End of training

4322321 verified 9 months ago

36.8 kB

	---
	license: mit
	base_model: facebook/m2m100_1.2B
	tags:
	- generated_from_trainer
	metrics:
	- bleu
	model-index:
	- name: cs_m2m_2e-5_500_v0.2
	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. -->

	# cs_m2m_2e-5_500_v0.2

	This model is a fine-tuned version of [facebook/m2m100_1.2B](https://huggingface.co/facebook/m2m100_1.2B) on an unknown dataset.
	It achieves the following results on the evaluation set:
	- Loss: 2.2781
	- Bleu: 47.4947
	- Gen Len: 20.3333

	## 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: 2e-05
	- train_batch_size: 16
	- eval_batch_size: 16
	- seed: 42
	- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
	- lr_scheduler_type: linear
	- num_epochs: 500

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Bleu \| Gen Len \|
	\|:-------------:\|:-----:\|:----:\|:---------------:\|:-------:\|:-------:\|
	\| 3.5955 \| 1.0 \| 6 \| 2.1700 \| 5.2853 \| 61.7619 \|
	\| 2.1803 \| 2.0 \| 12 \| 1.7324 \| 45.1068 \| 18.5238 \|
	\| 0.884 \| 3.0 \| 18 \| 1.6620 \| 42.4488 \| 20.0476 \|
	\| 0.9149 \| 4.0 \| 24 \| 1.6110 \| 38.281 \| 19.8571 \|
	\| 0.9369 \| 5.0 \| 30 \| 1.6441 \| 37.3868 \| 19.7143 \|
	\| 0.1262 \| 6.0 \| 36 \| 1.6365 \| 42.0778 \| 19.7143 \|
	\| 0.4717 \| 7.0 \| 42 \| 1.5780 \| 44.6136 \| 19.5238 \|
	\| 0.2614 \| 8.0 \| 48 \| 1.6052 \| 51.6602 \| 20.7619 \|
	\| 0.2663 \| 9.0 \| 54 \| 1.6658 \| 53.657 \| 20.1429 \|
	\| 0.0851 \| 10.0 \| 60 \| 1.7080 \| 51.0034 \| 20.4286 \|
	\| 0.1336 \| 11.0 \| 66 \| 1.7162 \| 49.5043 \| 19.1905 \|
	\| 0.3736 \| 12.0 \| 72 \| 1.6973 \| 46.88 \| 21.5238 \|
	\| 0.0491 \| 13.0 \| 78 \| 1.7101 \| 54.4471 \| 19.7619 \|
	\| 0.0133 \| 14.0 \| 84 \| 1.6952 \| 46.3602 \| 21.2857 \|
	\| 0.0302 \| 15.0 \| 90 \| 1.7021 \| 57.2323 \| 20.2381 \|
	\| 0.0469 \| 16.0 \| 96 \| 1.7036 \| 50.0225 \| 21.4762 \|
	\| 0.0249 \| 17.0 \| 102 \| 1.7247 \| 45.7879 \| 20.8095 \|
	\| 0.0246 \| 18.0 \| 108 \| 1.7429 \| 53.4311 \| 20.381 \|
	\| 0.0832 \| 19.0 \| 114 \| 1.7789 \| 43.4352 \| 21.4286 \|
	\| 0.0161 \| 20.0 \| 120 \| 1.8177 \| 48.3969 \| 19.1429 \|
	\| 0.0035 \| 21.0 \| 126 \| 1.7921 \| 48.6517 \| 20.2857 \|
	\| 0.0109 \| 22.0 \| 132 \| 1.8524 \| 42.681 \| 22.3333 \|
	\| 0.0025 \| 23.0 \| 138 \| 1.7995 \| 50.2653 \| 20.0476 \|
	\| 0.003 \| 24.0 \| 144 \| 1.7659 \| 50.7496 \| 19.4286 \|
	\| 0.0054 \| 25.0 \| 150 \| 1.8429 \| 46.086 \| 20.5714 \|
	\| 0.0036 \| 26.0 \| 156 \| 1.9221 \| 39.5188 \| 20.619 \|
	\| 0.0023 \| 27.0 \| 162 \| 1.8843 \| 52.8052 \| 19.7619 \|
	\| 0.02 \| 28.0 \| 168 \| 1.8557 \| 54.4796 \| 19.7619 \|
	\| 0.008 \| 29.0 \| 174 \| 1.8593 \| 48.5401 \| 21.0476 \|
	\| 0.0088 \| 30.0 \| 180 \| 1.8269 \| 50.8012 \| 21.1429 \|
	\| 0.0079 \| 31.0 \| 186 \| 1.7975 \| 46.5216 \| 19.2857 \|
	\| 0.0552 \| 32.0 \| 192 \| 1.8510 \| 50.8412 \| 19.2857 \|
	\| 0.0028 \| 33.0 \| 198 \| 1.9185 \| 53.3245 \| 19.8095 \|
	\| 0.0011 \| 34.0 \| 204 \| 1.9616 \| 49.2009 \| 19.9524 \|
	\| 0.0042 \| 35.0 \| 210 \| 1.9582 \| 51.9018 \| 19.7143 \|
	\| 0.0009 \| 36.0 \| 216 \| 1.9574 \| 54.2746 \| 20.0 \|
	\| 0.0167 \| 37.0 \| 222 \| 2.0107 \| 50.2599 \| 20.7143 \|
	\| 0.0052 \| 38.0 \| 228 \| 2.0236 \| 51.6827 \| 20.3333 \|
	\| 0.0029 \| 39.0 \| 234 \| 2.0169 \| 52.7398 \| 19.8095 \|
	\| 0.0021 \| 40.0 \| 240 \| 1.9801 \| 51.647 \| 19.9048 \|
	\| 0.0009 \| 41.0 \| 246 \| 1.9861 \| 48.053 \| 19.8571 \|
	\| 0.0018 \| 42.0 \| 252 \| 1.9881 \| 49.8501 \| 19.9524 \|
	\| 0.0026 \| 43.0 \| 258 \| 2.0431 \| 51.2736 \| 19.9048 \|
	\| 0.0015 \| 44.0 \| 264 \| 2.0913 \| 51.1887 \| 19.8571 \|
	\| 0.0025 \| 45.0 \| 270 \| 2.0098 \| 49.738 \| 19.9524 \|
	\| 0.0041 \| 46.0 \| 276 \| 1.9856 \| 46.8015 \| 19.8571 \|
	\| 0.0008 \| 47.0 \| 282 \| 1.9475 \| 46.8278 \| 19.619 \|
	\| 0.0004 \| 48.0 \| 288 \| 1.9087 \| 49.001 \| 19.6667 \|
	\| 0.001 \| 49.0 \| 294 \| 1.9677 \| 45.0947 \| 21.0 \|
	\| 0.0019 \| 50.0 \| 300 \| 1.9625 \| 45.491 \| 21.0476 \|
	\| 0.002 \| 51.0 \| 306 \| 1.9372 \| 49.6757 \| 20.5238 \|
	\| 0.001 \| 52.0 \| 312 \| 1.9319 \| 51.4649 \| 20.1905 \|
	\| 0.0062 \| 53.0 \| 318 \| 1.8968 \| 51.4694 \| 20.0 \|
	\| 0.0013 \| 54.0 \| 324 \| 1.8859 \| 50.4794 \| 19.9524 \|
	\| 0.0014 \| 55.0 \| 330 \| 1.9014 \| 49.2881 \| 20.3333 \|
	\| 0.0008 \| 56.0 \| 336 \| 1.9024 \| 51.9622 \| 20.2381 \|
	\| 0.0022 \| 57.0 \| 342 \| 1.9273 \| 48.7743 \| 20.0952 \|
	\| 0.0013 \| 58.0 \| 348 \| 1.9632 \| 49.3723 \| 20.2857 \|
	\| 0.0006 \| 59.0 \| 354 \| 1.9923 \| 48.5337 \| 20.3333 \|
	\| 0.0011 \| 60.0 \| 360 \| 1.9938 \| 49.1061 \| 20.4286 \|
	\| 0.0006 \| 61.0 \| 366 \| 1.9692 \| 48.2225 \| 20.0 \|
	\| 0.1667 \| 62.0 \| 372 \| 1.9649 \| 47.4302 \| 19.8095 \|
	\| 0.0006 \| 63.0 \| 378 \| 1.9827 \| 49.0037 \| 20.0952 \|
	\| 0.0012 \| 64.0 \| 384 \| 1.9765 \| 48.2799 \| 20.0476 \|
	\| 0.0003 \| 65.0 \| 390 \| 1.9955 \| 46.735 \| 19.9048 \|
	\| 0.0002 \| 66.0 \| 396 \| 1.9911 \| 46.4335 \| 19.5238 \|
	\| 0.0007 \| 67.0 \| 402 \| 1.9832 \| 49.2708 \| 19.6667 \|
	\| 0.001 \| 68.0 \| 408 \| 1.9897 \| 47.6271 \| 19.5238 \|
	\| 0.0026 \| 69.0 \| 414 \| 1.9979 \| 47.6271 \| 19.5238 \|
	\| 0.0062 \| 70.0 \| 420 \| 1.9920 \| 47.5221 \| 19.5714 \|
	\| 0.0002 \| 71.0 \| 426 \| 1.9862 \| 50.3982 \| 19.5714 \|
	\| 0.0004 \| 72.0 \| 432 \| 2.0065 \| 48.4579 \| 19.6667 \|
	\| 0.0006 \| 73.0 \| 438 \| 2.0130 \| 49.5911 \| 19.7143 \|
	\| 0.0001 \| 74.0 \| 444 \| 2.0056 \| 49.9929 \| 19.619 \|
	\| 0.0002 \| 75.0 \| 450 \| 2.0018 \| 51.8596 \| 19.619 \|
	\| 0.0007 \| 76.0 \| 456 \| 2.0047 \| 50.8034 \| 19.619 \|
	\| 0.0005 \| 77.0 \| 462 \| 2.0077 \| 50.8034 \| 19.619 \|
	\| 0.0003 \| 78.0 \| 468 \| 2.0133 \| 50.8034 \| 19.619 \|
	\| 0.0007 \| 79.0 \| 474 \| 2.0093 \| 50.0533 \| 19.5714 \|
	\| 0.0002 \| 80.0 \| 480 \| 2.0145 \| 49.7182 \| 19.4762 \|
	\| 0.0014 \| 81.0 \| 486 \| 2.0210 \| 50.7126 \| 19.5238 \|
	\| 0.0003 \| 82.0 \| 492 \| 2.0275 \| 50.7126 \| 19.5238 \|
	\| 0.0007 \| 83.0 \| 498 \| 2.0344 \| 49.5788 \| 19.4762 \|
	\| 0.0004 \| 84.0 \| 504 \| 2.0400 \| 50.7126 \| 19.5238 \|
	\| 0.0002 \| 85.0 \| 510 \| 2.0455 \| 49.6457 \| 19.5238 \|
	\| 0.0003 \| 86.0 \| 516 \| 2.0645 \| 51.9483 \| 19.619 \|
	\| 0.0003 \| 87.0 \| 522 \| 2.0836 \| 51.9483 \| 19.619 \|
	\| 0.0038 \| 88.0 \| 528 \| 2.1076 \| 52.1279 \| 19.6667 \|
	\| 0.0005 \| 89.0 \| 534 \| 2.0981 \| 49.0257 \| 20.0476 \|
	\| 0.0009 \| 90.0 \| 540 \| 2.0852 \| 48.6199 \| 20.0 \|
	\| 0.0003 \| 91.0 \| 546 \| 2.0739 \| 50.5817 \| 19.9524 \|
	\| 0.0002 \| 92.0 \| 552 \| 2.0602 \| 50.1767 \| 19.9048 \|
	\| 0.0002 \| 93.0 \| 558 \| 2.0509 \| 48.7042 \| 20.0 \|
	\| 0.0008 \| 94.0 \| 564 \| 2.0491 \| 48.7042 \| 20.0 \|
	\| 0.0002 \| 95.0 \| 570 \| 2.0517 \| 48.7042 \| 20.0 \|
	\| 0.0003 \| 96.0 \| 576 \| 2.0556 \| 48.7042 \| 20.0 \|
	\| 0.0001 \| 97.0 \| 582 \| 2.0595 \| 52.2333 \| 20.2857 \|
	\| 0.0003 \| 98.0 \| 588 \| 2.0621 \| 52.2333 \| 20.2857 \|
	\| 0.0002 \| 99.0 \| 594 \| 2.0600 \| 54.5804 \| 19.9048 \|
	\| 0.0006 \| 100.0 \| 600 \| 2.0611 \| 54.6318 \| 19.8095 \|
	\| 0.0024 \| 101.0 \| 606 \| 2.0606 \| 54.6318 \| 19.8095 \|
	\| 0.0001 \| 102.0 \| 612 \| 2.0643 \| 53.1448 \| 19.7619 \|
	\| 0.0004 \| 103.0 \| 618 \| 2.0691 \| 55.0274 \| 19.7143 \|
	\| 0.0004 \| 104.0 \| 624 \| 2.0697 \| 52.665 \| 19.4762 \|
	\| 0.0006 \| 105.0 \| 630 \| 2.0826 \| 52.2629 \| 19.5714 \|
	\| 0.0016 \| 106.0 \| 636 \| 2.0972 \| 51.0973 \| 19.6667 \|
	\| 0.0001 \| 107.0 \| 642 \| 2.0833 \| 53.8477 \| 19.9524 \|
	\| 0.0034 \| 108.0 \| 648 \| 2.0480 \| 55.0274 \| 19.8095 \|
	\| 0.0002 \| 109.0 \| 654 \| 2.0149 \| 51.2345 \| 19.5238 \|
	\| 0.0008 \| 110.0 \| 660 \| 1.9959 \| 51.9978 \| 19.5238 \|
	\| 0.0001 \| 111.0 \| 666 \| 1.9890 \| 51.9978 \| 19.5238 \|
	\| 0.0003 \| 112.0 \| 672 \| 1.9883 \| 52.9513 \| 20.0476 \|
	\| 0.0003 \| 113.0 \| 678 \| 1.9922 \| 52.1948 \| 20.0952 \|
	\| 0.0007 \| 114.0 \| 684 \| 1.9985 \| 52.1948 \| 20.0952 \|
	\| 0.0001 \| 115.0 \| 690 \| 2.0007 \| 52.1948 \| 20.0952 \|
	\| 0.0001 \| 116.0 \| 696 \| 2.0050 \| 52.1948 \| 20.1429 \|
	\| 0.0001 \| 117.0 \| 702 \| 2.0106 \| 51.5427 \| 20.3333 \|
	\| 0.0001 \| 118.0 \| 708 \| 2.0158 \| 52.309 \| 20.2381 \|
	\| 0.0005 \| 119.0 \| 714 \| 2.0206 \| 52.309 \| 20.2381 \|
	\| 0.0001 \| 120.0 \| 720 \| 2.0259 \| 51.056 \| 20.4762 \|
	\| 0.0001 \| 121.0 \| 726 \| 2.0301 \| 51.056 \| 20.4762 \|
	\| 0.0005 \| 122.0 \| 732 \| 2.0340 \| 51.1742 \| 20.2381 \|
	\| 0.0001 \| 123.0 \| 738 \| 2.0380 \| 51.1742 \| 20.2381 \|
	\| 0.0004 \| 124.0 \| 744 \| 2.0422 \| 50.7642 \| 20.5238 \|
	\| 0.0002 \| 125.0 \| 750 \| 2.0461 \| 50.7642 \| 20.5238 \|
	\| 0.0002 \| 126.0 \| 756 \| 2.0506 \| 50.7642 \| 20.5238 \|
	\| 0.0001 \| 127.0 \| 762 \| 2.0536 \| 50.7642 \| 20.5238 \|
	\| 0.0004 \| 128.0 \| 768 \| 2.0558 \| 50.7642 \| 20.5238 \|
	\| 0.0001 \| 129.0 \| 774 \| 2.0581 \| 49.0869 \| 20.4762 \|
	\| 0.0003 \| 130.0 \| 780 \| 2.0599 \| 48.862 \| 20.4286 \|
	\| 0.0002 \| 131.0 \| 786 \| 2.0627 \| 48.862 \| 20.4286 \|
	\| 0.0003 \| 132.0 \| 792 \| 2.0682 \| 49.0869 \| 20.4762 \|
	\| 0.0002 \| 133.0 \| 798 \| 2.0741 \| 48.2505 \| 20.4762 \|
	\| 0.0002 \| 134.0 \| 804 \| 2.0786 \| 48.2505 \| 20.4762 \|
	\| 0.0001 \| 135.0 \| 810 \| 2.0823 \| 50.1384 \| 20.4762 \|
	\| 0.0001 \| 136.0 \| 816 \| 2.0866 \| 50.7642 \| 20.381 \|
	\| 0.0009 \| 137.0 \| 822 \| 2.0906 \| 52.2243 \| 20.1429 \|
	\| 0.0002 \| 138.0 \| 828 \| 2.0976 \| 50.7642 \| 20.381 \|
	\| 0.0001 \| 139.0 \| 834 \| 2.1012 \| 50.7642 \| 20.381 \|
	\| 0.0001 \| 140.0 \| 840 \| 2.1034 \| 52.2243 \| 20.1429 \|
	\| 0.0002 \| 141.0 \| 846 \| 2.1071 \| 50.7642 \| 20.381 \|
	\| 0.0006 \| 142.0 \| 852 \| 2.1114 \| 50.7642 \| 20.381 \|
	\| 0.0001 \| 143.0 \| 858 \| 2.1146 \| 51.1742 \| 20.0952 \|
	\| 0.0001 \| 144.0 \| 864 \| 2.1153 \| 50.1384 \| 20.4762 \|
	\| 0.0005 \| 145.0 \| 870 \| 2.1157 \| 49.3118 \| 20.5238 \|
	\| 0.0001 \| 146.0 \| 876 \| 2.1163 \| 51.1742 \| 20.0952 \|
	\| 0.0 \| 147.0 \| 882 \| 2.1208 \| 50.6075 \| 20.0 \|
	\| 0.0001 \| 148.0 \| 888 \| 2.1241 \| 50.6304 \| 19.9524 \|
	\| 0.0005 \| 149.0 \| 894 \| 2.1266 \| 50.6304 \| 19.9524 \|
	\| 0.0001 \| 150.0 \| 900 \| 2.1281 \| 50.5867 \| 19.9524 \|
	\| 0.0001 \| 151.0 \| 906 \| 2.1298 \| 50.5867 \| 19.9524 \|
	\| 0.0002 \| 152.0 \| 912 \| 2.1316 \| 50.5867 \| 19.9524 \|
	\| 0.0009 \| 153.0 \| 918 \| 2.1321 \| 49.3558 \| 20.3333 \|
	\| 0.0 \| 154.0 \| 924 \| 2.1318 \| 49.3558 \| 20.3333 \|
	\| 0.0003 \| 155.0 \| 930 \| 2.1318 \| 49.3558 \| 20.3333 \|
	\| 0.0 \| 156.0 \| 936 \| 2.1325 \| 49.3558 \| 20.3333 \|
	\| 0.0004 \| 157.0 \| 942 \| 2.1341 \| 50.479 \| 20.381 \|
	\| 0.0 \| 158.0 \| 948 \| 2.1346 \| 50.479 \| 20.381 \|
	\| 0.0003 \| 159.0 \| 954 \| 2.1354 \| 50.479 \| 20.381 \|
	\| 0.0 \| 160.0 \| 960 \| 2.1363 \| 50.479 \| 20.381 \|
	\| 0.0001 \| 161.0 \| 966 \| 2.1373 \| 50.479 \| 20.381 \|
	\| 0.0 \| 162.0 \| 972 \| 2.1380 \| 50.479 \| 20.381 \|
	\| 0.0052 \| 163.0 \| 978 \| 2.1380 \| 50.479 \| 20.381 \|
	\| 0.0001 \| 164.0 \| 984 \| 2.1432 \| 50.479 \| 20.381 \|
	\| 0.0001 \| 165.0 \| 990 \| 2.1467 \| 50.479 \| 20.381 \|
	\| 0.0001 \| 166.0 \| 996 \| 2.1513 \| 50.479 \| 20.381 \|
	\| 0.0001 \| 167.0 \| 1002 \| 2.1546 \| 50.5235 \| 20.381 \|
	\| 0.0005 \| 168.0 \| 1008 \| 2.1553 \| 51.6955 \| 20.2857 \|
	\| 0.0001 \| 169.0 \| 1014 \| 2.1543 \| 53.8019 \| 20.0 \|
	\| 0.0002 \| 170.0 \| 1020 \| 2.1542 \| 53.8019 \| 20.0 \|
	\| 0.0 \| 171.0 \| 1026 \| 2.1548 \| 53.8521 \| 19.7143 \|
	\| 0.0 \| 172.0 \| 1032 \| 2.1555 \| 53.8521 \| 19.7143 \|
	\| 0.0003 \| 173.0 \| 1038 \| 2.1462 \| 53.8521 \| 19.7143 \|
	\| 0.0001 \| 174.0 \| 1044 \| 2.1291 \| 52.7023 \| 19.7143 \|
	\| 0.0001 \| 175.0 \| 1050 \| 2.1304 \| 50.3338 \| 19.381 \|
	\| 0.0 \| 176.0 \| 1056 \| 2.0798 \| 50.3141 \| 19.4286 \|
	\| 0.0 \| 177.0 \| 1062 \| 2.0432 \| 47.7624 \| 20.0 \|
	\| 0.0001 \| 178.0 \| 1068 \| 2.0438 \| 47.7436 \| 20.1429 \|
	\| 0.0003 \| 179.0 \| 1074 \| 2.0437 \| 47.7244 \| 20.1429 \|
	\| 0.0001 \| 180.0 \| 1080 \| 2.0524 \| 51.3154 \| 20.1905 \|
	\| 0.0006 \| 181.0 \| 1086 \| 2.0644 \| 50.843 \| 20.2381 \|
	\| 0.0001 \| 182.0 \| 1092 \| 2.1083 \| 50.6743 \| 20.0952 \|
	\| 0.0 \| 183.0 \| 1098 \| 2.1264 \| 47.6199 \| 19.8095 \|
	\| 0.0001 \| 184.0 \| 1104 \| 2.1199 \| 45.1537 \| 19.5238 \|
	\| 0.0013 \| 185.0 \| 1110 \| 2.1204 \| 46.9434 \| 19.7619 \|
	\| 0.0001 \| 186.0 \| 1116 \| 2.1338 \| 49.9344 \| 20.381 \|
	\| 0.0008 \| 187.0 \| 1122 \| 2.1509 \| 51.8455 \| 19.9524 \|
	\| 0.0001 \| 188.0 \| 1128 \| 2.1949 \| 51.3978 \| 19.8095 \|
	\| 0.0001 \| 189.0 \| 1134 \| 2.2056 \| 53.87 \| 19.6667 \|
	\| 0.0002 \| 190.0 \| 1140 \| 2.1266 \| 49.0503 \| 20.9524 \|
	\| 0.0005 \| 191.0 \| 1146 \| 2.1215 \| 50.0876 \| 20.9048 \|
	\| 0.0002 \| 192.0 \| 1152 \| 2.0713 \| 50.0199 \| 20.0476 \|
	\| 0.0006 \| 193.0 \| 1158 \| 2.0728 \| 49.5668 \| 19.8095 \|
	\| 0.0001 \| 194.0 \| 1164 \| 2.1020 \| 48.7331 \| 20.4286 \|
	\| 0.0001 \| 195.0 \| 1170 \| 2.1143 \| 50.1215 \| 20.2857 \|
	\| 0.0002 \| 196.0 \| 1176 \| 2.0750 \| 49.983 \| 20.9524 \|
	\| 0.0003 \| 197.0 \| 1182 \| 1.9591 \| 52.5796 \| 19.8571 \|
	\| 0.0003 \| 198.0 \| 1188 \| 1.9419 \| 49.5994 \| 19.8571 \|
	\| 0.0003 \| 199.0 \| 1194 \| 1.9659 \| 47.6525 \| 20.7619 \|
	\| 0.0013 \| 200.0 \| 1200 \| 1.9903 \| 47.7076 \| 20.4286 \|
	\| 0.0003 \| 201.0 \| 1206 \| 2.0053 \| 46.0621 \| 20.0952 \|
	\| 0.0003 \| 202.0 \| 1212 \| 2.0320 \| 47.1943 \| 20.1429 \|
	\| 0.0006 \| 203.0 \| 1218 \| 2.0508 \| 45.6812 \| 20.0952 \|
	\| 0.0014 \| 204.0 \| 1224 \| 2.0534 \| 45.8767 \| 20.1905 \|
	\| 0.0002 \| 205.0 \| 1230 \| 2.0415 \| 46.633 \| 20.1429 \|
	\| 0.0035 \| 206.0 \| 1236 \| 2.0424 \| 44.5798 \| 19.9524 \|
	\| 0.0005 \| 207.0 \| 1242 \| 2.0165 \| 45.2633 \| 19.8571 \|
	\| 0.0001 \| 208.0 \| 1248 \| 2.0307 \| 47.6459 \| 20.0 \|
	\| 0.0016 \| 209.0 \| 1254 \| 2.0661 \| 48.8307 \| 20.7619 \|
	\| 0.0006 \| 210.0 \| 1260 \| 2.0939 \| 48.992 \| 20.5714 \|
	\| 0.0001 \| 211.0 \| 1266 \| 2.1039 \| 49.2669 \| 20.5714 \|
	\| 0.0001 \| 212.0 \| 1272 \| 2.1057 \| 49.4961 \| 20.7619 \|
	\| 0.0001 \| 213.0 \| 1278 \| 2.1076 \| 49.4813 \| 20.4286 \|
	\| 0.0001 \| 214.0 \| 1284 \| 2.1059 \| 49.973 \| 20.3333 \|
	\| 0.0004 \| 215.0 \| 1290 \| 2.1045 \| 49.7227 \| 20.2857 \|
	\| 0.0014 \| 216.0 \| 1296 \| 2.1148 \| 48.4398 \| 20.381 \|
	\| 0.0001 \| 217.0 \| 1302 \| 2.1612 \| 49.2202 \| 20.5714 \|
	\| 0.0005 \| 218.0 \| 1308 \| 2.1941 \| 46.6581 \| 21.0476 \|
	\| 0.0006 \| 219.0 \| 1314 \| 2.2119 \| 46.6703 \| 20.9048 \|
	\| 0.0002 \| 220.0 \| 1320 \| 2.1986 \| 45.8806 \| 21.0476 \|
	\| 0.0001 \| 221.0 \| 1326 \| 2.1711 \| 46.8083 \| 20.7619 \|
	\| 0.0006 \| 222.0 \| 1332 \| 2.1572 \| 46.8083 \| 20.7619 \|
	\| 0.0102 \| 223.0 \| 1338 \| 2.1339 \| 48.1926 \| 20.4286 \|
	\| 0.0003 \| 224.0 \| 1344 \| 2.0926 \| 48.7288 \| 20.3333 \|
	\| 0.2973 \| 225.0 \| 1350 \| 2.1248 \| 49.4645 \| 20.5238 \|
	\| 0.0 \| 226.0 \| 1356 \| 2.1955 \| 46.7165 \| 20.7619 \|
	\| 0.0001 \| 227.0 \| 1362 \| 2.1353 \| 50.381 \| 20.5714 \|
	\| 0.0001 \| 228.0 \| 1368 \| 2.0547 \| 50.8303 \| 20.0476 \|
	\| 0.0001 \| 229.0 \| 1374 \| 1.9967 \| 47.8055 \| 19.7619 \|
	\| 0.0001 \| 230.0 \| 1380 \| 1.9714 \| 48.2664 \| 19.9048 \|
	\| 0.0003 \| 231.0 \| 1386 \| 1.9728 \| 47.4206 \| 20.0 \|
	\| 0.0002 \| 232.0 \| 1392 \| 1.9759 \| 48.2275 \| 19.9048 \|
	\| 0.0025 \| 233.0 \| 1398 \| 1.9796 \| 47.7789 \| 20.0476 \|
	\| 0.0001 \| 234.0 \| 1404 \| 1.9915 \| 46.5661 \| 20.2857 \|
	\| 0.0001 \| 235.0 \| 1410 \| 2.0214 \| 45.9259 \| 20.0476 \|
	\| 0.0001 \| 236.0 \| 1416 \| 2.0512 \| 45.9259 \| 20.0476 \|
	\| 0.0001 \| 237.0 \| 1422 \| 2.0702 \| 45.9259 \| 20.0476 \|
	\| 0.0006 \| 238.0 \| 1428 \| 2.0808 \| 46.7359 \| 19.9524 \|
	\| 0.0001 \| 239.0 \| 1434 \| 2.0863 \| 45.5803 \| 19.5714 \|
	\| 0.0001 \| 240.0 \| 1440 \| 2.0899 \| 45.5803 \| 19.5714 \|
	\| 0.0003 \| 241.0 \| 1446 \| 2.0954 \| 45.574 \| 20.0952 \|
	\| 0.0 \| 242.0 \| 1452 \| 2.1013 \| 47.0915 \| 20.2857 \|
	\| 0.0003 \| 243.0 \| 1458 \| 2.1052 \| 47.0723 \| 20.1429 \|
	\| 0.0003 \| 244.0 \| 1464 \| 2.1076 \| 47.0281 \| 20.0952 \|
	\| 0.0002 \| 245.0 \| 1470 \| 2.1108 \| 45.4934 \| 20.0476 \|
	\| 0.0001 \| 246.0 \| 1476 \| 2.1124 \| 45.4934 \| 20.0476 \|
	\| 0.0003 \| 247.0 \| 1482 \| 2.1137 \| 45.8284 \| 20.3333 \|
	\| 0.0001 \| 248.0 \| 1488 \| 2.1158 \| 45.8284 \| 20.3333 \|
	\| 0.0001 \| 249.0 \| 1494 \| 2.1176 \| 45.8284 \| 20.3333 \|
	\| 0.0 \| 250.0 \| 1500 \| 2.1193 \| 45.4934 \| 20.0476 \|
	\| 0.0015 \| 251.0 \| 1506 \| 2.1208 \| 45.4934 \| 20.0476 \|
	\| 0.0001 \| 252.0 \| 1512 \| 2.1222 \| 45.512 \| 20.0952 \|
	\| 0.0001 \| 253.0 \| 1518 \| 2.1234 \| 45.512 \| 20.0952 \|
	\| 0.0001 \| 254.0 \| 1524 \| 2.1253 \| 45.512 \| 20.0952 \|
	\| 0.0004 \| 255.0 \| 1530 \| 2.1266 \| 45.512 \| 20.0952 \|
	\| 0.0008 \| 256.0 \| 1536 \| 2.1280 \| 45.512 \| 20.0952 \|
	\| 0.0001 \| 257.0 \| 1542 \| 2.1326 \| 45.512 \| 20.0952 \|
	\| 0.0001 \| 258.0 \| 1548 \| 2.1868 \| 45.3968 \| 20.2381 \|
	\| 0.0001 \| 259.0 \| 1554 \| 2.2196 \| 45.7643 \| 20.5714 \|
	\| 0.0 \| 260.0 \| 1560 \| 2.2238 \| 47.9478 \| 19.8095 \|
	\| 0.0001 \| 261.0 \| 1566 \| 2.1992 \| 46.66 \| 20.4286 \|
	\| 0.0002 \| 262.0 \| 1572 \| 2.1599 \| 46.4694 \| 20.1429 \|
	\| 0.0002 \| 263.0 \| 1578 \| 2.1418 \| 49.4284 \| 20.3333 \|
	\| 0.0002 \| 264.0 \| 1584 \| 2.1377 \| 46.8936 \| 20.1905 \|
	\| 0.0006 \| 265.0 \| 1590 \| 2.1559 \| 46.4694 \| 20.2857 \|
	\| 0.0005 \| 266.0 \| 1596 \| 2.1897 \| 48.0993 \| 20.381 \|
	\| 0.0002 \| 267.0 \| 1602 \| 2.2092 \| 47.1607 \| 20.4762 \|
	\| 0.0003 \| 268.0 \| 1608 \| 2.2165 \| 47.1685 \| 20.5238 \|
	\| 0.0001 \| 269.0 \| 1614 \| 2.2186 \| 48.1068 \| 20.4286 \|
	\| 0.0001 \| 270.0 \| 1620 \| 2.2182 \| 48.0643 \| 20.381 \|
	\| 0.0002 \| 271.0 \| 1626 \| 2.2189 \| 48.8767 \| 20.4762 \|
	\| 0.0009 \| 272.0 \| 1632 \| 2.2200 \| 48.8767 \| 20.4762 \|
	\| 0.0002 \| 273.0 \| 1638 \| 2.2225 \| 47.257 \| 20.381 \|
	\| 0.0002 \| 274.0 \| 1644 \| 2.2289 \| 47.257 \| 20.381 \|
	\| 0.0001 \| 275.0 \| 1650 \| 2.2403 \| 47.257 \| 20.381 \|
	\| 0.0001 \| 276.0 \| 1656 \| 2.2460 \| 47.2914 \| 20.381 \|
	\| 0.0003 \| 277.0 \| 1662 \| 2.2549 \| 48.9183 \| 20.5238 \|
	\| 0.0001 \| 278.0 \| 1668 \| 2.2598 \| 48.9183 \| 20.5238 \|
	\| 0.0001 \| 279.0 \| 1674 \| 2.2622 \| 48.9183 \| 20.5238 \|
	\| 0.0005 \| 280.0 \| 1680 \| 2.2651 \| 48.9183 \| 20.5238 \|
	\| 0.0 \| 281.0 \| 1686 \| 2.2663 \| 48.9183 \| 20.5238 \|
	\| 0.0 \| 282.0 \| 1692 \| 2.2666 \| 48.9183 \| 20.5238 \|
	\| 0.0 \| 283.0 \| 1698 \| 2.2660 \| 47.2988 \| 20.4286 \|
	\| 0.0 \| 284.0 \| 1704 \| 2.2620 \| 47.2988 \| 20.4286 \|
	\| 0.0001 \| 285.0 \| 1710 \| 2.2595 \| 47.2988 \| 20.2857 \|
	\| 0.0 \| 286.0 \| 1716 \| 2.2580 \| 47.2988 \| 20.2857 \|
	\| 0.0001 \| 287.0 \| 1722 \| 2.2564 \| 47.2988 \| 20.2857 \|
	\| 0.0 \| 288.0 \| 1728 \| 2.2553 \| 46.9445 \| 20.0476 \|
	\| 0.0001 \| 289.0 \| 1734 \| 2.2553 \| 46.9445 \| 20.0476 \|
	\| 0.0001 \| 290.0 \| 1740 \| 2.2562 \| 46.4768 \| 20.1429 \|
	\| 0.0001 \| 291.0 \| 1746 \| 2.2567 \| 48.9183 \| 20.5238 \|
	\| 0.0001 \| 292.0 \| 1752 \| 2.2563 \| 48.9183 \| 20.5238 \|
	\| 0.0001 \| 293.0 \| 1758 \| 2.2562 \| 48.9183 \| 20.5238 \|
	\| 0.0 \| 294.0 \| 1764 \| 2.2566 \| 46.4768 \| 20.2857 \|
	\| 0.0 \| 295.0 \| 1770 \| 2.2568 \| 46.4768 \| 20.2857 \|
	\| 0.0 \| 296.0 \| 1776 \| 2.2570 \| 46.6807 \| 20.5238 \|
	\| 0.0002 \| 297.0 \| 1782 \| 2.2577 \| 46.6807 \| 20.5238 \|
	\| 0.0 \| 298.0 \| 1788 \| 2.2586 \| 46.6807 \| 20.5238 \|
	\| 0.0 \| 299.0 \| 1794 \| 2.2587 \| 46.6807 \| 20.5238 \|
	\| 0.0002 \| 300.0 \| 1800 \| 2.2590 \| 47.1779 \| 20.4286 \|
	\| 0.0 \| 301.0 \| 1806 \| 2.2599 \| 46.7979 \| 20.4286 \|
	\| 0.0 \| 302.0 \| 1812 \| 2.2607 \| 46.7979 \| 20.4286 \|
	\| 0.0 \| 303.0 \| 1818 \| 2.2612 \| 46.7979 \| 20.4286 \|
	\| 0.0001 \| 304.0 \| 1824 \| 2.2636 \| 47.4812 \| 20.5238 \|
	\| 0.0 \| 305.0 \| 1830 \| 2.2967 \| 46.6592 \| 20.5714 \|
	\| 0.0001 \| 306.0 \| 1836 \| 2.3152 \| 45.6495 \| 20.1905 \|
	\| 0.0 \| 307.0 \| 1842 \| 2.3223 \| 45.6495 \| 20.1905 \|
	\| 0.0041 \| 308.0 \| 1848 \| 2.3132 \| 46.3486 \| 20.1905 \|
	\| 0.0001 \| 309.0 \| 1854 \| 2.2839 \| 46.6149 \| 20.5714 \|
	\| 0.0001 \| 310.0 \| 1860 \| 2.2739 \| 46.7461 \| 20.9524 \|
	\| 0.0001 \| 311.0 \| 1866 \| 2.2741 \| 48.816 \| 21.0 \|
	\| 0.0001 \| 312.0 \| 1872 \| 2.2815 \| 48.816 \| 21.0 \|
	\| 0.0008 \| 313.0 \| 1878 \| 2.2861 \| 49.7977 \| 20.8095 \|
	\| 0.0001 \| 314.0 \| 1884 \| 2.2888 \| 49.7977 \| 20.8095 \|
	\| 0.0005 \| 315.0 \| 1890 \| 2.2884 \| 49.7977 \| 20.8095 \|
	\| 0.0002 \| 316.0 \| 1896 \| 2.2930 \| 49.5982 \| 20.8571 \|
	\| 0.0001 \| 317.0 \| 1902 \| 2.2943 \| 49.5982 \| 20.8571 \|
	\| 0.0 \| 318.0 \| 1908 \| 2.2929 \| 49.4561 \| 20.8571 \|
	\| 0.0001 \| 319.0 \| 1914 \| 2.2910 \| 49.4561 \| 20.8571 \|
	\| 0.0002 \| 320.0 \| 1920 \| 2.2895 \| 49.4561 \| 20.7619 \|
	\| 0.0 \| 321.0 \| 1926 \| 2.2867 \| 49.4561 \| 20.7619 \|
	\| 0.0002 \| 322.0 \| 1932 \| 2.2848 \| 49.6545 \| 20.7143 \|
	\| 0.0001 \| 323.0 \| 1938 \| 2.2833 \| 49.6545 \| 20.7143 \|
	\| 0.0001 \| 324.0 \| 1944 \| 2.2808 \| 49.6545 \| 20.8095 \|
	\| 0.0002 \| 325.0 \| 1950 \| 2.2789 \| 49.6545 \| 20.8095 \|
	\| 0.0 \| 326.0 \| 1956 \| 2.2777 \| 49.6545 \| 20.8095 \|
	\| 0.0002 \| 327.0 \| 1962 \| 2.2769 \| 49.6545 \| 20.8095 \|
	\| 0.0003 \| 328.0 \| 1968 \| 2.2766 \| 49.6545 \| 20.8095 \|
	\| 0.0001 \| 329.0 \| 1974 \| 2.2767 \| 47.3641 \| 20.7143 \|
	\| 0.0 \| 330.0 \| 1980 \| 2.2768 \| 47.3641 \| 20.7143 \|
	\| 0.0001 \| 331.0 \| 1986 \| 2.2768 \| 47.5556 \| 20.6667 \|
	\| 0.0007 \| 332.0 \| 1992 \| 2.2768 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 333.0 \| 1998 \| 2.2775 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 334.0 \| 2004 \| 2.2780 \| 47.5556 \| 20.6667 \|
	\| 0.0 \| 335.0 \| 2010 \| 2.2779 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 336.0 \| 2016 \| 2.2775 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 337.0 \| 2022 \| 2.2774 \| 47.5556 \| 20.6667 \|
	\| 0.0002 \| 338.0 \| 2028 \| 2.2773 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 339.0 \| 2034 \| 2.2774 \| 47.5556 \| 20.6667 \|
	\| 0.0 \| 340.0 \| 2040 \| 2.2774 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 341.0 \| 2046 \| 2.2777 \| 47.5556 \| 20.6667 \|
	\| 0.0 \| 342.0 \| 2052 \| 2.2785 \| 47.5556 \| 20.6667 \|
	\| 0.0 \| 343.0 \| 2058 \| 2.2789 \| 47.5556 \| 20.6667 \|
	\| 0.0 \| 344.0 \| 2064 \| 2.2792 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 345.0 \| 2070 \| 2.2792 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 346.0 \| 2076 \| 2.2788 \| 47.5556 \| 20.6667 \|
	\| 0.0001 \| 347.0 \| 2082 \| 2.2777 \| 47.5556 \| 20.6667 \|
	\| 0.0 \| 348.0 \| 2088 \| 2.2765 \| 47.5556 \| 20.5714 \|
	\| 0.0001 \| 349.0 \| 2094 \| 2.2759 \| 47.6855 \| 20.5238 \|
	\| 0.0 \| 350.0 \| 2100 \| 2.2759 \| 47.6855 \| 20.5238 \|
	\| 0.0 \| 351.0 \| 2106 \| 2.2765 \| 47.6855 \| 20.5238 \|
	\| 0.0001 \| 352.0 \| 2112 \| 2.2770 \| 47.7313 \| 20.4286 \|
	\| 0.0001 \| 353.0 \| 2118 \| 2.2771 \| 47.7313 \| 20.4286 \|
	\| 0.0001 \| 354.0 \| 2124 \| 2.2781 \| 47.7313 \| 20.4286 \|
	\| 0.0003 \| 355.0 \| 2130 \| 2.2793 \| 47.7313 \| 20.4286 \|
	\| 0.0 \| 356.0 \| 2136 \| 2.2799 \| 47.7313 \| 20.4286 \|
	\| 0.0 \| 357.0 \| 2142 \| 2.2795 \| 47.7313 \| 20.5238 \|
	\| 0.0 \| 358.0 \| 2148 \| 2.2785 \| 47.7313 \| 20.5238 \|
	\| 0.0 \| 359.0 \| 2154 \| 2.2731 \| 47.7313 \| 20.5238 \|
	\| 0.0001 \| 360.0 \| 2160 \| 2.2700 \| 49.0445 \| 20.5238 \|
	\| 0.0001 \| 361.0 \| 2166 \| 2.2729 \| 47.4186 \| 20.5238 \|
	\| 0.0001 \| 362.0 \| 2172 \| 2.2738 \| 47.6535 \| 20.619 \|
	\| 0.0003 \| 363.0 \| 2178 \| 2.2749 \| 47.6535 \| 20.619 \|
	\| 0.0 \| 364.0 \| 2184 \| 2.2764 \| 49.934 \| 20.7619 \|
	\| 0.0 \| 365.0 \| 2190 \| 2.2767 \| 49.934 \| 20.7619 \|
	\| 0.0 \| 366.0 \| 2196 \| 2.2777 \| 47.6535 \| 20.619 \|
	\| 0.0001 \| 367.0 \| 2202 \| 2.2781 \| 47.6535 \| 20.619 \|
	\| 0.0 \| 368.0 \| 2208 \| 2.2782 \| 47.6535 \| 20.619 \|
	\| 0.0001 \| 369.0 \| 2214 \| 2.2793 \| 47.6535 \| 20.619 \|
	\| 0.0001 \| 370.0 \| 2220 \| 2.2813 \| 47.6535 \| 20.619 \|
	\| 0.0 \| 371.0 \| 2226 \| 2.2825 \| 47.6535 \| 20.619 \|
	\| 0.0 \| 372.0 \| 2232 \| 2.2829 \| 47.6535 \| 20.619 \|
	\| 0.0 \| 373.0 \| 2238 \| 2.2829 \| 47.6535 \| 20.619 \|
	\| 0.0 \| 374.0 \| 2244 \| 2.2835 \| 47.6535 \| 20.619 \|
	\| 0.0001 \| 375.0 \| 2250 \| 2.2839 \| 47.6535 \| 20.5238 \|
	\| 0.0 \| 376.0 \| 2256 \| 2.2813 \| 47.7313 \| 20.4286 \|
	\| 0.0 \| 377.0 \| 2262 \| 2.2799 \| 47.7313 \| 20.4286 \|
	\| 0.0 \| 378.0 \| 2268 \| 2.2905 \| 49.934 \| 20.6667 \|
	\| 0.0003 \| 379.0 \| 2274 \| 2.2987 \| 49.4003 \| 20.8571 \|
	\| 0.0 \| 380.0 \| 2280 \| 2.3031 \| 49.4003 \| 20.8571 \|
	\| 0.0 \| 381.0 \| 2286 \| 2.2846 \| 49.9567 \| 20.4762 \|
	\| 0.0 \| 382.0 \| 2292 \| 2.2619 \| 50.5242 \| 20.4286 \|
	\| 0.0001 \| 383.0 \| 2298 \| 2.2513 \| 48.6789 \| 20.1905 \|
	\| 0.0001 \| 384.0 \| 2304 \| 2.2479 \| 48.7115 \| 20.1905 \|
	\| 0.0 \| 385.0 \| 2310 \| 2.2467 \| 50.4157 \| 20.1905 \|
	\| 0.0 \| 386.0 \| 2316 \| 2.2465 \| 50.4157 \| 20.1905 \|
	\| 0.0001 \| 387.0 \| 2322 \| 2.2470 \| 50.4157 \| 20.1905 \|
	\| 0.0001 \| 388.0 \| 2328 \| 2.2464 \| 48.7115 \| 20.1905 \|
	\| 0.0 \| 389.0 \| 2334 \| 2.2461 \| 48.7115 \| 20.1905 \|
	\| 0.0 \| 390.0 \| 2340 \| 2.2467 \| 48.6789 \| 20.1905 \|
	\| 0.0 \| 391.0 \| 2346 \| 2.2471 \| 48.7431 \| 20.2381 \|
	\| 0.0001 \| 392.0 \| 2352 \| 2.2475 \| 48.7431 \| 20.2381 \|
	\| 0.0 \| 393.0 \| 2358 \| 2.2481 \| 48.7431 \| 20.2381 \|
	\| 0.0 \| 394.0 \| 2364 \| 2.2485 \| 48.7431 \| 20.2381 \|
	\| 0.0001 \| 395.0 \| 2370 \| 2.2492 \| 48.7431 \| 20.2381 \|
	\| 0.0 \| 396.0 \| 2376 \| 2.2494 \| 48.7431 \| 20.2381 \|
	\| 0.0001 \| 397.0 \| 2382 \| 2.2496 \| 48.7431 \| 20.2381 \|
	\| 0.0002 \| 398.0 \| 2388 \| 2.2498 \| 48.7018 \| 20.1905 \|
	\| 0.0 \| 399.0 \| 2394 \| 2.2499 \| 48.7351 \| 20.1905 \|
	\| 0.0 \| 400.0 \| 2400 \| 2.2502 \| 48.7351 \| 20.1905 \|
	\| 0.0001 \| 401.0 \| 2406 \| 2.2506 \| 48.7351 \| 20.1905 \|
	\| 0.0001 \| 402.0 \| 2412 \| 2.2511 \| 48.7351 \| 20.1905 \|
	\| 0.0 \| 403.0 \| 2418 \| 2.2514 \| 48.7351 \| 20.1905 \|
	\| 0.0 \| 404.0 \| 2424 \| 2.2518 \| 48.7351 \| 20.0952 \|
	\| 0.0003 \| 405.0 \| 2430 \| 2.2524 \| 48.7351 \| 20.0952 \|
	\| 0.0001 \| 406.0 \| 2436 \| 2.2537 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 407.0 \| 2442 \| 2.2551 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 408.0 \| 2448 \| 2.2561 \| 48.7018 \| 20.0952 \|
	\| 0.0 \| 409.0 \| 2454 \| 2.2570 \| 48.7351 \| 20.0952 \|
	\| 0.0001 \| 410.0 \| 2460 \| 2.2578 \| 48.7351 \| 20.0952 \|
	\| 0.0002 \| 411.0 \| 2466 \| 2.2585 \| 48.7351 \| 20.0952 \|
	\| 0.0001 \| 412.0 \| 2472 \| 2.2593 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 413.0 \| 2478 \| 2.2597 \| 48.7351 \| 20.0952 \|
	\| 0.0002 \| 414.0 \| 2484 \| 2.2600 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 415.0 \| 2490 \| 2.2604 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 416.0 \| 2496 \| 2.2609 \| 48.7351 \| 20.0952 \|
	\| 0.0002 \| 417.0 \| 2502 \| 2.2613 \| 48.7351 \| 20.0952 \|
	\| 0.0004 \| 418.0 \| 2508 \| 2.2620 \| 48.7351 \| 20.0952 \|
	\| 0.0001 \| 419.0 \| 2514 \| 2.2630 \| 48.7351 \| 20.0952 \|
	\| 0.0001 \| 420.0 \| 2520 \| 2.2636 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 421.0 \| 2526 \| 2.2641 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 422.0 \| 2532 \| 2.2645 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 423.0 \| 2538 \| 2.2648 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 424.0 \| 2544 \| 2.2651 \| 48.7351 \| 20.0952 \|
	\| 0.0002 \| 425.0 \| 2550 \| 2.2644 \| 48.7351 \| 20.0952 \|
	\| 0.0001 \| 426.0 \| 2556 \| 2.2629 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 427.0 \| 2562 \| 2.2622 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 428.0 \| 2568 \| 2.2613 \| 48.7351 \| 20.0952 \|
	\| 0.0 \| 429.0 \| 2574 \| 2.2700 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 430.0 \| 2580 \| 2.2775 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 431.0 \| 2586 \| 2.2809 \| 49.9567 \| 20.4762 \|
	\| 0.0001 \| 432.0 \| 2592 \| 2.2739 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 433.0 \| 2598 \| 2.2711 \| 47.4728 \| 20.381 \|
	\| 0.0002 \| 434.0 \| 2604 \| 2.2701 \| 47.4728 \| 20.381 \|
	\| 0.0 \| 435.0 \| 2610 \| 2.2703 \| 47.4728 \| 20.381 \|
	\| 0.0001 \| 436.0 \| 2616 \| 2.2705 \| 49.9328 \| 20.5238 \|
	\| 0.0 \| 437.0 \| 2622 \| 2.2710 \| 49.8173 \| 20.381 \|
	\| 0.0001 \| 438.0 \| 2628 \| 2.2712 \| 49.8173 \| 20.381 \|
	\| 0.0 \| 439.0 \| 2634 \| 2.2712 \| 49.8173 \| 20.381 \|
	\| 0.0 \| 440.0 \| 2640 \| 2.2713 \| 49.8173 \| 20.381 \|
	\| 0.0 \| 441.0 \| 2646 \| 2.2717 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 442.0 \| 2652 \| 2.2721 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 443.0 \| 2658 \| 2.2724 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 444.0 \| 2664 \| 2.2727 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 445.0 \| 2670 \| 2.2730 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 446.0 \| 2676 \| 2.2732 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 447.0 \| 2682 \| 2.2734 \| 47.7358 \| 20.2381 \|
	\| 0.0002 \| 448.0 \| 2688 \| 2.2735 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 449.0 \| 2694 \| 2.2736 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 450.0 \| 2700 \| 2.2739 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 451.0 \| 2706 \| 2.2741 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 452.0 \| 2712 \| 2.2743 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 453.0 \| 2718 \| 2.2747 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 454.0 \| 2724 \| 2.2747 \| 47.7358 \| 20.2381 \|
	\| 0.0002 \| 455.0 \| 2730 \| 2.2745 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 456.0 \| 2736 \| 2.2744 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 457.0 \| 2742 \| 2.2744 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 458.0 \| 2748 \| 2.2744 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 459.0 \| 2754 \| 2.2745 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 460.0 \| 2760 \| 2.2746 \| 47.7358 \| 20.2381 \|
	\| 0.0003 \| 461.0 \| 2766 \| 2.2748 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 462.0 \| 2772 \| 2.2750 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 463.0 \| 2778 \| 2.2751 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 464.0 \| 2784 \| 2.2752 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 465.0 \| 2790 \| 2.2754 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 466.0 \| 2796 \| 2.2755 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 467.0 \| 2802 \| 2.2755 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 468.0 \| 2808 \| 2.2756 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 469.0 \| 2814 \| 2.2758 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 470.0 \| 2820 \| 2.2758 \| 47.7358 \| 20.2381 \|
	\| 0.0 \| 471.0 \| 2826 \| 2.2758 \| 47.7358 \| 20.2381 \|
	\| 0.0001 \| 472.0 \| 2832 \| 2.2757 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 473.0 \| 2838 \| 2.2757 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 474.0 \| 2844 \| 2.2757 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 475.0 \| 2850 \| 2.2758 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 476.0 \| 2856 \| 2.2758 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 477.0 \| 2862 \| 2.2759 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 478.0 \| 2868 \| 2.2760 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 479.0 \| 2874 \| 2.2761 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 480.0 \| 2880 \| 2.2762 \| 47.4947 \| 20.3333 \|
	\| 0.0002 \| 481.0 \| 2886 \| 2.2766 \| 47.4947 \| 20.3333 \|
	\| 0.0002 \| 482.0 \| 2892 \| 2.2768 \| 47.4947 \| 20.3333 \|
	\| 0.0003 \| 483.0 \| 2898 \| 2.2770 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 484.0 \| 2904 \| 2.2772 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 485.0 \| 2910 \| 2.2773 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 486.0 \| 2916 \| 2.2776 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 487.0 \| 2922 \| 2.2777 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 488.0 \| 2928 \| 2.2779 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 489.0 \| 2934 \| 2.2779 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 490.0 \| 2940 \| 2.2780 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 491.0 \| 2946 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 492.0 \| 2952 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 493.0 \| 2958 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 494.0 \| 2964 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 495.0 \| 2970 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 496.0 \| 2976 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0 \| 497.0 \| 2982 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0004 \| 498.0 \| 2988 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 499.0 \| 2994 \| 2.2781 \| 47.4947 \| 20.3333 \|
	\| 0.0001 \| 500.0 \| 3000 \| 2.2781 \| 47.4947 \| 20.3333 \|


	### Framework versions

	- Transformers 4.38.2
	- Pytorch 2.1.0+cu121
	- Datasets 2.18.0
	- Tokenizers 0.15.2