End of training

5d09cda verified about 1 year ago

35.2 kB

	---
	library_name: transformers
	tags:
	- generated_from_trainer
	metrics:
	- accuracy
	model-index:
	- name: ht-stmini-cls-v6_ftis_noPretrain-msm-bml
	results: []
	---

	<!-- This model card has been generated automatically according to the information the Trainer had access to. You
	should probably proofread and complete it, then remove this comment. -->

	# ht-stmini-cls-v6_ftis_noPretrain-msm-bml

	This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
	It achieves the following results on the evaluation set:
	- Loss: 1.1485
	- Accuracy: 0.9025
	- Macro F1: 0.7255

	## 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: 0.0001
	- train_batch_size: 8
	- eval_batch_size: 4
	- 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: linear
	- lr_scheduler_warmup_steps: 6733
	- training_steps: 134674

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Accuracy \| Macro F1 \|
	\|:-------------:\|:--------:\|:-----:\|:---------------:\|:--------:\|:--------:\|
	\| 9063.9769 \| 0.0013 \| 174 \| 7460.4956 \| 0.0634 \| 0.0283 \|
	\| 5274.3562 \| 1.0013 \| 348 \| 3067.6414 \| 0.0701 \| 0.0296 \|
	\| 3046.9587 \| 2.0013 \| 522 \| 804.8876 \| 0.0901 \| 0.0326 \|
	\| 637.8707 \| 3.0013 \| 696 \| 164.9158 \| 0.3548 \| 0.0656 \|
	\| 149.6874 \| 4.0013 \| 870 \| 138.7154 \| 0.3946 \| 0.0715 \|
	\| 77.587 \| 5.0013 \| 1044 \| 175.8178 \| 0.4371 \| 0.0887 \|
	\| 43.4395 \| 6.0012 \| 1218 \| 164.5559 \| 0.4439 \| 0.0917 \|
	\| 29.3714 \| 7.0012 \| 1392 \| 211.1914 \| 0.4410 \| 0.0959 \|
	\| 18.3345 \| 8.0012 \| 1566 \| 208.0910 \| 0.4477 \| 0.0849 \|
	\| 13.1787 \| 9.0012 \| 1740 \| 213.0896 \| 0.4499 \| 0.0888 \|
	\| 13.0906 \| 10.0012 \| 1914 \| 187.9427 \| 0.4629 \| 0.1011 \|
	\| 9.3124 \| 11.0012 \| 2088 \| 151.7391 \| 0.4662 \| 0.1023 \|
	\| 8.7453 \| 12.0012 \| 2262 \| 141.7345 \| 0.4633 \| 0.0948 \|
	\| 8.0521 \| 13.0012 \| 2436 \| 136.5543 \| 0.4536 \| 0.0976 \|
	\| 6.8338 \| 14.0012 \| 2610 \| 120.6881 \| 0.4755 \| 0.1080 \|
	\| 6.4122 \| 15.0012 \| 2784 \| 110.4219 \| 0.4703 \| 0.1072 \|
	\| 5.4998 \| 16.0012 \| 2958 \| 112.5063 \| 0.4851 \| 0.1109 \|
	\| 4.8518 \| 17.0012 \| 3132 \| 109.5932 \| 0.4906 \| 0.1119 \|
	\| 4.3628 \| 18.0012 \| 3306 \| 97.7057 \| 0.5004 \| 0.1138 \|
	\| 4.1567 \| 19.0012 \| 3480 \| 89.6593 \| 0.5322 \| 0.1229 \|
	\| 3.6071 \| 20.0011 \| 3654 \| 79.2547 \| 0.5507 \| 0.1311 \|
	\| 3.4227 \| 21.0011 \| 3828 \| 78.4896 \| 0.5676 \| 0.1345 \|
	\| 3.316 \| 22.0011 \| 4002 \| 69.3014 \| 0.5569 \| 0.1343 \|
	\| 3.2479 \| 23.0011 \| 4176 \| 59.7008 \| 0.5899 \| 0.1413 \|
	\| 3.0503 \| 24.0011 \| 4350 \| 54.0349 \| 0.5833 \| 0.1400 \|
	\| 2.9383 \| 25.0011 \| 4524 \| 46.9165 \| 0.5923 \| 0.1422 \|
	\| 2.8039 \| 26.0011 \| 4698 \| 41.3414 \| 0.6017 \| 0.1456 \|
	\| 2.7997 \| 27.0011 \| 4872 \| 40.0701 \| 0.5946 \| 0.1442 \|
	\| 2.6546 \| 28.0011 \| 5046 \| 36.6450 \| 0.5928 \| 0.1443 \|
	\| 2.7537 \| 29.0011 \| 5220 \| 35.2208 \| 0.5638 \| 0.1384 \|
	\| 2.5617 \| 30.0011 \| 5394 \| 29.3835 \| 0.5998 \| 0.1463 \|
	\| 2.6132 \| 31.0011 \| 5568 \| 27.6022 \| 0.6006 \| 0.1511 \|
	\| 2.6873 \| 32.0011 \| 5742 \| 33.2135 \| 0.6050 \| 0.1516 \|
	\| 2.5068 \| 33.0010 \| 5916 \| 27.9547 \| 0.5938 \| 0.1480 \|
	\| 2.4814 \| 34.0010 \| 6090 \| 29.6383 \| 0.6007 \| 0.1537 \|
	\| 2.4155 \| 35.0010 \| 6264 \| 22.8683 \| 0.6061 \| 0.1503 \|
	\| 2.4618 \| 36.0010 \| 6438 \| 24.7089 \| 0.5858 \| 0.1531 \|
	\| 2.4256 \| 37.0010 \| 6612 \| 24.4196 \| 0.6110 \| 0.1553 \|
	\| 2.4613 \| 38.0010 \| 6786 \| 24.0345 \| 0.6177 \| 0.1628 \|
	\| 2.457 \| 39.0010 \| 6960 \| 23.6759 \| 0.6230 \| 0.1695 \|
	\| 2.358 \| 40.0010 \| 7134 \| 22.2289 \| 0.6005 \| 0.1642 \|
	\| 2.3978 \| 41.0010 \| 7308 \| 21.1909 \| 0.6185 \| 0.1733 \|
	\| 2.359 \| 42.0010 \| 7482 \| 15.7577 \| 0.6412 \| 0.1841 \|
	\| 2.2871 \| 43.0010 \| 7656 \| 18.4562 \| 0.6234 \| 0.1740 \|
	\| 2.1736 \| 44.0010 \| 7830 \| 17.1591 \| 0.6568 \| 0.1962 \|
	\| 2.2511 \| 45.0010 \| 8004 \| 15.8332 \| 0.6343 \| 0.1820 \|
	\| 2.1073 \| 46.0010 \| 8178 \| 17.2304 \| 0.6836 \| 0.2181 \|
	\| 2.1091 \| 47.0009 \| 8352 \| 14.1299 \| 0.6635 \| 0.2154 \|
	\| 2.0417 \| 48.0009 \| 8526 \| 14.6727 \| 0.6746 \| 0.2256 \|
	\| 1.8616 \| 49.0009 \| 8700 \| 14.8234 \| 0.6824 \| 0.2521 \|
	\| 1.8959 \| 50.0009 \| 8874 \| 14.0476 \| 0.7095 \| 0.2538 \|
	\| 2.003 \| 51.0009 \| 9048 \| 16.0353 \| 0.6939 \| 0.2561 \|
	\| 1.8419 \| 52.0009 \| 9222 \| 18.8682 \| 0.7073 \| 0.2448 \|
	\| 1.6626 \| 53.0009 \| 9396 \| 13.6740 \| 0.7162 \| 0.2833 \|
	\| 1.7805 \| 54.0009 \| 9570 \| 13.3829 \| 0.7260 \| 0.3034 \|
	\| 1.6222 \| 55.0009 \| 9744 \| 12.4160 \| 0.7195 \| 0.2923 \|
	\| 1.6009 \| 56.0009 \| 9918 \| 13.3020 \| 0.7332 \| 0.3222 \|
	\| 1.4431 \| 57.0009 \| 10092 \| 12.9193 \| 0.7359 \| 0.3297 \|
	\| 2.0074 \| 58.0009 \| 10266 \| 14.7946 \| 0.7008 \| 0.2251 \|
	\| 1.6788 \| 59.0009 \| 10440 \| 19.6044 \| 0.7244 \| 0.2962 \|
	\| 1.5217 \| 60.0008 \| 10614 \| 22.4960 \| 0.7455 \| 0.3460 \|
	\| 1.5455 \| 61.0008 \| 10788 \| 19.2463 \| 0.7564 \| 0.3631 \|
	\| 1.423 \| 62.0008 \| 10962 \| 19.5390 \| 0.7561 \| 0.3698 \|
	\| 1.4501 \| 63.0008 \| 11136 \| 20.4325 \| 0.7600 \| 0.3820 \|
	\| 1.3292 \| 64.0008 \| 11310 \| 18.1078 \| 0.7754 \| 0.4069 \|
	\| 1.2438 \| 65.0008 \| 11484 \| 20.2136 \| 0.7547 \| 0.3958 \|
	\| 1.2075 \| 66.0008 \| 11658 \| 15.6920 \| 0.7776 \| 0.4238 \|
	\| 1.2944 \| 67.0008 \| 11832 \| 15.0904 \| 0.7750 \| 0.4216 \|
	\| 1.1054 \| 68.0008 \| 12006 \| 16.9798 \| 0.7831 \| 0.4308 \|
	\| 1.1082 \| 69.0008 \| 12180 \| 17.0564 \| 0.7553 \| 0.4039 \|
	\| 1.0792 \| 70.0008 \| 12354 \| 16.2257 \| 0.7749 \| 0.4271 \|
	\| 1.139 \| 71.0008 \| 12528 \| 16.2116 \| 0.7830 \| 0.4462 \|
	\| 1.2648 \| 72.0008 \| 12702 \| 15.4188 \| 0.7790 \| 0.4409 \|
	\| 1.0739 \| 73.0007 \| 12876 \| 16.6139 \| 0.7570 \| 0.4254 \|
	\| 1.127 \| 74.0007 \| 13050 \| 12.5900 \| 0.7944 \| 0.4707 \|
	\| 0.9751 \| 75.0007 \| 13224 \| 14.2307 \| 0.7900 \| 0.4719 \|
	\| 1.0373 \| 76.0007 \| 13398 \| 14.4636 \| 0.7768 \| 0.4522 \|
	\| 0.9867 \| 77.0007 \| 13572 \| 13.7303 \| 0.7747 \| 0.4582 \|
	\| 0.9968 \| 78.0007 \| 13746 \| 13.6887 \| 0.7978 \| 0.4894 \|
	\| 0.9571 \| 79.0007 \| 13920 \| 12.1585 \| 0.7763 \| 0.4582 \|
	\| 1.1128 \| 80.0007 \| 14094 \| 15.5111 \| 0.7993 \| 0.4885 \|
	\| 0.9623 \| 81.0007 \| 14268 \| 14.5186 \| 0.8081 \| 0.5008 \|
	\| 0.9306 \| 82.0007 \| 14442 \| 15.9549 \| 0.8081 \| 0.5067 \|
	\| 0.8716 \| 83.0007 \| 14616 \| 14.4529 \| 0.8029 \| 0.5030 \|
	\| 0.8576 \| 84.0007 \| 14790 \| 15.7963 \| 0.8054 \| 0.4876 \|
	\| 0.8619 \| 85.0007 \| 14964 \| 15.4201 \| 0.8024 \| 0.5161 \|
	\| 0.8677 \| 86.0007 \| 15138 \| 12.8947 \| 0.8065 \| 0.5027 \|
	\| 0.8076 \| 87.0006 \| 15312 \| 13.4891 \| 0.8063 \| 0.5119 \|
	\| 0.7854 \| 88.0006 \| 15486 \| 11.9681 \| 0.8060 \| 0.5193 \|
	\| 0.7866 \| 89.0006 \| 15660 \| 10.7520 \| 0.7978 \| 0.5003 \|
	\| 1.1576 \| 90.0006 \| 15834 \| 8.7038 \| 0.7992 \| 0.5001 \|
	\| 0.8935 \| 91.0006 \| 16008 \| 12.0745 \| 0.8157 \| 0.5295 \|
	\| 0.9052 \| 92.0006 \| 16182 \| 12.5773 \| 0.8130 \| 0.5280 \|
	\| 0.7564 \| 93.0006 \| 16356 \| 12.3016 \| 0.8179 \| 0.5420 \|
	\| 0.7178 \| 94.0006 \| 16530 \| 13.9403 \| 0.8178 \| 0.5295 \|
	\| 0.9098 \| 95.0006 \| 16704 \| 16.0548 \| 0.8106 \| 0.5138 \|
	\| 0.8018 \| 96.0006 \| 16878 \| 12.7723 \| 0.8203 \| 0.5434 \|
	\| 0.7442 \| 97.0006 \| 17052 \| 13.8909 \| 0.8200 \| 0.5404 \|
	\| 0.6573 \| 98.0006 \| 17226 \| 11.9102 \| 0.8245 \| 0.5446 \|
	\| 0.805 \| 99.0006 \| 17400 \| 6.5993 \| 0.8136 \| 0.5215 \|
	\| 0.7344 \| 100.0005 \| 17574 \| 12.1828 \| 0.8256 \| 0.5511 \|
	\| 0.7492 \| 101.0005 \| 17748 \| 11.3858 \| 0.8221 \| 0.5481 \|
	\| 0.6661 \| 102.0005 \| 17922 \| 11.0425 \| 0.8187 \| 0.5478 \|
	\| 0.6454 \| 103.0005 \| 18096 \| 10.6641 \| 0.8262 \| 0.5511 \|
	\| 0.7016 \| 104.0005 \| 18270 \| 11.4453 \| 0.8207 \| 0.5375 \|
	\| 0.7043 \| 105.0005 \| 18444 \| 8.0564 \| 0.8210 \| 0.5433 \|
	\| 0.6428 \| 106.0005 \| 18618 \| 10.4933 \| 0.8321 \| 0.5667 \|
	\| 0.6573 \| 107.0005 \| 18792 \| 12.6178 \| 0.7942 \| 0.5174 \|
	\| 0.6156 \| 108.0005 \| 18966 \| 12.3796 \| 0.8270 \| 0.5611 \|
	\| 0.6233 \| 109.0005 \| 19140 \| 11.4897 \| 0.8288 \| 0.5562 \|
	\| 0.6007 \| 110.0005 \| 19314 \| 14.2668 \| 0.8338 \| 0.5678 \|
	\| 0.6496 \| 111.0005 \| 19488 \| 11.7101 \| 0.8377 \| 0.5706 \|
	\| 0.5638 \| 112.0005 \| 19662 \| 11.6222 \| 0.8269 \| 0.5526 \|
	\| 0.5584 \| 113.0005 \| 19836 \| 9.9456 \| 0.8371 \| 0.5697 \|
	\| 0.5946 \| 114.0004 \| 20010 \| 10.1763 \| 0.8226 \| 0.5622 \|
	\| 0.5898 \| 115.0004 \| 20184 \| 10.6101 \| 0.8322 \| 0.5736 \|
	\| 0.5463 \| 116.0004 \| 20358 \| 10.7593 \| 0.8342 \| 0.5765 \|
	\| 0.5879 \| 117.0004 \| 20532 \| 12.2808 \| 0.8356 \| 0.5703 \|
	\| 0.5655 \| 118.0004 \| 20706 \| 12.5616 \| 0.8388 \| 0.5786 \|
	\| 0.6316 \| 119.0004 \| 20880 \| 12.5009 \| 0.8375 \| 0.5801 \|
	\| 0.5443 \| 120.0004 \| 21054 \| 11.5212 \| 0.8330 \| 0.5647 \|
	\| 0.4701 \| 121.0004 \| 21228 \| 11.0561 \| 0.8441 \| 0.5807 \|
	\| 0.537 \| 122.0004 \| 21402 \| 13.7783 \| 0.8369 \| 0.5688 \|
	\| 0.4694 \| 123.0004 \| 21576 \| 10.4786 \| 0.8454 \| 0.5900 \|
	\| 0.493 \| 124.0004 \| 21750 \| 10.6332 \| 0.8394 \| 0.5840 \|
	\| 0.4444 \| 125.0004 \| 21924 \| 10.6344 \| 0.8364 \| 0.5815 \|
	\| 0.6199 \| 126.0004 \| 22098 \| 14.6730 \| 0.8481 \| 0.5935 \|
	\| 0.6057 \| 127.0003 \| 22272 \| 13.4446 \| 0.8439 \| 0.5906 \|
	\| 0.4949 \| 128.0003 \| 22446 \| 12.0232 \| 0.8400 \| 0.5849 \|
	\| 0.4414 \| 129.0003 \| 22620 \| 10.5329 \| 0.8402 \| 0.5847 \|
	\| 0.4897 \| 130.0003 \| 22794 \| 9.1551 \| 0.8476 \| 0.5965 \|
	\| 0.4531 \| 131.0003 \| 22968 \| 9.7573 \| 0.8442 \| 0.5955 \|
	\| 0.7964 \| 132.0003 \| 23142 \| 9.4786 \| 0.8366 \| 0.5757 \|
	\| 0.5407 \| 133.0003 \| 23316 \| 10.3612 \| 0.8483 \| 0.5955 \|
	\| 0.5578 \| 134.0003 \| 23490 \| 9.5040 \| 0.8310 \| 0.5794 \|
	\| 0.3978 \| 135.0003 \| 23664 \| 9.8310 \| 0.8541 \| 0.6080 \|
	\| 0.5281 \| 136.0003 \| 23838 \| 9.7351 \| 0.8507 \| 0.6030 \|
	\| 0.4405 \| 137.0003 \| 24012 \| 8.7155 \| 0.8531 \| 0.6058 \|
	\| 0.4649 \| 138.0003 \| 24186 \| 10.8164 \| 0.8442 \| 0.5895 \|
	\| 0.4539 \| 139.0003 \| 24360 \| 9.6849 \| 0.8490 \| 0.6080 \|
	\| 0.4501 \| 140.0003 \| 24534 \| 7.9621 \| 0.8453 \| 0.5982 \|
	\| 0.4089 \| 141.0002 \| 24708 \| 8.2597 \| 0.8520 \| 0.6115 \|
	\| 0.3451 \| 142.0002 \| 24882 \| 8.7596 \| 0.8547 \| 0.6129 \|
	\| 0.3344 \| 143.0002 \| 25056 \| 8.5327 \| 0.8540 \| 0.6134 \|
	\| 0.553 \| 144.0002 \| 25230 \| 3.4517 \| 0.8255 \| 0.5338 \|
	\| 0.5127 \| 145.0002 \| 25404 \| 5.9314 \| 0.8485 \| 0.6030 \|
	\| 0.4275 \| 146.0002 \| 25578 \| 6.7567 \| 0.8538 \| 0.6164 \|
	\| 0.3549 \| 147.0002 \| 25752 \| 7.2178 \| 0.8544 \| 0.6180 \|
	\| 0.4353 \| 148.0002 \| 25926 \| 6.8616 \| 0.8556 \| 0.6193 \|
	\| 0.3477 \| 149.0002 \| 26100 \| 6.8243 \| 0.8555 \| 0.6211 \|
	\| 0.3248 \| 150.0002 \| 26274 \| 7.1503 \| 0.8511 \| 0.6126 \|
	\| 0.3573 \| 151.0002 \| 26448 \| 6.8496 \| 0.8569 \| 0.6221 \|
	\| 0.3801 \| 152.0002 \| 26622 \| 6.4565 \| 0.8550 \| 0.6201 \|
	\| 0.31 \| 153.0002 \| 26796 \| 7.2311 \| 0.8525 \| 0.6184 \|
	\| 0.4055 \| 154.0001 \| 26970 \| 6.0827 \| 0.8523 \| 0.6201 \|
	\| 0.3299 \| 155.0001 \| 27144 \| 6.3565 \| 0.8544 \| 0.6188 \|
	\| 0.34 \| 156.0001 \| 27318 \| 6.1611 \| 0.8555 \| 0.6254 \|
	\| 0.3839 \| 157.0001 \| 27492 \| 6.5963 \| 0.8578 \| 0.6225 \|
	\| 0.4156 \| 158.0001 \| 27666 \| 5.0570 \| 0.8511 \| 0.6137 \|
	\| 0.3452 \| 159.0001 \| 27840 \| 5.7934 \| 0.8416 \| 0.5900 \|
	\| 0.3247 \| 160.0001 \| 28014 \| 6.0372 \| 0.8526 \| 0.6148 \|
	\| 0.3458 \| 161.0001 \| 28188 \| 6.8397 \| 0.8595 \| 0.6260 \|
	\| 0.3106 \| 162.0001 \| 28362 \| 6.7712 \| 0.8570 \| 0.6245 \|
	\| 0.3271 \| 163.0001 \| 28536 \| 6.5956 \| 0.8594 \| 0.6293 \|
	\| 0.3383 \| 164.0001 \| 28710 \| 6.2867 \| 0.8600 \| 0.6262 \|
	\| 0.3404 \| 165.0001 \| 28884 \| 6.1735 \| 0.8607 \| 0.6301 \|
	\| 0.2643 \| 166.0001 \| 29058 \| 4.9236 \| 0.8599 \| 0.6303 \|
	\| 0.2768 \| 167.0001 \| 29232 \| 4.5342 \| 0.8602 \| 0.6328 \|
	\| 0.4531 \| 168.0000 \| 29406 \| 4.2262 \| 0.8529 \| 0.6241 \|
	\| 0.3136 \| 169.0000 \| 29580 \| 4.4217 \| 0.8589 \| 0.6298 \|
	\| 0.369 \| 170.0000 \| 29754 \| 4.1586 \| 0.8608 \| 0.6286 \|
	\| 0.2799 \| 171.0000 \| 29928 \| 3.7740 \| 0.8623 \| 0.6271 \|
	\| 0.2697 \| 172.0000 \| 30102 \| 4.1080 \| 0.8567 \| 0.6284 \|
	\| 0.3533 \| 173.0000 \| 30276 \| 5.6948 \| 0.8597 \| 0.6318 \|
	\| 0.3267 \| 173.0013 \| 30450 \| 5.0195 \| 0.8602 \| 0.6296 \|
	\| 0.2715 \| 174.0013 \| 30624 \| 4.6479 \| 0.8633 \| 0.6379 \|
	\| 0.3065 \| 175.0013 \| 30798 \| 4.2122 \| 0.8662 \| 0.6408 \|
	\| 0.2456 \| 176.0013 \| 30972 \| 3.8362 \| 0.8649 \| 0.6425 \|
	\| 0.3271 \| 177.0013 \| 31146 \| 4.0016 \| 0.8650 \| 0.6389 \|
	\| 0.2917 \| 178.0013 \| 31320 \| 4.5706 \| 0.8614 \| 0.6381 \|
	\| 0.2942 \| 179.0013 \| 31494 \| 4.4152 \| 0.8643 \| 0.6399 \|
	\| 0.2604 \| 180.0012 \| 31668 \| 4.2078 \| 0.8670 \| 0.6430 \|
	\| 0.2817 \| 181.0012 \| 31842 \| 3.3371 \| 0.8636 \| 0.6389 \|
	\| 0.4657 \| 182.0012 \| 32016 \| 11.4033 \| 0.8581 \| 0.6260 \|
	\| 0.3708 \| 183.0012 \| 32190 \| 6.4548 \| 0.8600 \| 0.6310 \|
	\| 0.3909 \| 184.0012 \| 32364 \| 5.2220 \| 0.8525 \| 0.6283 \|
	\| 0.3134 \| 185.0012 \| 32538 \| 5.1952 \| 0.8648 \| 0.6413 \|
	\| 0.2601 \| 186.0012 \| 32712 \| 4.6727 \| 0.8673 \| 0.6453 \|
	\| 0.2015 \| 187.0012 \| 32886 \| 4.6022 \| 0.8676 \| 0.6437 \|
	\| 0.2591 \| 188.0012 \| 33060 \| 4.0850 \| 0.8665 \| 0.6481 \|
	\| 0.2496 \| 189.0012 \| 33234 \| 4.2169 \| 0.8654 \| 0.6390 \|
	\| 0.2217 \| 190.0012 \| 33408 \| 3.9366 \| 0.8676 \| 0.6462 \|
	\| 0.3994 \| 191.0012 \| 33582 \| 4.5487 \| 0.8580 \| 0.6295 \|
	\| 0.5963 \| 192.0012 \| 33756 \| 3.6429 \| 0.8428 \| 0.6010 \|
	\| 0.3042 \| 193.0012 \| 33930 \| 3.2782 \| 0.8662 \| 0.6420 \|
	\| 0.2818 \| 194.0011 \| 34104 \| 4.0609 \| 0.8681 \| 0.6453 \|
	\| 0.2412 \| 195.0011 \| 34278 \| 3.9028 \| 0.8649 \| 0.6423 \|
	\| 0.2443 \| 196.0011 \| 34452 \| 3.7107 \| 0.8685 \| 0.6512 \|
	\| 0.2258 \| 197.0011 \| 34626 \| 3.5195 \| 0.8703 \| 0.6511 \|
	\| 0.2228 \| 198.0011 \| 34800 \| 3.2900 \| 0.8679 \| 0.6483 \|
	\| 0.2366 \| 199.0011 \| 34974 \| 3.3586 \| 0.8624 \| 0.6503 \|
	\| 0.2365 \| 200.0011 \| 35148 \| 3.0656 \| 0.8707 \| 0.6536 \|
	\| 0.2687 \| 201.0011 \| 35322 \| 2.9254 \| 0.8701 \| 0.6493 \|
	\| 0.2387 \| 202.0011 \| 35496 \| 2.9994 \| 0.8673 \| 0.6530 \|
	\| 0.228 \| 203.0011 \| 35670 \| 3.4954 \| 0.8579 \| 0.6351 \|
	\| 0.256 \| 204.0011 \| 35844 \| 2.5774 \| 0.8693 \| 0.6536 \|
	\| 0.2153 \| 205.0011 \| 36018 \| 2.5170 \| 0.8725 \| 0.6547 \|
	\| 0.2071 \| 206.0011 \| 36192 \| 2.7074 \| 0.8742 \| 0.6583 \|
	\| 0.2213 \| 207.0010 \| 36366 \| 2.7717 \| 0.8741 \| 0.6589 \|
	\| 0.2746 \| 208.0010 \| 36540 \| 3.3100 \| 0.8722 \| 0.6479 \|
	\| 0.2555 \| 209.0010 \| 36714 \| 3.1032 \| 0.8758 \| 0.6585 \|
	\| 0.1991 \| 210.0010 \| 36888 \| 3.4403 \| 0.8711 \| 0.6539 \|
	\| 0.224 \| 211.0010 \| 37062 \| 3.1940 \| 0.8701 \| 0.6457 \|
	\| 0.2318 \| 212.0010 \| 37236 \| 3.0912 \| 0.8742 \| 0.6549 \|
	\| 0.214 \| 213.0010 \| 37410 \| 2.7279 \| 0.8769 \| 0.6650 \|
	\| 0.2486 \| 214.0010 \| 37584 \| 2.6118 \| 0.8718 \| 0.6572 \|
	\| 0.2309 \| 215.0010 \| 37758 \| 2.4740 \| 0.8713 \| 0.6556 \|
	\| 0.2104 \| 216.0010 \| 37932 \| 2.4357 \| 0.8757 \| 0.6651 \|
	\| 0.2043 \| 217.0010 \| 38106 \| 2.5546 \| 0.8740 \| 0.6616 \|
	\| 0.2187 \| 218.0010 \| 38280 \| 2.2833 \| 0.8739 \| 0.6624 \|
	\| 0.2946 \| 219.0010 \| 38454 \| 2.3107 \| 0.8703 \| 0.6559 \|
	\| 0.1762 \| 220.0010 \| 38628 \| 2.2063 \| 0.8768 \| 0.6660 \|
	\| 0.1803 \| 221.0009 \| 38802 \| 2.1648 \| 0.8749 \| 0.6675 \|
	\| 0.3054 \| 222.0009 \| 38976 \| 2.1916 \| 0.8659 \| 0.6321 \|
	\| 0.2872 \| 223.0009 \| 39150 \| 2.0819 \| 0.8740 \| 0.6561 \|
	\| 0.2549 \| 224.0009 \| 39324 \| 2.0012 \| 0.8738 \| 0.6624 \|
	\| 0.2097 \| 225.0009 \| 39498 \| 2.0708 \| 0.8776 \| 0.6626 \|
	\| 0.1778 \| 226.0009 \| 39672 \| 2.3421 \| 0.8780 \| 0.6635 \|
	\| 0.1918 \| 227.0009 \| 39846 \| 2.1748 \| 0.8785 \| 0.6678 \|
	\| 0.2721 \| 228.0009 \| 40020 \| 2.2885 \| 0.8718 \| 0.6605 \|
	\| 0.2544 \| 229.0009 \| 40194 \| 2.1132 \| 0.8787 \| 0.6682 \|
	\| 0.1885 \| 230.0009 \| 40368 \| 2.1258 \| 0.8783 \| 0.6716 \|
	\| 0.2577 \| 231.0009 \| 40542 \| 2.0452 \| 0.8795 \| 0.6704 \|
	\| 0.2559 \| 232.0009 \| 40716 \| 2.0990 \| 0.8799 \| 0.6707 \|
	\| 0.1775 \| 233.0009 \| 40890 \| 2.1890 \| 0.8783 \| 0.6717 \|
	\| 0.1837 \| 234.0008 \| 41064 \| 1.8737 \| 0.8810 \| 0.6739 \|
	\| 0.2526 \| 235.0008 \| 41238 \| 1.8247 \| 0.8812 \| 0.6755 \|
	\| 0.2094 \| 236.0008 \| 41412 \| 1.8775 \| 0.8787 \| 0.6696 \|
	\| 0.173 \| 237.0008 \| 41586 \| 1.8908 \| 0.8789 \| 0.6723 \|
	\| 0.1739 \| 238.0008 \| 41760 \| 1.8188 \| 0.8798 \| 0.6702 \|
	\| 0.2387 \| 239.0008 \| 41934 \| 2.4599 \| 0.8793 \| 0.6689 \|
	\| 0.2069 \| 240.0008 \| 42108 \| 2.0130 \| 0.8792 \| 0.6706 \|
	\| 0.1593 \| 241.0008 \| 42282 \| 2.0353 \| 0.8786 \| 0.6703 \|
	\| 0.1792 \| 242.0008 \| 42456 \| 1.8328 \| 0.8774 \| 0.6703 \|
	\| 0.1916 \| 243.0008 \| 42630 \| 1.7857 \| 0.8782 \| 0.6688 \|
	\| 0.1461 \| 244.0008 \| 42804 \| 1.6520 \| 0.8814 \| 0.6759 \|
	\| 0.1672 \| 245.0008 \| 42978 \| 1.8272 \| 0.8797 \| 0.6732 \|
	\| 0.192 \| 246.0008 \| 43152 \| 1.8044 \| 0.8795 \| 0.6715 \|
	\| 0.1725 \| 247.0007 \| 43326 \| 1.7516 \| 0.8807 \| 0.6761 \|
	\| 0.2133 \| 248.0007 \| 43500 \| 1.6619 \| 0.8806 \| 0.6732 \|
	\| 0.2043 \| 249.0007 \| 43674 \| 1.6360 \| 0.8801 \| 0.6708 \|
	\| 0.142 \| 250.0007 \| 43848 \| 1.6450 \| 0.8823 \| 0.6758 \|
	\| 0.1655 \| 251.0007 \| 44022 \| 1.8628 \| 0.8674 \| 0.6620 \|
	\| 0.5894 \| 252.0007 \| 44196 \| 2.7440 \| 0.8769 \| 0.6663 \|
	\| 0.2397 \| 253.0007 \| 44370 \| 2.1902 \| 0.8809 \| 0.6713 \|
	\| 0.1939 \| 254.0007 \| 44544 \| 2.0596 \| 0.8827 \| 0.6781 \|
	\| 0.2093 \| 255.0007 \| 44718 \| 1.8934 \| 0.8831 \| 0.6830 \|
	\| 0.1489 \| 256.0007 \| 44892 \| 1.8673 \| 0.8848 \| 0.6836 \|
	\| 0.2065 \| 257.0007 \| 45066 \| 1.8263 \| 0.8846 \| 0.6842 \|
	\| 0.1698 \| 258.0007 \| 45240 \| 1.7326 \| 0.8852 \| 0.6813 \|
	\| 0.1953 \| 259.0007 \| 45414 \| 1.6492 \| 0.8839 \| 0.6812 \|
	\| 0.1662 \| 260.0007 \| 45588 \| 1.7022 \| 0.8856 \| 0.6847 \|
	\| 0.1715 \| 261.0006 \| 45762 \| 1.6811 \| 0.8835 \| 0.6817 \|
	\| 0.1405 \| 262.0006 \| 45936 \| 1.5713 \| 0.8840 \| 0.6819 \|
	\| 0.1516 \| 263.0006 \| 46110 \| 1.6677 \| 0.8843 \| 0.6816 \|
	\| 0.1529 \| 264.0006 \| 46284 \| 1.6880 \| 0.8855 \| 0.6832 \|
	\| 0.161 \| 265.0006 \| 46458 \| 1.6802 \| 0.8831 \| 0.6790 \|
	\| 0.1928 \| 266.0006 \| 46632 \| 1.4846 \| 0.8833 \| 0.6825 \|
	\| 0.1657 \| 267.0006 \| 46806 \| 1.6185 \| 0.8826 \| 0.6819 \|
	\| 0.1458 \| 268.0006 \| 46980 \| 1.7232 \| 0.8820 \| 0.6819 \|
	\| 0.1648 \| 269.0006 \| 47154 \| 1.4613 \| 0.8866 \| 0.6846 \|
	\| 0.1766 \| 270.0006 \| 47328 \| 1.5113 \| 0.8821 \| 0.6797 \|
	\| 0.1662 \| 271.0006 \| 47502 \| 1.4094 \| 0.8833 \| 0.6837 \|
	\| 0.2681 \| 272.0006 \| 47676 \| 1.6745 \| 0.8785 \| 0.6745 \|
	\| 0.1545 \| 273.0006 \| 47850 \| 1.5867 \| 0.8850 \| 0.6842 \|
	\| 0.1587 \| 274.0005 \| 48024 \| 1.5197 \| 0.8847 \| 0.6891 \|
	\| 0.1325 \| 275.0005 \| 48198 \| 1.4900 \| 0.8862 \| 0.6868 \|
	\| 0.1317 \| 276.0005 \| 48372 \| 1.4100 \| 0.8867 \| 0.6887 \|
	\| 0.1332 \| 277.0005 \| 48546 \| 1.5640 \| 0.8849 \| 0.6862 \|
	\| 0.1403 \| 278.0005 \| 48720 \| 1.5209 \| 0.8853 \| 0.6881 \|
	\| 0.1848 \| 279.0005 \| 48894 \| 1.4914 \| 0.8839 \| 0.6836 \|
	\| 0.1828 \| 280.0005 \| 49068 \| 1.4887 \| 0.8844 \| 0.6868 \|
	\| 0.1533 \| 281.0005 \| 49242 \| 1.4823 \| 0.8878 \| 0.6881 \|
	\| 0.1301 \| 282.0005 \| 49416 \| 1.4821 \| 0.8838 \| 0.6824 \|
	\| 0.1428 \| 283.0005 \| 49590 \| 1.7153 \| 0.8729 \| 0.6694 \|
	\| 0.1468 \| 284.0005 \| 49764 \| 1.4758 \| 0.8844 \| 0.6853 \|
	\| 0.1663 \| 285.0005 \| 49938 \| 1.5358 \| 0.8861 \| 0.6883 \|
	\| 0.1375 \| 286.0005 \| 50112 \| 1.3686 \| 0.8855 \| 0.6887 \|
	\| 0.1321 \| 287.0005 \| 50286 \| 1.4410 \| 0.8846 \| 0.6857 \|
	\| 0.1391 \| 288.0004 \| 50460 \| 1.4543 \| 0.8829 \| 0.6853 \|
	\| 0.1537 \| 289.0004 \| 50634 \| 1.3885 \| 0.8878 \| 0.6909 \|
	\| 0.1781 \| 290.0004 \| 50808 \| 1.5092 \| 0.8843 \| 0.6886 \|
	\| 0.1431 \| 291.0004 \| 50982 \| 2.2822 \| 0.8529 \| 0.6507 \|
	\| 0.2525 \| 292.0004 \| 51156 \| 1.8542 \| 0.8800 \| 0.6744 \|
	\| 0.1577 \| 293.0004 \| 51330 \| 1.3613 \| 0.8912 \| 0.6951 \|
	\| 0.1417 \| 294.0004 \| 51504 \| 1.4194 \| 0.8903 \| 0.6931 \|
	\| 0.18 \| 295.0004 \| 51678 \| 1.4492 \| 0.8894 \| 0.6963 \|
	\| 0.1303 \| 296.0004 \| 51852 \| 1.4295 \| 0.8890 \| 0.6926 \|
	\| 0.1275 \| 297.0004 \| 52026 \| 1.5313 \| 0.8907 \| 0.6963 \|
	\| 0.1266 \| 298.0004 \| 52200 \| 1.4561 \| 0.8916 \| 0.6955 \|
	\| 0.1564 \| 299.0004 \| 52374 \| 1.4782 \| 0.8908 \| 0.6934 \|
	\| 0.1437 \| 300.0004 \| 52548 \| 1.4331 \| 0.8915 \| 0.6964 \|
	\| 0.1736 \| 301.0003 \| 52722 \| 1.4573 \| 0.8890 \| 0.6952 \|
	\| 0.1113 \| 302.0003 \| 52896 \| 1.5136 \| 0.8887 \| 0.6938 \|
	\| 0.1185 \| 303.0003 \| 53070 \| 1.4706 \| 0.8892 \| 0.6936 \|
	\| 0.1038 \| 304.0003 \| 53244 \| 1.4008 \| 0.8905 \| 0.6937 \|
	\| 0.1197 \| 305.0003 \| 53418 \| 1.4364 \| 0.8894 \| 0.6939 \|
	\| 0.1493 \| 306.0003 \| 53592 \| 1.3574 \| 0.8909 \| 0.6970 \|
	\| 0.1404 \| 307.0003 \| 53766 \| 1.4234 \| 0.8907 \| 0.6956 \|
	\| 0.1522 \| 308.0003 \| 53940 \| 1.3188 \| 0.8930 \| 0.6971 \|
	\| 0.1274 \| 309.0003 \| 54114 \| 1.4140 \| 0.8893 \| 0.6940 \|
	\| 0.1872 \| 310.0003 \| 54288 \| 1.3112 \| 0.8910 \| 0.6949 \|
	\| 0.1414 \| 311.0003 \| 54462 \| 1.3824 \| 0.8847 \| 0.6905 \|
	\| 0.2464 \| 312.0003 \| 54636 \| 1.7413 \| 0.8602 \| 0.6391 \|
	\| 0.252 \| 313.0003 \| 54810 \| 1.4723 \| 0.8671 \| 0.6712 \|
	\| 0.1587 \| 314.0003 \| 54984 \| 1.1976 \| 0.8905 \| 0.6958 \|
	\| 0.1681 \| 315.0002 \| 55158 \| 1.2676 \| 0.8845 \| 0.6800 \|
	\| 0.1486 \| 316.0002 \| 55332 \| 1.2390 \| 0.8888 \| 0.6957 \|
	\| 0.1319 \| 317.0002 \| 55506 \| 1.3391 \| 0.8918 \| 0.6990 \|
	\| 0.1281 \| 318.0002 \| 55680 \| 1.3076 \| 0.8917 \| 0.6983 \|
	\| 0.1787 \| 319.0002 \| 55854 \| 1.3134 \| 0.8886 \| 0.6985 \|
	\| 0.1257 \| 320.0002 \| 56028 \| 1.3022 \| 0.8930 \| 0.6985 \|
	\| 0.0998 \| 321.0002 \| 56202 \| 1.3386 \| 0.8930 \| 0.7019 \|
	\| 0.1082 \| 322.0002 \| 56376 \| 1.2912 \| 0.8913 \| 0.6990 \|
	\| 0.0886 \| 323.0002 \| 56550 \| 1.2771 \| 0.8932 \| 0.7029 \|
	\| 0.1222 \| 324.0002 \| 56724 \| 1.2364 \| 0.8936 \| 0.7022 \|
	\| 0.1202 \| 325.0002 \| 56898 \| 1.3353 \| 0.8912 \| 0.6977 \|
	\| 0.1871 \| 326.0002 \| 57072 \| 1.2609 \| 0.8908 \| 0.6982 \|
	\| 0.1369 \| 327.0002 \| 57246 \| 1.4089 \| 0.8830 \| 0.6853 \|
	\| 0.1267 \| 328.0001 \| 57420 \| 1.1920 \| 0.8954 \| 0.7032 \|
	\| 0.1239 \| 329.0001 \| 57594 \| 1.2661 \| 0.8945 \| 0.7039 \|
	\| 0.1437 \| 330.0001 \| 57768 \| 1.1922 \| 0.8929 \| 0.6989 \|
	\| 0.142 \| 331.0001 \| 57942 \| 1.2924 \| 0.8917 \| 0.6965 \|
	\| 0.1415 \| 332.0001 \| 58116 \| 1.3052 \| 0.8938 \| 0.7027 \|
	\| 0.1225 \| 333.0001 \| 58290 \| 1.2835 \| 0.8938 \| 0.7062 \|
	\| 0.1173 \| 334.0001 \| 58464 \| 1.4640 \| 0.8863 \| 0.6905 \|
	\| 0.1796 \| 335.0001 \| 58638 \| 1.5652 \| 0.8694 \| 0.6700 \|
	\| 0.1869 \| 336.0001 \| 58812 \| 1.1649 \| 0.8873 \| 0.7000 \|
	\| 0.1342 \| 337.0001 \| 58986 \| 1.2245 \| 0.8917 \| 0.7014 \|
	\| 0.1298 \| 338.0001 \| 59160 \| 1.2303 \| 0.8954 \| 0.7053 \|
	\| 0.1263 \| 339.0001 \| 59334 \| 1.2439 \| 0.8957 \| 0.7048 \|
	\| 0.129 \| 340.0001 \| 59508 \| 1.2543 \| 0.8922 \| 0.7031 \|
	\| 0.1028 \| 341.0001 \| 59682 \| 1.7968 \| 0.8381 \| 0.6170 \|
	\| 0.1173 \| 342.0000 \| 59856 \| 1.3555 \| 0.8953 \| 0.6959 \|
	\| 0.1903 \| 343.0000 \| 60030 \| 1.1691 \| 0.8951 \| 0.6989 \|
	\| 0.1437 \| 344.0000 \| 60204 \| 1.2972 \| 0.8951 \| 0.7023 \|
	\| 0.1538 \| 345.0000 \| 60378 \| 1.1709 \| 0.8978 \| 0.7071 \|
	\| 0.1107 \| 346.0000 \| 60552 \| 1.1555 \| 0.8971 \| 0.7069 \|
	\| 0.1033 \| 347.0000 \| 60726 \| 1.2629 \| 0.8967 \| 0.7094 \|
	\| 0.1315 \| 347.0013 \| 60900 \| 1.2824 \| 0.8943 \| 0.7031 \|
	\| 0.1267 \| 348.0013 \| 61074 \| 1.1548 \| 0.8964 \| 0.7063 \|
	\| 0.1391 \| 349.0013 \| 61248 \| 1.1837 \| 0.8965 \| 0.7094 \|
	\| 0.1294 \| 350.0013 \| 61422 \| 1.1904 \| 0.8952 \| 0.7094 \|
	\| 0.1237 \| 351.0013 \| 61596 \| 1.3140 \| 0.8920 \| 0.7068 \|
	\| 0.1081 \| 352.0013 \| 61770 \| 1.1994 \| 0.8949 \| 0.7077 \|
	\| 0.1196 \| 353.0013 \| 61944 \| 1.1767 \| 0.8957 \| 0.7091 \|
	\| 0.0804 \| 354.0012 \| 62118 \| 1.2262 \| 0.8970 \| 0.7104 \|
	\| 0.0864 \| 355.0012 \| 62292 \| 1.2705 \| 0.8950 \| 0.7088 \|
	\| 0.1786 \| 356.0012 \| 62466 \| 1.3522 \| 0.8902 \| 0.7003 \|
	\| 0.135 \| 357.0012 \| 62640 \| 1.1159 \| 0.8942 \| 0.7048 \|
	\| 0.1102 \| 358.0012 \| 62814 \| 1.2208 \| 0.8922 \| 0.7027 \|
	\| 0.181 \| 359.0012 \| 62988 \| 1.1702 \| 0.8957 \| 0.7078 \|
	\| 0.0893 \| 360.0012 \| 63162 \| 1.2556 \| 0.8948 \| 0.7053 \|
	\| 0.1198 \| 361.0012 \| 63336 \| 1.1464 \| 0.8949 \| 0.7079 \|
	\| 0.115 \| 362.0012 \| 63510 \| 1.2321 \| 0.8937 \| 0.7062 \|
	\| 0.1156 \| 363.0012 \| 63684 \| 1.2093 \| 0.8930 \| 0.7075 \|
	\| 0.1043 \| 364.0012 \| 63858 \| 1.1978 \| 0.8957 \| 0.7087 \|
	\| 0.0855 \| 365.0012 \| 64032 \| 1.1516 \| 0.8955 \| 0.7109 \|
	\| 0.0828 \| 366.0012 \| 64206 \| 1.1898 \| 0.8961 \| 0.7096 \|
	\| 0.0925 \| 367.0012 \| 64380 \| 1.2249 \| 0.8974 \| 0.7119 \|
	\| 0.1307 \| 368.0011 \| 64554 \| 1.3228 \| 0.8935 \| 0.7061 \|
	\| 0.1261 \| 369.0011 \| 64728 \| 1.2560 \| 0.8955 \| 0.7066 \|
	\| 0.1261 \| 370.0011 \| 64902 \| 1.3165 \| 0.8928 \| 0.7019 \|
	\| 0.0837 \| 371.0011 \| 65076 \| 1.1153 \| 0.8953 \| 0.7100 \|
	\| 0.1509 \| 372.0011 \| 65250 \| 1.2156 \| 0.8968 \| 0.7122 \|
	\| 0.0956 \| 373.0011 \| 65424 \| 1.2497 \| 0.8939 \| 0.7107 \|
	\| 0.1246 \| 374.0011 \| 65598 \| 1.2057 \| 0.8954 \| 0.7083 \|
	\| 0.1128 \| 375.0011 \| 65772 \| 1.1951 \| 0.8958 \| 0.7116 \|
	\| 0.0954 \| 376.0011 \| 65946 \| 1.2156 \| 0.8967 \| 0.7144 \|
	\| 0.1064 \| 377.0011 \| 66120 \| 1.3368 \| 0.8934 \| 0.7038 \|
	\| 0.1322 \| 378.0011 \| 66294 \| 1.1924 \| 0.8921 \| 0.7032 \|
	\| 0.1097 \| 379.0011 \| 66468 \| 1.1625 \| 0.8948 \| 0.7117 \|
	\| 0.1113 \| 380.0011 \| 66642 \| 1.1893 \| 0.8957 \| 0.7127 \|
	\| 0.1088 \| 381.0010 \| 66816 \| 1.2376 \| 0.8973 \| 0.7147 \|
	\| 0.0889 \| 382.0010 \| 66990 \| 1.2362 \| 0.8972 \| 0.7139 \|
	\| 0.0771 \| 383.0010 \| 67164 \| 1.2745 \| 0.8969 \| 0.7117 \|
	\| 0.0908 \| 384.0010 \| 67338 \| 1.3461 \| 0.8913 \| 0.7026 \|
	\| 0.106 \| 385.0010 \| 67512 \| 1.3200 \| 0.8937 \| 0.7083 \|
	\| 0.1267 \| 386.0010 \| 67686 \| 1.1702 \| 0.8986 \| 0.7159 \|
	\| 0.0896 \| 387.0010 \| 67860 \| 1.1696 \| 0.8991 \| 0.7144 \|
	\| 0.0729 \| 388.0010 \| 68034 \| 1.2285 \| 0.8992 \| 0.7188 \|
	\| 0.1233 \| 389.0010 \| 68208 \| 1.2319 \| 0.8949 \| 0.7097 \|
	\| 0.188 \| 390.0010 \| 68382 \| 1.2234 \| 0.8889 \| 0.6959 \|
	\| 0.1373 \| 391.0010 \| 68556 \| 1.1261 \| 0.8952 \| 0.7060 \|
	\| 0.1133 \| 392.0010 \| 68730 \| 1.1703 \| 0.8975 \| 0.7157 \|
	\| 0.1342 \| 393.0010 \| 68904 \| 1.1728 \| 0.8985 \| 0.7193 \|
	\| 0.1715 \| 394.0010 \| 69078 \| 1.3000 \| 0.8913 \| 0.7034 \|
	\| 0.1173 \| 395.0009 \| 69252 \| 1.1391 \| 0.8977 \| 0.7118 \|
	\| 0.1249 \| 396.0009 \| 69426 \| 1.1177 \| 0.8977 \| 0.7139 \|
	\| 0.0762 \| 397.0009 \| 69600 \| 1.2210 \| 0.8999 \| 0.7179 \|
	\| 0.1012 \| 398.0009 \| 69774 \| 1.1312 \| 0.9001 \| 0.7203 \|
	\| 0.0865 \| 399.0009 \| 69948 \| 1.2682 \| 0.8987 \| 0.7174 \|
	\| 0.0906 \| 400.0009 \| 70122 \| 1.2211 \| 0.8981 \| 0.7156 \|
	\| 0.1099 \| 401.0009 \| 70296 \| 1.2372 \| 0.8983 \| 0.7177 \|
	\| 0.1256 \| 402.0009 \| 70470 \| 1.1252 \| 0.8989 \| 0.7104 \|
	\| 0.0972 \| 403.0009 \| 70644 \| 1.1406 \| 0.8990 \| 0.7172 \|
	\| 0.0985 \| 404.0009 \| 70818 \| 1.1834 \| 0.8987 \| 0.7169 \|
	\| 0.1285 \| 405.0009 \| 70992 \| 1.2079 \| 0.8985 \| 0.7173 \|
	\| 0.1003 \| 406.0009 \| 71166 \| 1.3124 \| 0.8954 \| 0.7089 \|
	\| 0.1651 \| 407.0009 \| 71340 \| 1.2985 \| 0.8974 \| 0.7106 \|
	\| 0.0911 \| 408.0008 \| 71514 \| 1.2633 \| 0.9004 \| 0.7184 \|
	\| 0.0904 \| 409.0008 \| 71688 \| 1.2437 \| 0.9016 \| 0.7190 \|
	\| 0.0994 \| 410.0008 \| 71862 \| 1.2145 \| 0.9006 \| 0.7190 \|
	\| 0.0913 \| 411.0008 \| 72036 \| 1.2167 \| 0.8985 \| 0.7162 \|
	\| 0.1174 \| 412.0008 \| 72210 \| 1.2560 \| 0.9011 \| 0.7254 \|
	\| 0.1012 \| 413.0008 \| 72384 \| 1.2263 \| 0.8982 \| 0.7174 \|
	\| 0.0835 \| 414.0008 \| 72558 \| 1.1669 \| 0.9020 \| 0.7251 \|
	\| 0.0828 \| 415.0008 \| 72732 \| 1.1628 \| 0.9025 \| 0.7255 \|
	\| 0.0811 \| 416.0008 \| 72906 \| 1.2479 \| 0.9020 \| 0.7238 \|
	\| 0.1073 \| 417.0008 \| 73080 \| 1.2091 \| 0.8999 \| 0.7220 \|
	\| 0.1046 \| 418.0008 \| 73254 \| 1.2656 \| 0.8987 \| 0.7188 \|
	\| 0.0672 \| 419.0008 \| 73428 \| 1.2491 \| 0.9012 \| 0.7216 \|
	\| 0.0696 \| 420.0008 \| 73602 \| 1.2571 \| 0.8994 \| 0.7201 \|
	\| 0.0785 \| 421.0007 \| 73776 \| 1.2267 \| 0.8999 \| 0.7203 \|
	\| 0.0709 \| 422.0007 \| 73950 \| 1.3176 \| 0.8992 \| 0.7190 \|
	\| 0.1 \| 423.0007 \| 74124 \| 1.4395 \| 0.8943 \| 0.7109 \|
	\| 0.0736 \| 424.0007 \| 74298 \| 1.1753 \| 0.8998 \| 0.7240 \|
	\| 0.0948 \| 425.0007 \| 74472 \| 1.3013 \| 0.9003 \| 0.7228 \|
	\| 0.1121 \| 426.0007 \| 74646 \| 1.3695 \| 0.8999 \| 0.7228 \|
	\| 0.1034 \| 427.0007 \| 74820 \| 1.2428 \| 0.8991 \| 0.7185 \|
	\| 0.0678 \| 428.0007 \| 74994 \| 1.2562 \| 0.8995 \| 0.7194 \|
	\| 0.0819 \| 429.0007 \| 75168 \| 1.4170 \| 0.8993 \| 0.7204 \|
	\| 0.0931 \| 430.0007 \| 75342 \| 1.2486 \| 0.9013 \| 0.7234 \|
	\| 0.1071 \| 431.0007 \| 75516 \| 1.3411 \| 0.8934 \| 0.7102 \|
	\| 0.085 \| 432.0007 \| 75690 \| 1.1955 \| 0.8993 \| 0.7237 \|
	\| 0.0667 \| 433.0007 \| 75864 \| 1.2750 \| 0.9002 \| 0.7233 \|
	\| 0.0701 \| 434.0007 \| 76038 \| 1.2568 \| 0.9016 \| 0.7247 \|
	\| 0.1787 \| 435.0006 \| 76212 \| 1.3989 \| 0.8774 \| 0.7054 \|


	### Framework versions

	- Transformers 4.46.0
	- Pytorch 2.3.1+cu121
	- Datasets 2.20.0
	- Tokenizers 0.20.1