--- license: apache-2.0 base_model: google/vit-base-patch16-224-in21k tags: - generated_from_trainer datasets: - imagefolder metrics: - accuracy model-index: - name: Emotion-Image-Classification-V2 results: - task: name: Image Classification type: image-classification dataset: name: imagefolder type: imagefolder config: default split: train args: default metrics: - name: Accuracy type: accuracy value: 0.575 --- # Emotion-Image-Classification-V2 This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the imagefolder dataset. It achieves the following results on the evaluation set: - Loss: 1.3185 - Accuracy: 0.575 ## 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-06 - train_batch_size: 32 - eval_batch_size: 32 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 800 ### Training results | Training Loss | Epoch | Step | Validation Loss | Accuracy | |:-------------:|:-----:|:-----:|:---------------:|:--------:| | No log | 1.0 | 20 | 2.0689 | 0.15 | | No log | 2.0 | 40 | 2.0665 | 0.1375 | | No log | 3.0 | 60 | 2.0623 | 0.1688 | | No log | 4.0 | 80 | 2.0703 | 0.1812 | | No log | 5.0 | 100 | 2.0653 | 0.1375 | | No log | 6.0 | 120 | 2.0548 | 0.1688 | | No log | 7.0 | 140 | 2.0584 | 0.2062 | | No log | 8.0 | 160 | 2.0568 | 0.2062 | | No log | 9.0 | 180 | 2.0540 | 0.1812 | | No log | 10.0 | 200 | 2.0554 | 0.1812 | | No log | 11.0 | 220 | 2.0409 | 0.225 | | No log | 12.0 | 240 | 2.0489 | 0.1812 | | No log | 13.0 | 260 | 2.0499 | 0.1688 | | No log | 14.0 | 280 | 2.0381 | 0.2562 | | No log | 15.0 | 300 | 2.0409 | 0.225 | | No log | 16.0 | 320 | 2.0318 | 0.2437 | | No log | 17.0 | 340 | 2.0372 | 0.2062 | | No log | 18.0 | 360 | 2.0267 | 0.2687 | | No log | 19.0 | 380 | 2.0293 | 0.225 | | No log | 20.0 | 400 | 2.0226 | 0.2188 | | No log | 21.0 | 420 | 2.0233 | 0.2188 | | No log | 22.0 | 440 | 2.0153 | 0.2562 | | No log | 23.0 | 460 | 2.0194 | 0.2313 | | No log | 24.0 | 480 | 2.0044 | 0.2313 | | 2.0273 | 25.0 | 500 | 2.0042 | 0.2687 | | 2.0273 | 26.0 | 520 | 1.9882 | 0.3187 | | 2.0273 | 27.0 | 540 | 1.9972 | 0.2562 | | 2.0273 | 28.0 | 560 | 1.9931 | 0.2188 | | 2.0273 | 29.0 | 580 | 1.9778 | 0.2375 | | 2.0273 | 30.0 | 600 | 1.9766 | 0.2687 | | 2.0273 | 31.0 | 620 | 1.9758 | 0.2687 | | 2.0273 | 32.0 | 640 | 1.9807 | 0.2687 | | 2.0273 | 33.0 | 660 | 1.9606 | 0.2812 | | 2.0273 | 34.0 | 680 | 1.9600 | 0.2875 | | 2.0273 | 35.0 | 700 | 1.9547 | 0.2938 | | 2.0273 | 36.0 | 720 | 1.9508 | 0.3 | | 2.0273 | 37.0 | 740 | 1.9340 | 0.3375 | | 2.0273 | 38.0 | 760 | 1.9396 | 0.3125 | | 2.0273 | 39.0 | 780 | 1.9257 | 0.35 | | 2.0273 | 40.0 | 800 | 1.9229 | 0.3187 | | 2.0273 | 41.0 | 820 | 1.9166 | 0.3312 | | 2.0273 | 42.0 | 840 | 1.9168 | 0.2938 | | 2.0273 | 43.0 | 860 | 1.9121 | 0.3375 | | 2.0273 | 44.0 | 880 | 1.8915 | 0.35 | | 2.0273 | 45.0 | 900 | 1.8861 | 0.3688 | | 2.0273 | 46.0 | 920 | 1.8894 | 0.325 | | 2.0273 | 47.0 | 940 | 1.8817 | 0.3125 | | 2.0273 | 48.0 | 960 | 1.8734 | 0.3312 | | 2.0273 | 49.0 | 980 | 1.8580 | 0.375 | | 1.882 | 50.0 | 1000 | 1.8501 | 0.3937 | | 1.882 | 51.0 | 1020 | 1.8549 | 0.3438 | | 1.882 | 52.0 | 1040 | 1.8407 | 0.3563 | | 1.882 | 53.0 | 1060 | 1.8451 | 0.3563 | | 1.882 | 54.0 | 1080 | 1.8344 | 0.3875 | | 1.882 | 55.0 | 1100 | 1.8183 | 0.3875 | | 1.882 | 56.0 | 1120 | 1.8092 | 0.425 | | 1.882 | 57.0 | 1140 | 1.8214 | 0.3312 | | 1.882 | 58.0 | 1160 | 1.8085 | 0.375 | | 1.882 | 59.0 | 1180 | 1.8091 | 0.3438 | | 1.882 | 60.0 | 1200 | 1.7827 | 0.4125 | | 1.882 | 61.0 | 1220 | 1.7981 | 0.3812 | | 1.882 | 62.0 | 1240 | 1.7817 | 0.4 | | 1.882 | 63.0 | 1260 | 1.7778 | 0.3812 | | 1.882 | 64.0 | 1280 | 1.7634 | 0.3875 | | 1.882 | 65.0 | 1300 | 1.7501 | 0.4125 | | 1.882 | 66.0 | 1320 | 1.7482 | 0.425 | | 1.882 | 67.0 | 1340 | 1.7606 | 0.4125 | | 1.882 | 68.0 | 1360 | 1.7386 | 0.3937 | | 1.882 | 69.0 | 1380 | 1.7395 | 0.3875 | | 1.882 | 70.0 | 1400 | 1.7270 | 0.4062 | | 1.882 | 71.0 | 1420 | 1.7322 | 0.3563 | | 1.882 | 72.0 | 1440 | 1.7130 | 0.4188 | | 1.882 | 73.0 | 1460 | 1.7162 | 0.3937 | | 1.882 | 74.0 | 1480 | 1.7162 | 0.375 | | 1.7075 | 75.0 | 1500 | 1.6970 | 0.4 | | 1.7075 | 76.0 | 1520 | 1.7037 | 0.4125 | | 1.7075 | 77.0 | 1540 | 1.6889 | 0.4125 | | 1.7075 | 78.0 | 1560 | 1.6988 | 0.4188 | | 1.7075 | 79.0 | 1580 | 1.6876 | 0.4313 | | 1.7075 | 80.0 | 1600 | 1.6803 | 0.4188 | | 1.7075 | 81.0 | 1620 | 1.6832 | 0.4562 | | 1.7075 | 82.0 | 1640 | 1.6722 | 0.45 | | 1.7075 | 83.0 | 1660 | 1.6658 | 0.4375 | | 1.7075 | 84.0 | 1680 | 1.6627 | 0.4188 | | 1.7075 | 85.0 | 1700 | 1.6495 | 0.4562 | | 1.7075 | 86.0 | 1720 | 1.6480 | 0.4375 | | 1.7075 | 87.0 | 1740 | 1.6446 | 0.4625 | | 1.7075 | 88.0 | 1760 | 1.6404 | 0.4562 | | 1.7075 | 89.0 | 1780 | 1.6592 | 0.4125 | | 1.7075 | 90.0 | 1800 | 1.6353 | 0.4375 | | 1.7075 | 91.0 | 1820 | 1.6348 | 0.4875 | | 1.7075 | 92.0 | 1840 | 1.6355 | 0.4375 | | 1.7075 | 93.0 | 1860 | 1.6381 | 0.4437 | | 1.7075 | 94.0 | 1880 | 1.6304 | 0.45 | | 1.7075 | 95.0 | 1900 | 1.6138 | 0.4562 | | 1.7075 | 96.0 | 1920 | 1.6141 | 0.475 | | 1.7075 | 97.0 | 1940 | 1.6229 | 0.4 | | 1.7075 | 98.0 | 1960 | 1.6009 | 0.4437 | | 1.7075 | 99.0 | 1980 | 1.6010 | 0.4688 | | 1.5695 | 100.0 | 2000 | 1.6261 | 0.4562 | | 1.5695 | 101.0 | 2020 | 1.6018 | 0.45 | | 1.5695 | 102.0 | 2040 | 1.5883 | 0.45 | | 1.5695 | 103.0 | 2060 | 1.6075 | 0.4562 | | 1.5695 | 104.0 | 2080 | 1.6004 | 0.4125 | | 1.5695 | 105.0 | 2100 | 1.5879 | 0.4375 | | 1.5695 | 106.0 | 2120 | 1.5961 | 0.4688 | | 1.5695 | 107.0 | 2140 | 1.5862 | 0.4313 | | 1.5695 | 108.0 | 2160 | 1.5832 | 0.475 | | 1.5695 | 109.0 | 2180 | 1.5747 | 0.4938 | | 1.5695 | 110.0 | 2200 | 1.5922 | 0.425 | | 1.5695 | 111.0 | 2220 | 1.5614 | 0.475 | | 1.5695 | 112.0 | 2240 | 1.5613 | 0.5375 | | 1.5695 | 113.0 | 2260 | 1.5429 | 0.4938 | | 1.5695 | 114.0 | 2280 | 1.5834 | 0.475 | | 1.5695 | 115.0 | 2300 | 1.5670 | 0.475 | | 1.5695 | 116.0 | 2320 | 1.5517 | 0.4688 | | 1.5695 | 117.0 | 2340 | 1.5679 | 0.45 | | 1.5695 | 118.0 | 2360 | 1.5536 | 0.4562 | | 1.5695 | 119.0 | 2380 | 1.5414 | 0.475 | | 1.5695 | 120.0 | 2400 | 1.5498 | 0.4625 | | 1.5695 | 121.0 | 2420 | 1.5417 | 0.4875 | | 1.5695 | 122.0 | 2440 | 1.5280 | 0.475 | | 1.5695 | 123.0 | 2460 | 1.5350 | 0.4813 | | 1.5695 | 124.0 | 2480 | 1.5410 | 0.4813 | | 1.4677 | 125.0 | 2500 | 1.5477 | 0.475 | | 1.4677 | 126.0 | 2520 | 1.5238 | 0.45 | | 1.4677 | 127.0 | 2540 | 1.5244 | 0.5312 | | 1.4677 | 128.0 | 2560 | 1.5333 | 0.5062 | | 1.4677 | 129.0 | 2580 | 1.5320 | 0.4813 | | 1.4677 | 130.0 | 2600 | 1.5320 | 0.4437 | | 1.4677 | 131.0 | 2620 | 1.5162 | 0.4437 | | 1.4677 | 132.0 | 2640 | 1.5372 | 0.475 | | 1.4677 | 133.0 | 2660 | 1.5059 | 0.4625 | | 1.4677 | 134.0 | 2680 | 1.5103 | 0.4813 | | 1.4677 | 135.0 | 2700 | 1.5222 | 0.4875 | | 1.4677 | 136.0 | 2720 | 1.5226 | 0.5188 | | 1.4677 | 137.0 | 2740 | 1.5051 | 0.4562 | | 1.4677 | 138.0 | 2760 | 1.5082 | 0.4688 | | 1.4677 | 139.0 | 2780 | 1.5090 | 0.475 | | 1.4677 | 140.0 | 2800 | 1.4852 | 0.525 | | 1.4677 | 141.0 | 2820 | 1.5049 | 0.4813 | | 1.4677 | 142.0 | 2840 | 1.4974 | 0.4938 | | 1.4677 | 143.0 | 2860 | 1.5092 | 0.4813 | | 1.4677 | 144.0 | 2880 | 1.5012 | 0.5062 | | 1.4677 | 145.0 | 2900 | 1.4900 | 0.5 | | 1.4677 | 146.0 | 2920 | 1.4842 | 0.5 | | 1.4677 | 147.0 | 2940 | 1.4931 | 0.5 | | 1.4677 | 148.0 | 2960 | 1.4897 | 0.5125 | | 1.4677 | 149.0 | 2980 | 1.4863 | 0.4813 | | 1.3784 | 150.0 | 3000 | 1.4943 | 0.4437 | | 1.3784 | 151.0 | 3020 | 1.4654 | 0.5312 | | 1.3784 | 152.0 | 3040 | 1.4678 | 0.5625 | | 1.3784 | 153.0 | 3060 | 1.4709 | 0.4938 | | 1.3784 | 154.0 | 3080 | 1.4700 | 0.4938 | | 1.3784 | 155.0 | 3100 | 1.4780 | 0.4813 | | 1.3784 | 156.0 | 3120 | 1.4660 | 0.475 | | 1.3784 | 157.0 | 3140 | 1.4710 | 0.4813 | | 1.3784 | 158.0 | 3160 | 1.4880 | 0.4562 | | 1.3784 | 159.0 | 3180 | 1.4728 | 0.5125 | | 1.3784 | 160.0 | 3200 | 1.4509 | 0.5188 | | 1.3784 | 161.0 | 3220 | 1.4529 | 0.5312 | | 1.3784 | 162.0 | 3240 | 1.4668 | 0.5 | | 1.3784 | 163.0 | 3260 | 1.4717 | 0.4625 | | 1.3784 | 164.0 | 3280 | 1.4670 | 0.5188 | | 1.3784 | 165.0 | 3300 | 1.4543 | 0.4938 | | 1.3784 | 166.0 | 3320 | 1.4467 | 0.5062 | | 1.3784 | 167.0 | 3340 | 1.4661 | 0.4938 | | 1.3784 | 168.0 | 3360 | 1.4343 | 0.5125 | | 1.3784 | 169.0 | 3380 | 1.4253 | 0.525 | | 1.3784 | 170.0 | 3400 | 1.4544 | 0.475 | | 1.3784 | 171.0 | 3420 | 1.4492 | 0.4938 | | 1.3784 | 172.0 | 3440 | 1.4437 | 0.4938 | | 1.3784 | 173.0 | 3460 | 1.4492 | 0.5 | | 1.3784 | 174.0 | 3480 | 1.4276 | 0.4938 | | 1.299 | 175.0 | 3500 | 1.4545 | 0.4938 | | 1.299 | 176.0 | 3520 | 1.4194 | 0.5188 | | 1.299 | 177.0 | 3540 | 1.4288 | 0.5188 | | 1.299 | 178.0 | 3560 | 1.4338 | 0.475 | | 1.299 | 179.0 | 3580 | 1.4429 | 0.5125 | | 1.299 | 180.0 | 3600 | 1.4366 | 0.5188 | | 1.299 | 181.0 | 3620 | 1.4253 | 0.5312 | | 1.299 | 182.0 | 3640 | 1.4443 | 0.5062 | | 1.299 | 183.0 | 3660 | 1.4316 | 0.5125 | | 1.299 | 184.0 | 3680 | 1.4266 | 0.5188 | | 1.299 | 185.0 | 3700 | 1.4227 | 0.5188 | | 1.299 | 186.0 | 3720 | 1.3945 | 0.5563 | | 1.299 | 187.0 | 3740 | 1.4166 | 0.5375 | | 1.299 | 188.0 | 3760 | 1.4307 | 0.475 | | 1.299 | 189.0 | 3780 | 1.3905 | 0.5563 | | 1.299 | 190.0 | 3800 | 1.4212 | 0.4938 | | 1.299 | 191.0 | 3820 | 1.4127 | 0.55 | | 1.299 | 192.0 | 3840 | 1.4241 | 0.525 | | 1.299 | 193.0 | 3860 | 1.4366 | 0.5312 | | 1.299 | 194.0 | 3880 | 1.4291 | 0.4875 | | 1.299 | 195.0 | 3900 | 1.4282 | 0.5188 | | 1.299 | 196.0 | 3920 | 1.4254 | 0.5062 | | 1.299 | 197.0 | 3940 | 1.4147 | 0.55 | | 1.299 | 198.0 | 3960 | 1.4526 | 0.4125 | | 1.299 | 199.0 | 3980 | 1.3951 | 0.575 | | 1.2272 | 200.0 | 4000 | 1.4072 | 0.4875 | | 1.2272 | 201.0 | 4020 | 1.4314 | 0.5062 | | 1.2272 | 202.0 | 4040 | 1.3854 | 0.5312 | | 1.2272 | 203.0 | 4060 | 1.4075 | 0.5188 | | 1.2272 | 204.0 | 4080 | 1.4091 | 0.4938 | | 1.2272 | 205.0 | 4100 | 1.4052 | 0.5375 | | 1.2272 | 206.0 | 4120 | 1.3958 | 0.5563 | | 1.2272 | 207.0 | 4140 | 1.3647 | 0.55 | | 1.2272 | 208.0 | 4160 | 1.3833 | 0.475 | | 1.2272 | 209.0 | 4180 | 1.3888 | 0.5687 | | 1.2272 | 210.0 | 4200 | 1.4014 | 0.5437 | | 1.2272 | 211.0 | 4220 | 1.3917 | 0.5188 | | 1.2272 | 212.0 | 4240 | 1.3985 | 0.4875 | | 1.2272 | 213.0 | 4260 | 1.4006 | 0.5125 | | 1.2272 | 214.0 | 4280 | 1.3739 | 0.5125 | | 1.2272 | 215.0 | 4300 | 1.4052 | 0.4875 | | 1.2272 | 216.0 | 4320 | 1.3778 | 0.5 | | 1.2272 | 217.0 | 4340 | 1.4016 | 0.4813 | | 1.2272 | 218.0 | 4360 | 1.4381 | 0.4437 | | 1.2272 | 219.0 | 4380 | 1.3867 | 0.55 | | 1.2272 | 220.0 | 4400 | 1.3854 | 0.5188 | | 1.2272 | 221.0 | 4420 | 1.4041 | 0.475 | | 1.2272 | 222.0 | 4440 | 1.3890 | 0.5062 | | 1.2272 | 223.0 | 4460 | 1.3679 | 0.5125 | | 1.2272 | 224.0 | 4480 | 1.3916 | 0.5 | | 1.153 | 225.0 | 4500 | 1.3943 | 0.4938 | | 1.153 | 226.0 | 4520 | 1.3977 | 0.5 | | 1.153 | 227.0 | 4540 | 1.3626 | 0.525 | | 1.153 | 228.0 | 4560 | 1.3636 | 0.5 | | 1.153 | 229.0 | 4580 | 1.3538 | 0.5563 | | 1.153 | 230.0 | 4600 | 1.3976 | 0.4875 | | 1.153 | 231.0 | 4620 | 1.3591 | 0.5125 | | 1.153 | 232.0 | 4640 | 1.4058 | 0.4813 | | 1.153 | 233.0 | 4660 | 1.3802 | 0.5062 | | 1.153 | 234.0 | 4680 | 1.3535 | 0.5625 | | 1.153 | 235.0 | 4700 | 1.4215 | 0.475 | | 1.153 | 236.0 | 4720 | 1.3807 | 0.4625 | | 1.153 | 237.0 | 4740 | 1.3787 | 0.4938 | | 1.153 | 238.0 | 4760 | 1.3698 | 0.4813 | | 1.153 | 239.0 | 4780 | 1.3536 | 0.5188 | | 1.153 | 240.0 | 4800 | 1.3511 | 0.5062 | | 1.153 | 241.0 | 4820 | 1.3834 | 0.4813 | | 1.153 | 242.0 | 4840 | 1.3765 | 0.4938 | | 1.153 | 243.0 | 4860 | 1.3694 | 0.5062 | | 1.153 | 244.0 | 4880 | 1.3539 | 0.5375 | | 1.153 | 245.0 | 4900 | 1.3532 | 0.5125 | | 1.153 | 246.0 | 4920 | 1.3740 | 0.4875 | | 1.153 | 247.0 | 4940 | 1.4066 | 0.4688 | | 1.153 | 248.0 | 4960 | 1.3360 | 0.525 | | 1.153 | 249.0 | 4980 | 1.3817 | 0.4688 | | 1.0865 | 250.0 | 5000 | 1.3741 | 0.4875 | | 1.0865 | 251.0 | 5020 | 1.3587 | 0.5062 | | 1.0865 | 252.0 | 5040 | 1.3975 | 0.5062 | | 1.0865 | 253.0 | 5060 | 1.3700 | 0.5188 | | 1.0865 | 254.0 | 5080 | 1.3393 | 0.525 | | 1.0865 | 255.0 | 5100 | 1.3938 | 0.4875 | | 1.0865 | 256.0 | 5120 | 1.3691 | 0.5375 | | 1.0865 | 257.0 | 5140 | 1.3595 | 0.5437 | | 1.0865 | 258.0 | 5160 | 1.3910 | 0.4875 | | 1.0865 | 259.0 | 5180 | 1.3523 | 0.5 | | 1.0865 | 260.0 | 5200 | 1.3915 | 0.5125 | | 1.0865 | 261.0 | 5220 | 1.3195 | 0.5687 | | 1.0865 | 262.0 | 5240 | 1.3843 | 0.4938 | | 1.0865 | 263.0 | 5260 | 1.3627 | 0.4875 | | 1.0865 | 264.0 | 5280 | 1.3447 | 0.525 | | 1.0865 | 265.0 | 5300 | 1.3749 | 0.4875 | | 1.0865 | 266.0 | 5320 | 1.3492 | 0.5375 | | 1.0865 | 267.0 | 5340 | 1.3518 | 0.5312 | | 1.0865 | 268.0 | 5360 | 1.3733 | 0.4938 | | 1.0865 | 269.0 | 5380 | 1.3406 | 0.5437 | | 1.0865 | 270.0 | 5400 | 1.3576 | 0.45 | | 1.0865 | 271.0 | 5420 | 1.3608 | 0.4688 | | 1.0865 | 272.0 | 5440 | 1.3606 | 0.5062 | | 1.0865 | 273.0 | 5460 | 1.3795 | 0.475 | | 1.0865 | 274.0 | 5480 | 1.3565 | 0.5125 | | 1.0295 | 275.0 | 5500 | 1.3181 | 0.5125 | | 1.0295 | 276.0 | 5520 | 1.3091 | 0.5062 | | 1.0295 | 277.0 | 5540 | 1.3506 | 0.4938 | | 1.0295 | 278.0 | 5560 | 1.3246 | 0.5125 | | 1.0295 | 279.0 | 5580 | 1.3465 | 0.5125 | | 1.0295 | 280.0 | 5600 | 1.3524 | 0.4875 | | 1.0295 | 281.0 | 5620 | 1.3528 | 0.525 | | 1.0295 | 282.0 | 5640 | 1.3697 | 0.4688 | | 1.0295 | 283.0 | 5660 | 1.3849 | 0.4437 | | 1.0295 | 284.0 | 5680 | 1.3290 | 0.4875 | | 1.0295 | 285.0 | 5700 | 1.3580 | 0.5062 | | 1.0295 | 286.0 | 5720 | 1.3255 | 0.5437 | | 1.0295 | 287.0 | 5740 | 1.2664 | 0.5813 | | 1.0295 | 288.0 | 5760 | 1.4087 | 0.475 | | 1.0295 | 289.0 | 5780 | 1.3507 | 0.5 | | 1.0295 | 290.0 | 5800 | 1.3591 | 0.4813 | | 1.0295 | 291.0 | 5820 | 1.3875 | 0.5 | | 1.0295 | 292.0 | 5840 | 1.3989 | 0.4625 | | 1.0295 | 293.0 | 5860 | 1.3620 | 0.475 | | 1.0295 | 294.0 | 5880 | 1.3262 | 0.5375 | | 1.0295 | 295.0 | 5900 | 1.3545 | 0.5 | | 1.0295 | 296.0 | 5920 | 1.3546 | 0.5188 | | 1.0295 | 297.0 | 5940 | 1.3243 | 0.525 | | 1.0295 | 298.0 | 5960 | 1.3254 | 0.5125 | | 1.0295 | 299.0 | 5980 | 1.3596 | 0.4938 | | 0.9701 | 300.0 | 6000 | 1.3753 | 0.525 | | 0.9701 | 301.0 | 6020 | 1.3484 | 0.5 | | 0.9701 | 302.0 | 6040 | 1.3507 | 0.5062 | | 0.9701 | 303.0 | 6060 | 1.3889 | 0.475 | | 0.9701 | 304.0 | 6080 | 1.3386 | 0.5062 | | 0.9701 | 305.0 | 6100 | 1.2992 | 0.5312 | | 0.9701 | 306.0 | 6120 | 1.3140 | 0.5375 | | 0.9701 | 307.0 | 6140 | 1.3183 | 0.5062 | | 0.9701 | 308.0 | 6160 | 1.3341 | 0.5563 | | 0.9701 | 309.0 | 6180 | 1.3358 | 0.4938 | | 0.9701 | 310.0 | 6200 | 1.3542 | 0.5062 | | 0.9701 | 311.0 | 6220 | 1.3390 | 0.5125 | | 0.9701 | 312.0 | 6240 | 1.3342 | 0.4688 | | 0.9701 | 313.0 | 6260 | 1.3164 | 0.525 | | 0.9701 | 314.0 | 6280 | 1.3449 | 0.4688 | | 0.9701 | 315.0 | 6300 | 1.3704 | 0.4938 | | 0.9701 | 316.0 | 6320 | 1.3621 | 0.4813 | | 0.9701 | 317.0 | 6340 | 1.3714 | 0.4938 | | 0.9701 | 318.0 | 6360 | 1.3080 | 0.4875 | | 0.9701 | 319.0 | 6380 | 1.3155 | 0.525 | | 0.9701 | 320.0 | 6400 | 1.2984 | 0.5375 | | 0.9701 | 321.0 | 6420 | 1.3333 | 0.5312 | | 0.9701 | 322.0 | 6440 | 1.3358 | 0.4875 | | 0.9701 | 323.0 | 6460 | 1.3075 | 0.55 | | 0.9701 | 324.0 | 6480 | 1.3924 | 0.4688 | | 0.918 | 325.0 | 6500 | 1.3861 | 0.4813 | | 0.918 | 326.0 | 6520 | 1.3195 | 0.4938 | | 0.918 | 327.0 | 6540 | 1.3253 | 0.4875 | | 0.918 | 328.0 | 6560 | 1.3152 | 0.525 | | 0.918 | 329.0 | 6580 | 1.3193 | 0.5375 | | 0.918 | 330.0 | 6600 | 1.3246 | 0.5062 | | 0.918 | 331.0 | 6620 | 1.3390 | 0.4938 | | 0.918 | 332.0 | 6640 | 1.3481 | 0.475 | | 0.918 | 333.0 | 6660 | 1.3575 | 0.4562 | | 0.918 | 334.0 | 6680 | 1.3173 | 0.5125 | | 0.918 | 335.0 | 6700 | 1.3097 | 0.5125 | | 0.918 | 336.0 | 6720 | 1.3548 | 0.475 | | 0.918 | 337.0 | 6740 | 1.3625 | 0.4938 | | 0.918 | 338.0 | 6760 | 1.3542 | 0.4625 | | 0.918 | 339.0 | 6780 | 1.3533 | 0.4688 | | 0.918 | 340.0 | 6800 | 1.2955 | 0.575 | | 0.918 | 341.0 | 6820 | 1.3097 | 0.5437 | | 0.918 | 342.0 | 6840 | 1.3395 | 0.5062 | | 0.918 | 343.0 | 6860 | 1.3827 | 0.4813 | | 0.918 | 344.0 | 6880 | 1.2983 | 0.5563 | | 0.918 | 345.0 | 6900 | 1.3459 | 0.5 | | 0.918 | 346.0 | 6920 | 1.3462 | 0.5125 | | 0.918 | 347.0 | 6940 | 1.2873 | 0.5563 | | 0.918 | 348.0 | 6960 | 1.3276 | 0.5437 | | 0.918 | 349.0 | 6980 | 1.3382 | 0.4813 | | 0.8682 | 350.0 | 7000 | 1.3448 | 0.5312 | | 0.8682 | 351.0 | 7020 | 1.3103 | 0.5312 | | 0.8682 | 352.0 | 7040 | 1.3222 | 0.5125 | | 0.8682 | 353.0 | 7060 | 1.3295 | 0.5062 | | 0.8682 | 354.0 | 7080 | 1.3562 | 0.4688 | | 0.8682 | 355.0 | 7100 | 1.2995 | 0.4938 | | 0.8682 | 356.0 | 7120 | 1.3330 | 0.5312 | | 0.8682 | 357.0 | 7140 | 1.2804 | 0.5312 | | 0.8682 | 358.0 | 7160 | 1.3433 | 0.4813 | | 0.8682 | 359.0 | 7180 | 1.3245 | 0.4938 | | 0.8682 | 360.0 | 7200 | 1.3154 | 0.5125 | | 0.8682 | 361.0 | 7220 | 1.3737 | 0.4938 | | 0.8682 | 362.0 | 7240 | 1.3297 | 0.5062 | | 0.8682 | 363.0 | 7260 | 1.3161 | 0.5188 | | 0.8682 | 364.0 | 7280 | 1.2951 | 0.5188 | | 0.8682 | 365.0 | 7300 | 1.3520 | 0.475 | | 0.8682 | 366.0 | 7320 | 1.2975 | 0.5375 | | 0.8682 | 367.0 | 7340 | 1.3364 | 0.5188 | | 0.8682 | 368.0 | 7360 | 1.3251 | 0.5125 | | 0.8682 | 369.0 | 7380 | 1.3159 | 0.5312 | | 0.8682 | 370.0 | 7400 | 1.3430 | 0.5 | | 0.8682 | 371.0 | 7420 | 1.2772 | 0.55 | | 0.8682 | 372.0 | 7440 | 1.3133 | 0.5125 | | 0.8682 | 373.0 | 7460 | 1.3379 | 0.5125 | | 0.8682 | 374.0 | 7480 | 1.2813 | 0.5687 | | 0.8266 | 375.0 | 7500 | 1.3030 | 0.5125 | | 0.8266 | 376.0 | 7520 | 1.3328 | 0.5062 | | 0.8266 | 377.0 | 7540 | 1.3297 | 0.525 | | 0.8266 | 378.0 | 7560 | 1.3596 | 0.4938 | | 0.8266 | 379.0 | 7580 | 1.2705 | 0.5563 | | 0.8266 | 380.0 | 7600 | 1.3080 | 0.5125 | | 0.8266 | 381.0 | 7620 | 1.3377 | 0.4875 | | 0.8266 | 382.0 | 7640 | 1.3078 | 0.5062 | | 0.8266 | 383.0 | 7660 | 1.3576 | 0.4562 | | 0.8266 | 384.0 | 7680 | 1.2967 | 0.5062 | | 0.8266 | 385.0 | 7700 | 1.3397 | 0.4688 | | 0.8266 | 386.0 | 7720 | 1.3111 | 0.4813 | | 0.8266 | 387.0 | 7740 | 1.3442 | 0.5125 | | 0.8266 | 388.0 | 7760 | 1.3030 | 0.525 | | 0.8266 | 389.0 | 7780 | 1.3155 | 0.5062 | | 0.8266 | 390.0 | 7800 | 1.2723 | 0.55 | | 0.8266 | 391.0 | 7820 | 1.3105 | 0.5188 | | 0.8266 | 392.0 | 7840 | 1.3106 | 0.5437 | | 0.8266 | 393.0 | 7860 | 1.2910 | 0.5312 | | 0.8266 | 394.0 | 7880 | 1.2713 | 0.5188 | | 0.8266 | 395.0 | 7900 | 1.2955 | 0.525 | | 0.8266 | 396.0 | 7920 | 1.3081 | 0.525 | | 0.8266 | 397.0 | 7940 | 1.3202 | 0.5125 | | 0.8266 | 398.0 | 7960 | 1.3579 | 0.5062 | | 0.8266 | 399.0 | 7980 | 1.2748 | 0.5375 | | 0.7839 | 400.0 | 8000 | 1.2966 | 0.5125 | | 0.7839 | 401.0 | 8020 | 1.3224 | 0.5125 | | 0.7839 | 402.0 | 8040 | 1.3366 | 0.5375 | | 0.7839 | 403.0 | 8060 | 1.3319 | 0.4938 | | 0.7839 | 404.0 | 8080 | 1.3369 | 0.475 | | 0.7839 | 405.0 | 8100 | 1.3238 | 0.5 | | 0.7839 | 406.0 | 8120 | 1.3314 | 0.5437 | | 0.7839 | 407.0 | 8140 | 1.3338 | 0.4875 | | 0.7839 | 408.0 | 8160 | 1.3116 | 0.5125 | | 0.7839 | 409.0 | 8180 | 1.2698 | 0.5625 | | 0.7839 | 410.0 | 8200 | 1.3364 | 0.4875 | | 0.7839 | 411.0 | 8220 | 1.3261 | 0.4938 | | 0.7839 | 412.0 | 8240 | 1.3396 | 0.4875 | | 0.7839 | 413.0 | 8260 | 1.3151 | 0.5 | | 0.7839 | 414.0 | 8280 | 1.3271 | 0.4938 | | 0.7839 | 415.0 | 8300 | 1.3028 | 0.5 | | 0.7839 | 416.0 | 8320 | 1.3695 | 0.4625 | | 0.7839 | 417.0 | 8340 | 1.3612 | 0.4562 | | 0.7839 | 418.0 | 8360 | 1.3345 | 0.5 | | 0.7839 | 419.0 | 8380 | 1.2992 | 0.5 | | 0.7839 | 420.0 | 8400 | 1.3234 | 0.5188 | | 0.7839 | 421.0 | 8420 | 1.3380 | 0.4875 | | 0.7839 | 422.0 | 8440 | 1.3179 | 0.4875 | | 0.7839 | 423.0 | 8460 | 1.3719 | 0.4625 | | 0.7839 | 424.0 | 8480 | 1.3183 | 0.5062 | | 0.75 | 425.0 | 8500 | 1.3272 | 0.5062 | | 0.75 | 426.0 | 8520 | 1.3212 | 0.5062 | | 0.75 | 427.0 | 8540 | 1.3548 | 0.4813 | | 0.75 | 428.0 | 8560 | 1.2759 | 0.5125 | | 0.75 | 429.0 | 8580 | 1.3486 | 0.4875 | | 0.75 | 430.0 | 8600 | 1.3243 | 0.5062 | | 0.75 | 431.0 | 8620 | 1.3862 | 0.4813 | | 0.75 | 432.0 | 8640 | 1.3223 | 0.5188 | | 0.75 | 433.0 | 8660 | 1.2826 | 0.5312 | | 0.75 | 434.0 | 8680 | 1.3299 | 0.4688 | | 0.75 | 435.0 | 8700 | 1.3274 | 0.5 | | 0.75 | 436.0 | 8720 | 1.3262 | 0.4875 | | 0.75 | 437.0 | 8740 | 1.2551 | 0.55 | | 0.75 | 438.0 | 8760 | 1.2873 | 0.5375 | | 0.75 | 439.0 | 8780 | 1.3270 | 0.5062 | | 0.75 | 440.0 | 8800 | 1.3042 | 0.5125 | | 0.75 | 441.0 | 8820 | 1.3015 | 0.5437 | | 0.75 | 442.0 | 8840 | 1.3047 | 0.4688 | | 0.75 | 443.0 | 8860 | 1.3164 | 0.525 | | 0.75 | 444.0 | 8880 | 1.3369 | 0.5375 | | 0.75 | 445.0 | 8900 | 1.3028 | 0.5312 | | 0.75 | 446.0 | 8920 | 1.3580 | 0.475 | | 0.75 | 447.0 | 8940 | 1.3266 | 0.5125 | | 0.75 | 448.0 | 8960 | 1.2945 | 0.5062 | | 0.75 | 449.0 | 8980 | 1.3147 | 0.525 | | 0.7102 | 450.0 | 9000 | 1.3074 | 0.5563 | | 0.7102 | 451.0 | 9020 | 1.2913 | 0.4938 | | 0.7102 | 452.0 | 9040 | 1.3084 | 0.5188 | | 0.7102 | 453.0 | 9060 | 1.3007 | 0.5437 | | 0.7102 | 454.0 | 9080 | 1.3075 | 0.4938 | | 0.7102 | 455.0 | 9100 | 1.3728 | 0.4938 | | 0.7102 | 456.0 | 9120 | 1.3217 | 0.4938 | | 0.7102 | 457.0 | 9140 | 1.3335 | 0.4938 | | 0.7102 | 458.0 | 9160 | 1.2845 | 0.5375 | | 0.7102 | 459.0 | 9180 | 1.2868 | 0.5312 | | 0.7102 | 460.0 | 9200 | 1.3423 | 0.4938 | | 0.7102 | 461.0 | 9220 | 1.3265 | 0.4938 | | 0.7102 | 462.0 | 9240 | 1.2841 | 0.5375 | | 0.7102 | 463.0 | 9260 | 1.3130 | 0.4938 | | 0.7102 | 464.0 | 9280 | 1.3544 | 0.4875 | | 0.7102 | 465.0 | 9300 | 1.3381 | 0.4938 | | 0.7102 | 466.0 | 9320 | 1.3123 | 0.5188 | | 0.7102 | 467.0 | 9340 | 1.3609 | 0.4875 | | 0.7102 | 468.0 | 9360 | 1.3235 | 0.4875 | | 0.7102 | 469.0 | 9380 | 1.3557 | 0.4813 | | 0.7102 | 470.0 | 9400 | 1.3380 | 0.4813 | | 0.7102 | 471.0 | 9420 | 1.2858 | 0.5375 | | 0.7102 | 472.0 | 9440 | 1.3792 | 0.475 | | 0.7102 | 473.0 | 9460 | 1.3330 | 0.5125 | | 0.7102 | 474.0 | 9480 | 1.3234 | 0.5437 | | 0.6815 | 475.0 | 9500 | 1.3275 | 0.4875 | | 0.6815 | 476.0 | 9520 | 1.3055 | 0.5188 | | 0.6815 | 477.0 | 9540 | 1.3385 | 0.4813 | | 0.6815 | 478.0 | 9560 | 1.3415 | 0.475 | | 0.6815 | 479.0 | 9580 | 1.3646 | 0.4875 | | 0.6815 | 480.0 | 9600 | 1.3442 | 0.525 | | 0.6815 | 481.0 | 9620 | 1.2790 | 0.5125 | | 0.6815 | 482.0 | 9640 | 1.3674 | 0.4875 | | 0.6815 | 483.0 | 9660 | 1.3188 | 0.5188 | | 0.6815 | 484.0 | 9680 | 1.3709 | 0.4688 | | 0.6815 | 485.0 | 9700 | 1.2859 | 0.5375 | | 0.6815 | 486.0 | 9720 | 1.3323 | 0.4938 | | 0.6815 | 487.0 | 9740 | 1.2968 | 0.5125 | | 0.6815 | 488.0 | 9760 | 1.3443 | 0.475 | | 0.6815 | 489.0 | 9780 | 1.3208 | 0.5 | | 0.6815 | 490.0 | 9800 | 1.3649 | 0.4562 | | 0.6815 | 491.0 | 9820 | 1.3056 | 0.4938 | | 0.6815 | 492.0 | 9840 | 1.3561 | 0.4938 | | 0.6815 | 493.0 | 9860 | 1.3022 | 0.5375 | | 0.6815 | 494.0 | 9880 | 1.3065 | 0.4625 | | 0.6815 | 495.0 | 9900 | 1.3096 | 0.5437 | | 0.6815 | 496.0 | 9920 | 1.3293 | 0.4813 | | 0.6815 | 497.0 | 9940 | 1.3916 | 0.45 | | 0.6815 | 498.0 | 9960 | 1.3042 | 0.5312 | | 0.6815 | 499.0 | 9980 | 1.3304 | 0.5125 | | 0.6583 | 500.0 | 10000 | 1.3480 | 0.4875 | | 0.6583 | 501.0 | 10020 | 1.3313 | 0.5062 | | 0.6583 | 502.0 | 10040 | 1.3437 | 0.4875 | | 0.6583 | 503.0 | 10060 | 1.3375 | 0.5 | | 0.6583 | 504.0 | 10080 | 1.2972 | 0.4938 | | 0.6583 | 505.0 | 10100 | 1.3135 | 0.4938 | | 0.6583 | 506.0 | 10120 | 1.4065 | 0.4562 | | 0.6583 | 507.0 | 10140 | 1.3215 | 0.5188 | | 0.6583 | 508.0 | 10160 | 1.3114 | 0.4938 | | 0.6583 | 509.0 | 10180 | 1.3653 | 0.5062 | | 0.6583 | 510.0 | 10200 | 1.3239 | 0.5 | | 0.6583 | 511.0 | 10220 | 1.3682 | 0.4688 | | 0.6583 | 512.0 | 10240 | 1.3981 | 0.45 | | 0.6583 | 513.0 | 10260 | 1.3550 | 0.525 | | 0.6583 | 514.0 | 10280 | 1.3060 | 0.5188 | | 0.6583 | 515.0 | 10300 | 1.3204 | 0.4625 | | 0.6583 | 516.0 | 10320 | 1.3614 | 0.475 | | 0.6583 | 517.0 | 10340 | 1.3640 | 0.4938 | | 0.6583 | 518.0 | 10360 | 1.3355 | 0.4625 | | 0.6583 | 519.0 | 10380 | 1.2955 | 0.5437 | | 0.6583 | 520.0 | 10400 | 1.3434 | 0.5 | | 0.6583 | 521.0 | 10420 | 1.3156 | 0.5312 | | 0.6583 | 522.0 | 10440 | 1.2991 | 0.4938 | | 0.6583 | 523.0 | 10460 | 1.3153 | 0.5 | | 0.6583 | 524.0 | 10480 | 1.2977 | 0.525 | | 0.634 | 525.0 | 10500 | 1.3575 | 0.4875 | | 0.634 | 526.0 | 10520 | 1.3485 | 0.4938 | | 0.634 | 527.0 | 10540 | 1.2885 | 0.5437 | | 0.634 | 528.0 | 10560 | 1.3277 | 0.4938 | | 0.634 | 529.0 | 10580 | 1.3719 | 0.475 | | 0.634 | 530.0 | 10600 | 1.3432 | 0.4875 | | 0.634 | 531.0 | 10620 | 1.3481 | 0.475 | | 0.634 | 532.0 | 10640 | 1.3025 | 0.4938 | | 0.634 | 533.0 | 10660 | 1.3799 | 0.4625 | | 0.634 | 534.0 | 10680 | 1.3388 | 0.4938 | | 0.634 | 535.0 | 10700 | 1.3096 | 0.4875 | | 0.634 | 536.0 | 10720 | 1.3179 | 0.4938 | | 0.634 | 537.0 | 10740 | 1.3026 | 0.5125 | | 0.634 | 538.0 | 10760 | 1.3077 | 0.5375 | | 0.634 | 539.0 | 10780 | 1.3341 | 0.4875 | | 0.634 | 540.0 | 10800 | 1.3481 | 0.5062 | | 0.634 | 541.0 | 10820 | 1.2772 | 0.5125 | | 0.634 | 542.0 | 10840 | 1.3320 | 0.5 | | 0.634 | 543.0 | 10860 | 1.3574 | 0.5062 | | 0.634 | 544.0 | 10880 | 1.3451 | 0.5062 | | 0.634 | 545.0 | 10900 | 1.3463 | 0.4813 | | 0.634 | 546.0 | 10920 | 1.3310 | 0.475 | | 0.634 | 547.0 | 10940 | 1.2990 | 0.5062 | | 0.634 | 548.0 | 10960 | 1.2899 | 0.5125 | | 0.634 | 549.0 | 10980 | 1.2834 | 0.5188 | | 0.6118 | 550.0 | 11000 | 1.3028 | 0.5312 | | 0.6118 | 551.0 | 11020 | 1.3676 | 0.4938 | | 0.6118 | 552.0 | 11040 | 1.2684 | 0.5625 | | 0.6118 | 553.0 | 11060 | 1.3628 | 0.4688 | | 0.6118 | 554.0 | 11080 | 1.3179 | 0.4938 | | 0.6118 | 555.0 | 11100 | 1.3775 | 0.475 | | 0.6118 | 556.0 | 11120 | 1.3466 | 0.4813 | | 0.6118 | 557.0 | 11140 | 1.3643 | 0.4875 | | 0.6118 | 558.0 | 11160 | 1.3863 | 0.45 | | 0.6118 | 559.0 | 11180 | 1.3549 | 0.4437 | | 0.6118 | 560.0 | 11200 | 1.3158 | 0.4813 | | 0.6118 | 561.0 | 11220 | 1.3526 | 0.4938 | | 0.6118 | 562.0 | 11240 | 1.3682 | 0.4688 | | 0.6118 | 563.0 | 11260 | 1.3275 | 0.4688 | | 0.6118 | 564.0 | 11280 | 1.4056 | 0.4688 | | 0.6118 | 565.0 | 11300 | 1.3652 | 0.475 | | 0.6118 | 566.0 | 11320 | 1.2973 | 0.5062 | | 0.6118 | 567.0 | 11340 | 1.3098 | 0.4688 | | 0.6118 | 568.0 | 11360 | 1.2853 | 0.5375 | | 0.6118 | 569.0 | 11380 | 1.3340 | 0.475 | | 0.6118 | 570.0 | 11400 | 1.2665 | 0.525 | | 0.6118 | 571.0 | 11420 | 1.3052 | 0.4688 | | 0.6118 | 572.0 | 11440 | 1.3389 | 0.4625 | | 0.6118 | 573.0 | 11460 | 1.3512 | 0.5 | | 0.6118 | 574.0 | 11480 | 1.2843 | 0.525 | | 0.5922 | 575.0 | 11500 | 1.3042 | 0.5 | | 0.5922 | 576.0 | 11520 | 1.4003 | 0.4813 | | 0.5922 | 577.0 | 11540 | 1.3344 | 0.4938 | | 0.5922 | 578.0 | 11560 | 1.3595 | 0.4562 | | 0.5922 | 579.0 | 11580 | 1.2885 | 0.5312 | | 0.5922 | 580.0 | 11600 | 1.3354 | 0.5 | | 0.5922 | 581.0 | 11620 | 1.3038 | 0.5 | | 0.5922 | 582.0 | 11640 | 1.3565 | 0.5 | | 0.5922 | 583.0 | 11660 | 1.3838 | 0.4688 | | 0.5922 | 584.0 | 11680 | 1.3751 | 0.4875 | | 0.5922 | 585.0 | 11700 | 1.3930 | 0.4562 | | 0.5922 | 586.0 | 11720 | 1.3485 | 0.4938 | | 0.5922 | 587.0 | 11740 | 1.3360 | 0.4938 | | 0.5922 | 588.0 | 11760 | 1.3507 | 0.4875 | | 0.5922 | 589.0 | 11780 | 1.3037 | 0.525 | | 0.5922 | 590.0 | 11800 | 1.3684 | 0.4562 | | 0.5922 | 591.0 | 11820 | 1.3410 | 0.5062 | | 0.5922 | 592.0 | 11840 | 1.3895 | 0.475 | | 0.5922 | 593.0 | 11860 | 1.3611 | 0.4813 | | 0.5922 | 594.0 | 11880 | 1.3269 | 0.4813 | | 0.5922 | 595.0 | 11900 | 1.3712 | 0.4813 | | 0.5922 | 596.0 | 11920 | 1.3606 | 0.4688 | | 0.5922 | 597.0 | 11940 | 1.3735 | 0.4625 | | 0.5922 | 598.0 | 11960 | 1.3533 | 0.4813 | | 0.5922 | 599.0 | 11980 | 1.4283 | 0.4437 | | 0.5728 | 600.0 | 12000 | 1.3693 | 0.4875 | | 0.5728 | 601.0 | 12020 | 1.3634 | 0.45 | | 0.5728 | 602.0 | 12040 | 1.3473 | 0.4938 | | 0.5728 | 603.0 | 12060 | 1.3715 | 0.4625 | | 0.5728 | 604.0 | 12080 | 1.2841 | 0.5312 | | 0.5728 | 605.0 | 12100 | 1.3914 | 0.4313 | | 0.5728 | 606.0 | 12120 | 1.3894 | 0.4625 | | 0.5728 | 607.0 | 12140 | 1.3379 | 0.4813 | | 0.5728 | 608.0 | 12160 | 1.3472 | 0.5125 | | 0.5728 | 609.0 | 12180 | 1.3704 | 0.475 | | 0.5728 | 610.0 | 12200 | 1.3400 | 0.4938 | | 0.5728 | 611.0 | 12220 | 1.3868 | 0.4813 | | 0.5728 | 612.0 | 12240 | 1.3035 | 0.4938 | | 0.5728 | 613.0 | 12260 | 1.3239 | 0.5 | | 0.5728 | 614.0 | 12280 | 1.3629 | 0.4813 | | 0.5728 | 615.0 | 12300 | 1.2888 | 0.5312 | | 0.5728 | 616.0 | 12320 | 1.3342 | 0.5125 | | 0.5728 | 617.0 | 12340 | 1.3508 | 0.4875 | | 0.5728 | 618.0 | 12360 | 1.2780 | 0.525 | | 0.5728 | 619.0 | 12380 | 1.2984 | 0.5 | | 0.5728 | 620.0 | 12400 | 1.2744 | 0.55 | | 0.5728 | 621.0 | 12420 | 1.3821 | 0.4188 | | 0.5728 | 622.0 | 12440 | 1.3274 | 0.5125 | | 0.5728 | 623.0 | 12460 | 1.3019 | 0.525 | | 0.5728 | 624.0 | 12480 | 1.3573 | 0.4313 | | 0.5611 | 625.0 | 12500 | 1.2624 | 0.5312 | | 0.5611 | 626.0 | 12520 | 1.3409 | 0.4875 | | 0.5611 | 627.0 | 12540 | 1.2471 | 0.5437 | | 0.5611 | 628.0 | 12560 | 1.3617 | 0.4313 | | 0.5611 | 629.0 | 12580 | 1.3894 | 0.4875 | | 0.5611 | 630.0 | 12600 | 1.3076 | 0.4562 | | 0.5611 | 631.0 | 12620 | 1.3571 | 0.4813 | | 0.5611 | 632.0 | 12640 | 1.3140 | 0.4875 | | 0.5611 | 633.0 | 12660 | 1.3447 | 0.4938 | | 0.5611 | 634.0 | 12680 | 1.3724 | 0.4688 | | 0.5611 | 635.0 | 12700 | 1.3535 | 0.4688 | | 0.5611 | 636.0 | 12720 | 1.3325 | 0.4562 | | 0.5611 | 637.0 | 12740 | 1.3509 | 0.5 | | 0.5611 | 638.0 | 12760 | 1.3955 | 0.45 | | 0.5611 | 639.0 | 12780 | 1.3699 | 0.4625 | | 0.5611 | 640.0 | 12800 | 1.3325 | 0.5125 | | 0.5611 | 641.0 | 12820 | 1.3934 | 0.4688 | | 0.5611 | 642.0 | 12840 | 1.3547 | 0.5062 | | 0.5611 | 643.0 | 12860 | 1.3867 | 0.4625 | | 0.5611 | 644.0 | 12880 | 1.3438 | 0.4813 | | 0.5611 | 645.0 | 12900 | 1.3376 | 0.4625 | | 0.5611 | 646.0 | 12920 | 1.3264 | 0.4875 | | 0.5611 | 647.0 | 12940 | 1.3329 | 0.5062 | | 0.5611 | 648.0 | 12960 | 1.3654 | 0.45 | | 0.5611 | 649.0 | 12980 | 1.4346 | 0.45 | | 0.5436 | 650.0 | 13000 | 1.3342 | 0.475 | | 0.5436 | 651.0 | 13020 | 1.3307 | 0.5 | | 0.5436 | 652.0 | 13040 | 1.3055 | 0.5125 | | 0.5436 | 653.0 | 13060 | 1.3375 | 0.475 | | 0.5436 | 654.0 | 13080 | 1.3660 | 0.4875 | | 0.5436 | 655.0 | 13100 | 1.3116 | 0.5062 | | 0.5436 | 656.0 | 13120 | 1.3543 | 0.45 | | 0.5436 | 657.0 | 13140 | 1.3076 | 0.5188 | | 0.5436 | 658.0 | 13160 | 1.3151 | 0.5 | | 0.5436 | 659.0 | 13180 | 1.3462 | 0.5188 | | 0.5436 | 660.0 | 13200 | 1.3871 | 0.4437 | | 0.5436 | 661.0 | 13220 | 1.4023 | 0.4562 | | 0.5436 | 662.0 | 13240 | 1.3350 | 0.4875 | | 0.5436 | 663.0 | 13260 | 1.2703 | 0.525 | | 0.5436 | 664.0 | 13280 | 1.3278 | 0.4875 | | 0.5436 | 665.0 | 13300 | 1.2652 | 0.525 | | 0.5436 | 666.0 | 13320 | 1.3342 | 0.5 | | 0.5436 | 667.0 | 13340 | 1.3343 | 0.4938 | | 0.5436 | 668.0 | 13360 | 1.3632 | 0.4938 | | 0.5436 | 669.0 | 13380 | 1.2871 | 0.5125 | | 0.5436 | 670.0 | 13400 | 1.2712 | 0.5188 | | 0.5436 | 671.0 | 13420 | 1.3769 | 0.4688 | | 0.5436 | 672.0 | 13440 | 1.3359 | 0.5125 | | 0.5436 | 673.0 | 13460 | 1.3789 | 0.4688 | | 0.5436 | 674.0 | 13480 | 1.3815 | 0.5 | | 0.5372 | 675.0 | 13500 | 1.4228 | 0.4562 | | 0.5372 | 676.0 | 13520 | 1.3111 | 0.5062 | | 0.5372 | 677.0 | 13540 | 1.3434 | 0.4813 | | 0.5372 | 678.0 | 13560 | 1.3385 | 0.4938 | | 0.5372 | 679.0 | 13580 | 1.3960 | 0.4375 | | 0.5372 | 680.0 | 13600 | 1.2990 | 0.5125 | | 0.5372 | 681.0 | 13620 | 1.2762 | 0.5125 | | 0.5372 | 682.0 | 13640 | 1.3684 | 0.4938 | | 0.5372 | 683.0 | 13660 | 1.3024 | 0.5125 | | 0.5372 | 684.0 | 13680 | 1.3621 | 0.4813 | | 0.5372 | 685.0 | 13700 | 1.2878 | 0.5125 | | 0.5372 | 686.0 | 13720 | 1.3678 | 0.5 | | 0.5372 | 687.0 | 13740 | 1.3971 | 0.4625 | | 0.5372 | 688.0 | 13760 | 1.2810 | 0.525 | | 0.5372 | 689.0 | 13780 | 1.4000 | 0.4688 | | 0.5372 | 690.0 | 13800 | 1.3561 | 0.5 | | 0.5372 | 691.0 | 13820 | 1.3042 | 0.5125 | | 0.5372 | 692.0 | 13840 | 1.2477 | 0.5312 | | 0.5372 | 693.0 | 13860 | 1.3510 | 0.4313 | | 0.5372 | 694.0 | 13880 | 1.3518 | 0.4813 | | 0.5372 | 695.0 | 13900 | 1.2955 | 0.525 | | 0.5372 | 696.0 | 13920 | 1.3368 | 0.5062 | | 0.5372 | 697.0 | 13940 | 1.2833 | 0.5375 | | 0.5372 | 698.0 | 13960 | 1.3953 | 0.4625 | | 0.5372 | 699.0 | 13980 | 1.3628 | 0.4562 | | 0.5274 | 700.0 | 14000 | 1.3903 | 0.4625 | | 0.5274 | 701.0 | 14020 | 1.4175 | 0.4688 | | 0.5274 | 702.0 | 14040 | 1.3249 | 0.5188 | | 0.5274 | 703.0 | 14060 | 1.3214 | 0.5188 | | 0.5274 | 704.0 | 14080 | 1.2398 | 0.5375 | | 0.5274 | 705.0 | 14100 | 1.3534 | 0.4437 | | 0.5274 | 706.0 | 14120 | 1.3383 | 0.4875 | | 0.5274 | 707.0 | 14140 | 1.2655 | 0.5312 | | 0.5274 | 708.0 | 14160 | 1.3121 | 0.4813 | | 0.5274 | 709.0 | 14180 | 1.3778 | 0.4813 | | 0.5274 | 710.0 | 14200 | 1.3144 | 0.4875 | | 0.5274 | 711.0 | 14220 | 1.3444 | 0.45 | | 0.5274 | 712.0 | 14240 | 1.3417 | 0.4875 | | 0.5274 | 713.0 | 14260 | 1.3682 | 0.5062 | | 0.5274 | 714.0 | 14280 | 1.3170 | 0.4938 | | 0.5274 | 715.0 | 14300 | 1.3309 | 0.4813 | | 0.5274 | 716.0 | 14320 | 1.3427 | 0.4625 | | 0.5274 | 717.0 | 14340 | 1.3119 | 0.5125 | | 0.5274 | 718.0 | 14360 | 1.3518 | 0.475 | | 0.5274 | 719.0 | 14380 | 1.2877 | 0.5625 | | 0.5274 | 720.0 | 14400 | 1.3330 | 0.4813 | | 0.5274 | 721.0 | 14420 | 1.3781 | 0.4813 | | 0.5274 | 722.0 | 14440 | 1.3739 | 0.5125 | | 0.5274 | 723.0 | 14460 | 1.2887 | 0.4813 | | 0.5274 | 724.0 | 14480 | 1.3692 | 0.4875 | | 0.5209 | 725.0 | 14500 | 1.3674 | 0.5125 | | 0.5209 | 726.0 | 14520 | 1.3924 | 0.4813 | | 0.5209 | 727.0 | 14540 | 1.3606 | 0.5188 | | 0.5209 | 728.0 | 14560 | 1.3163 | 0.5062 | | 0.5209 | 729.0 | 14580 | 1.2862 | 0.4875 | | 0.5209 | 730.0 | 14600 | 1.3658 | 0.4875 | | 0.5209 | 731.0 | 14620 | 1.3150 | 0.525 | | 0.5209 | 732.0 | 14640 | 1.3909 | 0.4625 | | 0.5209 | 733.0 | 14660 | 1.4005 | 0.4437 | | 0.5209 | 734.0 | 14680 | 1.2939 | 0.4875 | | 0.5209 | 735.0 | 14700 | 1.2994 | 0.5188 | | 0.5209 | 736.0 | 14720 | 1.3139 | 0.5 | | 0.5209 | 737.0 | 14740 | 1.3048 | 0.5188 | | 0.5209 | 738.0 | 14760 | 1.4333 | 0.4625 | | 0.5209 | 739.0 | 14780 | 1.3503 | 0.4875 | | 0.5209 | 740.0 | 14800 | 1.3615 | 0.5125 | | 0.5209 | 741.0 | 14820 | 1.3112 | 0.5188 | | 0.5209 | 742.0 | 14840 | 1.3670 | 0.4688 | | 0.5209 | 743.0 | 14860 | 1.3446 | 0.4938 | | 0.5209 | 744.0 | 14880 | 1.4148 | 0.475 | | 0.5209 | 745.0 | 14900 | 1.3812 | 0.4813 | | 0.5209 | 746.0 | 14920 | 1.3181 | 0.5312 | | 0.5209 | 747.0 | 14940 | 1.3489 | 0.4813 | | 0.5209 | 748.0 | 14960 | 1.3702 | 0.4875 | | 0.5209 | 749.0 | 14980 | 1.3910 | 0.4688 | | 0.5158 | 750.0 | 15000 | 1.4060 | 0.45 | | 0.5158 | 751.0 | 15020 | 1.4296 | 0.4437 | | 0.5158 | 752.0 | 15040 | 1.4208 | 0.4 | | 0.5158 | 753.0 | 15060 | 1.3391 | 0.525 | | 0.5158 | 754.0 | 15080 | 1.3221 | 0.5 | | 0.5158 | 755.0 | 15100 | 1.4210 | 0.475 | | 0.5158 | 756.0 | 15120 | 1.4491 | 0.425 | | 0.5158 | 757.0 | 15140 | 1.3721 | 0.5 | | 0.5158 | 758.0 | 15160 | 1.3336 | 0.4875 | | 0.5158 | 759.0 | 15180 | 1.3536 | 0.4625 | | 0.5158 | 760.0 | 15200 | 1.3529 | 0.475 | | 0.5158 | 761.0 | 15220 | 1.3367 | 0.5 | | 0.5158 | 762.0 | 15240 | 1.3094 | 0.5188 | | 0.5158 | 763.0 | 15260 | 1.3263 | 0.4938 | | 0.5158 | 764.0 | 15280 | 1.3905 | 0.4375 | | 0.5158 | 765.0 | 15300 | 1.3120 | 0.5062 | | 0.5158 | 766.0 | 15320 | 1.3787 | 0.4875 | | 0.5158 | 767.0 | 15340 | 1.3605 | 0.4875 | | 0.5158 | 768.0 | 15360 | 1.3938 | 0.4813 | | 0.5158 | 769.0 | 15380 | 1.3943 | 0.5 | | 0.5158 | 770.0 | 15400 | 1.3616 | 0.475 | | 0.5158 | 771.0 | 15420 | 1.3260 | 0.5188 | | 0.5158 | 772.0 | 15440 | 1.3926 | 0.4625 | | 0.5158 | 773.0 | 15460 | 1.3452 | 0.5 | | 0.5158 | 774.0 | 15480 | 1.3708 | 0.4813 | | 0.5201 | 775.0 | 15500 | 1.3124 | 0.4813 | | 0.5201 | 776.0 | 15520 | 1.2450 | 0.5312 | | 0.5201 | 777.0 | 15540 | 1.3656 | 0.4938 | | 0.5201 | 778.0 | 15560 | 1.3161 | 0.5 | | 0.5201 | 779.0 | 15580 | 1.3761 | 0.4813 | | 0.5201 | 780.0 | 15600 | 1.3206 | 0.5188 | | 0.5201 | 781.0 | 15620 | 1.2788 | 0.5125 | | 0.5201 | 782.0 | 15640 | 1.3172 | 0.4625 | | 0.5201 | 783.0 | 15660 | 1.2941 | 0.525 | | 0.5201 | 784.0 | 15680 | 1.3641 | 0.475 | | 0.5201 | 785.0 | 15700 | 1.3157 | 0.5312 | | 0.5201 | 786.0 | 15720 | 1.3140 | 0.5 | | 0.5201 | 787.0 | 15740 | 1.2916 | 0.5188 | | 0.5201 | 788.0 | 15760 | 1.3842 | 0.475 | | 0.5201 | 789.0 | 15780 | 1.3678 | 0.4938 | | 0.5201 | 790.0 | 15800 | 1.3492 | 0.5 | | 0.5201 | 791.0 | 15820 | 1.3414 | 0.5062 | | 0.5201 | 792.0 | 15840 | 1.4113 | 0.45 | | 0.5201 | 793.0 | 15860 | 1.3609 | 0.475 | | 0.5201 | 794.0 | 15880 | 1.3230 | 0.5 | | 0.5201 | 795.0 | 15900 | 1.3758 | 0.4625 | | 0.5201 | 796.0 | 15920 | 1.3244 | 0.5125 | | 0.5201 | 797.0 | 15940 | 1.2938 | 0.5188 | | 0.5201 | 798.0 | 15960 | 1.3651 | 0.5 | | 0.5201 | 799.0 | 15980 | 1.3099 | 0.5062 | | 0.5142 | 800.0 | 16000 | 1.3214 | 0.475 | ### Framework versions - Transformers 4.37.2 - Pytorch 2.3.0 - Datasets 2.15.0 - Tokenizers 0.15.1