0.7411 |
0.5384 | 31.5405 | 2334 | 0.7419 |
0.5847 | 31.5811 | 2337 | 0.7414 |
0.5634 | 31.6216 | 2340 | 0.7415 |
0.6 | 31.6622 | 2343 | 0.7418 |
0.7443 | 31.7027 | 2346 | 0.7425 |
0.5771 | 31.7432 | 2349 | 0.7392 |
0.6404 | 31.7838 | 2352 | 0.7381 |
0.5441 | 31.8243 | 2355 | 0.7406 |
0.5123 | 31.8649 | 2358 | 0.7375 |
0.7296 | 31.9054 | 2361 | 0.7383 |
0.4944 | 31.9459 | 2364 | 0.7399 |
0.7002 | 31.9865 | 2367 | 0.7387 |
Framework versions
- PEFT 0.13.2
- Transformers 4.46.0
- Pytorch 2.4.0
- Datasets 3.0.2
- Tokenizers 0.20.0
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