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test_ast

This model is a fine-tuned version of MIT/ast-finetuned-audioset-10-10-0.4593 on the audiofolder dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6531
  • Accuracy: 0.7759

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: 0.0002
  • train_batch_size: 6
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 15

Training results

Training Loss Epoch Step Validation Loss Accuracy
3.0547 0.02 5 3.0646 0.1264
2.8437 0.04 10 2.6112 0.1552
2.7144 0.06 15 2.3521 0.2299
2.3026 0.08 20 2.2801 0.2586
2.4449 0.1 25 2.2756 0.2069
2.2115 0.11 30 1.9326 0.3218
1.9883 0.13 35 2.1992 0.1379
1.829 0.15 40 2.2910 0.2874
1.9662 0.17 45 1.9885 0.3103
2.2471 0.19 50 2.1412 0.1954
1.8606 0.21 55 1.9203 0.3736
1.8904 0.23 60 1.8268 0.3736
1.9574 0.25 65 1.6905 0.3563
1.7038 0.27 70 1.8226 0.3506
1.9195 0.29 75 1.6539 0.3793
1.8161 0.31 80 1.7468 0.3276
1.5665 0.33 85 1.7976 0.3218
1.5756 0.34 90 1.6476 0.4368
1.5938 0.36 95 1.6349 0.3333
1.8887 0.38 100 1.6541 0.3103
1.7326 0.4 105 1.8677 0.3276
2.0043 0.42 110 2.1178 0.2989
1.4501 0.44 115 1.6649 0.4310
1.2894 0.46 120 1.5948 0.4425
1.4052 0.48 125 1.7239 0.3966
1.8974 0.5 130 1.5981 0.3218
1.7137 0.52 135 1.4834 0.3793
1.3159 0.54 140 1.3429 0.5115
1.4547 0.56 145 1.4868 0.4310
1.103 0.57 150 1.5723 0.4023
1.8516 0.59 155 1.3278 0.4713
1.3584 0.61 160 1.4963 0.4425
1.7123 0.63 165 1.4933 0.4253
1.123 0.65 170 1.3969 0.4598
1.3548 0.67 175 1.5320 0.4655
1.7216 0.69 180 1.4707 0.3966
1.3303 0.71 185 1.4343 0.3966
1.4668 0.73 190 1.3750 0.4425
1.5037 0.75 195 1.3594 0.4368
1.2836 0.77 200 1.3349 0.4828
1.5183 0.79 205 1.6031 0.3276
1.4127 0.8 210 1.4263 0.5172
1.1152 0.82 215 1.3836 0.4540
1.5974 0.84 220 1.4338 0.4770
1.6355 0.86 225 1.3150 0.5632
1.3566 0.88 230 1.5568 0.4483
1.9474 0.9 235 1.5523 0.4770
1.0851 0.92 240 1.5122 0.4770
1.1129 0.94 245 1.6792 0.4195
0.9682 0.96 250 1.5818 0.4828
1.9887 0.98 255 1.4139 0.5402
1.3416 1.0 260 1.4067 0.4655
1.4848 1.02 265 1.7022 0.4425
1.1562 1.03 270 1.6274 0.4540
1.3024 1.05 275 1.6013 0.4195
1.2188 1.07 280 1.4649 0.5172
1.5389 1.09 285 1.4483 0.4540
1.4023 1.11 290 1.3087 0.5115
1.3401 1.13 295 1.3515 0.4943
1.6219 1.15 300 1.3014 0.4598
1.2755 1.17 305 1.3620 0.4943
1.2092 1.19 310 1.1020 0.5690
1.0885 1.21 315 1.2264 0.5230
1.7791 1.23 320 1.3002 0.4885
1.1917 1.25 325 1.3064 0.4655
1.2198 1.26 330 1.2917 0.5
1.1334 1.28 335 1.4044 0.4828
0.7824 1.3 340 1.2563 0.5345
1.5005 1.32 345 1.3932 0.5402
1.3661 1.34 350 1.5288 0.5057
1.0608 1.36 355 1.6409 0.4828
1.3781 1.38 360 1.4301 0.4138
1.3579 1.4 365 1.3474 0.4713
1.536 1.42 370 1.4194 0.4310
1.3282 1.44 375 1.3651 0.5057
1.4472 1.46 380 1.1581 0.5402
1.3804 1.48 385 1.3844 0.4310
1.3419 1.49 390 1.1873 0.5115
0.9519 1.51 395 1.1381 0.5402
0.9128 1.53 400 1.3455 0.4713
1.4765 1.55 405 1.3227 0.4885
1.3164 1.57 410 1.4890 0.5345
1.1459 1.59 415 0.9928 0.6034
0.8739 1.61 420 1.1962 0.5460
1.0313 1.63 425 1.2308 0.5230
1.1317 1.65 430 1.2264 0.5460
1.022 1.67 435 1.1024 0.5920
0.9706 1.69 440 1.3729 0.5517
1.7438 1.7 445 1.3461 0.5
1.6391 1.72 450 1.1398 0.6034
0.824 1.74 455 1.4202 0.4598
1.6423 1.76 460 1.1727 0.5575
1.0754 1.78 465 1.1190 0.5287
1.0556 1.8 470 1.3851 0.4598
1.0506 1.82 475 1.5636 0.4368
1.6747 1.84 480 1.3553 0.4770
1.3546 1.86 485 1.2009 0.5172
1.1251 1.88 490 1.0508 0.6322
1.1712 1.9 495 1.0730 0.5747
1.1422 1.92 500 0.9529 0.6552
0.7611 1.93 505 0.8788 0.6264
0.8955 1.95 510 0.9696 0.5920
1.1928 1.97 515 0.9776 0.5977
1.0149 1.99 520 1.3859 0.5172
1.3012 2.01 525 1.1792 0.5747
1.1046 2.03 530 1.3357 0.5402
0.818 2.05 535 1.2086 0.5402
0.9141 2.07 540 1.3623 0.5230
1.3053 2.09 545 1.2260 0.5920
0.8546 2.11 550 1.1197 0.5920
1.0537 2.13 555 1.2455 0.5230
1.1647 2.15 560 1.2057 0.5230
1.3766 2.16 565 1.0734 0.6149
1.0225 2.18 570 1.1239 0.5690
1.6453 2.2 575 1.2486 0.5230
1.0113 2.22 580 1.1964 0.5460
1.0514 2.24 585 1.1057 0.5287
0.9404 2.26 590 0.9725 0.5920
1.0388 2.28 595 1.1438 0.5517
1.0182 2.3 600 1.0556 0.5920
0.894 2.32 605 1.2667 0.4885
0.8542 2.34 610 1.1102 0.5230
1.1322 2.36 615 1.0165 0.5920
1.0992 2.38 620 1.0807 0.6264
0.7137 2.39 625 1.1091 0.5920
0.8266 2.41 630 1.1446 0.5517
0.7162 2.43 635 1.2635 0.5575
1.3462 2.45 640 1.2049 0.5632
1.1599 2.47 645 1.0468 0.5460
0.9418 2.49 650 1.0609 0.5862
0.6358 2.51 655 1.0026 0.6264
0.9866 2.53 660 1.2802 0.5287
0.7078 2.55 665 1.2606 0.5747
1.317 2.57 670 1.2414 0.5747
1.725 2.59 675 0.9986 0.6149
1.1582 2.61 680 1.0938 0.5575
0.9204 2.62 685 1.0172 0.5862
0.8029 2.64 690 0.9563 0.6609
1.0699 2.66 695 0.8642 0.6724
0.8689 2.68 700 0.8628 0.6667
0.8868 2.7 705 0.9248 0.6379
1.1199 2.72 710 0.8752 0.6552
0.8855 2.74 715 1.2723 0.4943
0.8273 2.76 720 1.1779 0.5805
1.1579 2.78 725 0.9605 0.6149
1.2568 2.8 730 1.0269 0.6264
1.4258 2.82 735 1.1032 0.5747
0.9129 2.84 740 0.9196 0.6552
1.1291 2.85 745 1.0082 0.5805
0.679 2.87 750 0.9393 0.6207
0.8524 2.89 755 0.9525 0.6322
0.8104 2.91 760 1.1698 0.5977
0.8986 2.93 765 1.0381 0.6379
0.7805 2.95 770 0.8879 0.6782
0.9715 2.97 775 0.8563 0.6724
0.9432 2.99 780 0.8955 0.7011
1.0624 3.01 785 0.9727 0.6322
0.9685 3.03 790 1.0077 0.6322
0.7053 3.05 795 1.0690 0.5862
0.7795 3.07 800 0.9434 0.6437
0.7404 3.08 805 0.9876 0.6264
0.6817 3.1 810 0.9224 0.6552
0.4526 3.12 815 1.0037 0.6437
0.8705 3.14 820 1.1536 0.5747
0.9392 3.16 825 1.0609 0.6322
1.0781 3.18 830 0.9658 0.6494
0.7314 3.2 835 1.0462 0.6379
0.8784 3.22 840 0.9318 0.6667
1.361 3.24 845 1.1365 0.5862
0.6983 3.26 850 1.2936 0.5690
1.051 3.28 855 1.2600 0.5460
0.6664 3.3 860 1.1139 0.6034
1.077 3.31 865 1.1130 0.6092
1.2009 3.33 870 0.9561 0.6264
0.8938 3.35 875 0.9994 0.6149
0.6466 3.37 880 0.9206 0.6724
1.0424 3.39 885 0.9985 0.6264
0.9582 3.41 890 0.9165 0.6897
0.5003 3.43 895 0.9061 0.6609
0.5526 3.45 900 0.9474 0.6667
0.5755 3.47 905 0.8715 0.6897
1.1355 3.49 910 0.8549 0.6782
1.3261 3.51 915 1.3771 0.5230
1.3727 3.52 920 0.9818 0.6207
0.6203 3.54 925 0.9016 0.6552
1.0178 3.56 930 0.9804 0.5920
0.5602 3.58 935 1.0180 0.6322
0.9365 3.6 940 0.9289 0.6379
0.8331 3.62 945 1.1076 0.6092
0.8512 3.64 950 0.8156 0.7011
0.8797 3.66 955 1.0940 0.6322
0.914 3.68 960 0.8316 0.7011
0.6969 3.7 965 0.8965 0.6839
0.7973 3.72 970 0.9823 0.6437
0.8665 3.74 975 0.9928 0.6322
0.8057 3.75 980 0.9669 0.6149
0.8764 3.77 985 1.1128 0.5920
0.9281 3.79 990 0.9737 0.6552
0.7301 3.81 995 0.9512 0.6609
0.5308 3.83 1000 1.1504 0.6149
0.6637 3.85 1005 1.2048 0.6149
0.6633 3.87 1010 1.1039 0.6264
1.0671 3.89 1015 1.1816 0.5862
0.7547 3.91 1020 0.9734 0.6264
1.3147 3.93 1025 0.8260 0.6782
1.0075 3.95 1030 0.8831 0.6609
0.5925 3.97 1035 1.0290 0.6379
0.8289 3.98 1040 0.9350 0.6724
1.0505 4.0 1045 0.9338 0.6609
0.329 4.02 1050 0.9525 0.6494
0.3039 4.04 1055 1.0120 0.6609
0.5585 4.06 1060 1.1452 0.6149
0.6825 4.08 1065 1.0479 0.6609
0.5304 4.1 1070 1.1510 0.6494
1.0301 4.12 1075 0.9221 0.6954
0.3273 4.14 1080 0.9179 0.6552
0.7577 4.16 1085 1.1157 0.6092
1.0743 4.18 1090 0.9640 0.6667
0.7973 4.2 1095 1.0485 0.6264
0.5881 4.21 1100 0.9480 0.6379
0.5461 4.23 1105 1.0176 0.6207
0.997 4.25 1110 0.9593 0.6552
0.7955 4.27 1115 1.0909 0.6379
0.6282 4.29 1120 0.9476 0.6437
0.4928 4.31 1125 0.8954 0.6609
0.6038 4.33 1130 1.0134 0.6322
0.5476 4.35 1135 1.1263 0.6207
0.6955 4.37 1140 0.9448 0.6494
0.5385 4.39 1145 0.9448 0.6552
0.4345 4.41 1150 0.9277 0.6897
0.7115 4.43 1155 1.0177 0.6609
0.6605 4.44 1160 1.2899 0.6207
0.7257 4.46 1165 1.2732 0.6034
0.8842 4.48 1170 1.1442 0.6207
0.7097 4.5 1175 0.9837 0.6494
0.6335 4.52 1180 0.9647 0.6667
0.7804 4.54 1185 0.8581 0.6609
0.5464 4.56 1190 0.8663 0.6724
0.2931 4.58 1195 1.0259 0.6552
0.5038 4.6 1200 1.8864 0.5690
1.0206 4.62 1205 1.2910 0.5747
0.5508 4.64 1210 1.1527 0.5632
1.2308 4.66 1215 1.0279 0.6092
0.388 4.67 1220 0.9293 0.6322
0.4747 4.69 1225 1.0777 0.6379
1.0655 4.71 1230 0.9733 0.6954
0.7551 4.73 1235 0.8783 0.6897
0.5262 4.75 1240 0.9285 0.6839
0.6098 4.77 1245 0.8416 0.7069
0.8836 4.79 1250 0.8214 0.6897
0.5507 4.81 1255 0.7416 0.7356
0.1952 4.83 1260 0.8377 0.6897
0.7898 4.85 1265 0.7279 0.7356
0.7374 4.87 1270 0.9925 0.6552
0.5315 4.89 1275 0.9290 0.6724
0.3167 4.9 1280 0.7473 0.7011
0.9122 4.92 1285 0.8101 0.7471
0.5306 4.94 1290 0.7988 0.7184
0.9036 4.96 1295 0.9747 0.6897
0.4449 4.98 1300 0.7531 0.7011
0.761 5.0 1305 0.8167 0.6782
0.5163 5.02 1310 1.0069 0.6667
0.2701 5.04 1315 0.8416 0.7126
0.1513 5.06 1320 0.6531 0.7759
0.3641 5.08 1325 0.8022 0.7126
0.6804 5.1 1330 0.9908 0.6954
0.9176 5.11 1335 0.8896 0.6897
0.4943 5.13 1340 0.8113 0.7299
0.4788 5.15 1345 0.9183 0.6839
0.2654 5.17 1350 0.8971 0.7184
0.5567 5.19 1355 1.0156 0.6897
0.5702 5.21 1360 0.8736 0.6897
0.7055 5.23 1365 1.0454 0.6207
0.5203 5.25 1370 1.1284 0.6322
0.512 5.27 1375 1.0252 0.6322
0.8081 5.29 1380 0.8888 0.6724
0.3513 5.31 1385 0.7673 0.7299
0.3606 5.33 1390 0.7866 0.7414
0.539 5.34 1395 0.8203 0.6839
0.5642 5.36 1400 1.1715 0.6437
0.5947 5.38 1405 0.9037 0.6609
0.4159 5.4 1410 0.8044 0.7356
0.537 5.42 1415 0.9017 0.7299
0.3371 5.44 1420 1.0497 0.6782
0.5586 5.46 1425 0.8959 0.7356
0.7869 5.48 1430 0.8901 0.7241
0.2459 5.5 1435 0.7955 0.7414
0.0927 5.52 1440 0.9925 0.6954
0.4005 5.54 1445 1.1417 0.6839
0.4054 5.56 1450 0.9589 0.7184
0.5116 5.57 1455 1.0599 0.6897
0.257 5.59 1460 1.1628 0.6667
0.2287 5.61 1465 1.2925 0.6552
0.8024 5.63 1470 1.0764 0.6954
0.4949 5.65 1475 1.1143 0.6897
0.4655 5.67 1480 1.3536 0.6494
0.7536 5.69 1485 1.0325 0.7184
0.326 5.71 1490 1.1129 0.7011
0.5502 5.73 1495 1.3975 0.6552
0.7814 5.75 1500 1.4793 0.6437
0.8521 5.77 1505 1.2535 0.6379
0.452 5.79 1510 1.3426 0.6207
1.1244 5.8 1515 1.1075 0.6839
0.5211 5.82 1520 1.0719 0.6667
0.4944 5.84 1525 1.1987 0.6494
0.619 5.86 1530 1.0626 0.6839
0.3932 5.88 1535 1.3715 0.6149
1.001 5.9 1540 1.1620 0.6207
0.4258 5.92 1545 1.0936 0.6724
0.6611 5.94 1550 1.1293 0.6494
0.6265 5.96 1555 0.9372 0.6667
0.5634 5.98 1560 0.8595 0.7299
0.3986 6.0 1565 0.9496 0.6839
0.2532 6.02 1570 1.0735 0.6724
0.1247 6.03 1575 1.0142 0.6552
0.2655 6.05 1580 0.9764 0.7011
0.5073 6.07 1585 1.0659 0.7011
0.5426 6.09 1590 1.1734 0.6667
0.3363 6.11 1595 1.0996 0.6667
0.1399 6.13 1600 1.1618 0.6609
0.1777 6.15 1605 1.0963 0.6839
0.2072 6.17 1610 1.0916 0.7126
0.3631 6.19 1615 1.2277 0.6724
0.2738 6.21 1620 1.0606 0.7126
0.2884 6.23 1625 1.3723 0.5920
0.5021 6.25 1630 1.4172 0.5977
0.1844 6.26 1635 1.0074 0.6897
0.5767 6.28 1640 1.0853 0.7011
0.5302 6.3 1645 0.8779 0.7356
0.3801 6.32 1650 0.8229 0.7241
0.3961 6.34 1655 0.7615 0.7701
0.2774 6.36 1660 0.8031 0.7299
0.4219 6.38 1665 0.8798 0.7126
0.4269 6.4 1670 0.7993 0.7759
0.0621 6.42 1675 0.8599 0.7299
0.1985 6.44 1680 1.0500 0.6724
0.2481 6.46 1685 1.2009 0.6494
0.3036 6.48 1690 1.1416 0.6667
0.4456 6.49 1695 0.9774 0.7069
0.1675 6.51 1700 1.0156 0.7126
0.0375 6.53 1705 1.1146 0.7126
0.4738 6.55 1710 1.2218 0.6897
0.2477 6.57 1715 1.1307 0.7011
0.4616 6.59 1720 1.2160 0.6609
0.2249 6.61 1725 1.1174 0.6839
0.3522 6.63 1730 1.5798 0.6609
1.0043 6.65 1735 1.6364 0.6724
0.6924 6.67 1740 1.2206 0.7069
0.4349 6.69 1745 1.3870 0.6379
0.5771 6.7 1750 1.1230 0.6839
0.7905 6.72 1755 0.8128 0.7529
0.3866 6.74 1760 0.9596 0.7356
0.4893 6.76 1765 0.9293 0.7356
0.0439 6.78 1770 0.8708 0.7356
0.1671 6.8 1775 0.9393 0.7126
0.3718 6.82 1780 1.0530 0.7299
0.5083 6.84 1785 1.0124 0.7184
0.4628 6.86 1790 1.1633 0.7011
0.3202 6.88 1795 0.9683 0.7529
0.1311 6.9 1800 0.9268 0.7529
0.4311 6.92 1805 0.8894 0.7471
0.4067 6.93 1810 0.9294 0.7529
0.1898 6.95 1815 1.1521 0.7184
0.695 6.97 1820 0.9606 0.7356
0.0965 6.99 1825 1.0009 0.7356
0.5734 7.01 1830 0.9491 0.7126
0.4251 7.03 1835 0.9267 0.7471
0.027 7.05 1840 0.8665 0.7529
0.0263 7.07 1845 0.9959 0.7529
0.0401 7.09 1850 1.1048 0.7241
0.1228 7.11 1855 1.3275 0.7011
0.0653 7.13 1860 1.5583 0.6954
0.3934 7.15 1865 1.6237 0.6839
0.0691 7.16 1870 1.5921 0.6782
0.2809 7.18 1875 1.4757 0.6897
0.0979 7.2 1880 1.3468 0.7011
0.1615 7.22 1885 1.4109 0.6724
0.3491 7.24 1890 1.2932 0.7184
0.0214 7.26 1895 1.2771 0.7529
0.2161 7.28 1900 1.2839 0.7011
0.129 7.3 1905 1.3631 0.7126
0.174 7.32 1910 1.1275 0.7356
0.0376 7.34 1915 1.2306 0.7529
0.7968 7.36 1920 1.3550 0.7644
0.1575 7.38 1925 1.4990 0.7184
0.1735 7.39 1930 1.6739 0.6897
0.4192 7.41 1935 1.6104 0.6552
0.3096 7.43 1940 1.5216 0.6954
0.3327 7.45 1945 1.6830 0.6782
0.276 7.47 1950 1.4199 0.7184
0.0554 7.49 1955 1.2516 0.7126
0.2187 7.51 1960 1.1917 0.7241
0.2532 7.53 1965 1.1683 0.7356
0.2872 7.55 1970 1.3119 0.7184
0.1039 7.57 1975 1.4758 0.6839
0.3423 7.59 1980 1.3956 0.7414
0.0705 7.61 1985 1.6385 0.6724
0.0537 7.62 1990 1.8519 0.6667
0.3629 7.64 1995 1.7972 0.6724
0.7452 7.66 2000 1.5262 0.6839
0.4275 7.68 2005 1.3043 0.7126
0.1486 7.7 2010 1.1594 0.7184
0.1045 7.72 2015 1.1599 0.7069
0.5649 7.74 2020 1.1550 0.7414
0.1445 7.76 2025 1.3098 0.7184
0.0164 7.78 2030 1.5065 0.7069
0.1815 7.8 2035 1.5009 0.7126
0.8265 7.82 2040 1.1351 0.7471
0.3273 7.84 2045 1.1326 0.7241
0.0314 7.85 2050 1.1731 0.7126
0.1498 7.87 2055 1.2958 0.7126
0.0174 7.89 2060 1.4961 0.7126
0.142 7.91 2065 1.4059 0.7299
0.3848 7.93 2070 1.1554 0.7356
0.1568 7.95 2075 1.1746 0.7471
0.0018 7.97 2080 1.2763 0.7356
0.209 7.99 2085 1.4092 0.7471
0.1243 8.01 2090 1.3923 0.7069
0.1023 8.03 2095 1.2922 0.7126
0.0129 8.05 2100 1.3523 0.7126
0.0224 8.07 2105 1.5483 0.7126
0.2608 8.08 2110 1.3695 0.7299
0.0016 8.1 2115 1.4524 0.7356
0.0384 8.12 2120 1.5808 0.7184
0.1079 8.14 2125 1.8028 0.6897
0.314 8.16 2130 1.6579 0.6954
0.0119 8.18 2135 1.4466 0.7471
0.0145 8.2 2140 1.4530 0.7356
0.2998 8.22 2145 1.4055 0.7414
0.007 8.24 2150 1.3814 0.7069
0.0243 8.26 2155 1.4891 0.7241
0.0201 8.28 2160 1.6388 0.7126
0.0394 8.3 2165 1.6442 0.7069
0.049 8.31 2170 1.4437 0.7126
0.0045 8.33 2175 1.6671 0.7126
0.0227 8.35 2180 1.8115 0.7069
0.0484 8.37 2185 1.5887 0.7356
0.2142 8.39 2190 1.5693 0.7414
0.038 8.41 2195 1.6501 0.7069
0.1527 8.43 2200 1.6355 0.7184
0.0143 8.45 2205 1.5244 0.7471
0.019 8.47 2210 1.5005 0.7471
0.007 8.49 2215 1.5428 0.7414
0.2862 8.51 2220 1.5085 0.7299
0.1645 8.52 2225 1.4945 0.7471
0.0377 8.54 2230 1.4357 0.7529
0.0011 8.56 2235 1.5021 0.7471
0.0195 8.58 2240 1.4816 0.7586
0.0038 8.6 2245 1.5893 0.7356
0.0028 8.62 2250 1.6429 0.7414
0.2262 8.64 2255 1.6774 0.7414
0.4226 8.66 2260 1.4581 0.7356
0.0025 8.68 2265 1.3616 0.7241
0.0549 8.7 2270 1.3944 0.7529
0.2475 8.72 2275 1.4398 0.7356
0.0432 8.74 2280 1.4616 0.7299
0.0076 8.75 2285 1.4266 0.7299
0.1605 8.77 2290 1.3677 0.7471
0.0192 8.79 2295 1.3509 0.7414
0.0123 8.81 2300 1.3890 0.7471
0.0292 8.83 2305 1.5051 0.7184
0.1464 8.85 2310 1.6223 0.7241
0.3433 8.87 2315 1.6564 0.7184
0.1714 8.89 2320 1.6226 0.7299
0.0059 8.91 2325 1.8199 0.7069
0.0172 8.93 2330 2.0601 0.6667
0.9032 8.95 2335 1.9112 0.6897
0.2749 8.97 2340 1.5850 0.7126
0.0033 8.98 2345 1.4470 0.7184
0.1976 9.0 2350 1.5511 0.7471
0.0023 9.02 2355 1.6997 0.7356
0.0125 9.04 2360 1.8851 0.7011
0.0023 9.06 2365 2.0493 0.6839
0.1226 9.08 2370 1.6172 0.7414
0.0011 9.1 2375 1.6243 0.7414
0.001 9.12 2380 1.7072 0.7299
0.0176 9.14 2385 1.7006 0.7356
0.0291 9.16 2390 1.6260 0.7356
0.0003 9.18 2395 1.6397 0.7241
0.0002 9.2 2400 1.6500 0.7184
0.0002 9.21 2405 1.6548 0.7184
0.0002 9.23 2410 1.6624 0.7184
0.0014 9.25 2415 1.6636 0.7126
0.0007 9.27 2420 1.6674 0.7184
0.171 9.29 2425 1.6712 0.7241
0.0019 9.31 2430 1.6812 0.7241
0.1125 9.33 2435 1.6472 0.7241
0.0084 9.35 2440 1.6843 0.7356
0.0039 9.37 2445 1.7159 0.7471
0.1233 9.39 2450 1.6939 0.7586
0.0015 9.41 2455 1.6599 0.7586
0.0031 9.43 2460 1.6476 0.7356
0.0059 9.44 2465 1.7214 0.7356
0.1826 9.46 2470 1.7813 0.7184
0.1108 9.48 2475 1.7746 0.7184
0.0244 9.5 2480 1.7001 0.7356
0.0004 9.52 2485 1.7654 0.7241
0.0017 9.54 2490 1.8155 0.7184
0.0048 9.56 2495 1.7586 0.7241
0.0001 9.58 2500 1.7479 0.7356
0.0007 9.6 2505 1.7489 0.7299
0.1523 9.62 2510 1.7377 0.7299
0.0032 9.64 2515 1.6583 0.7299
0.0094 9.66 2520 1.5357 0.7414
0.001 9.67 2525 1.4893 0.7356
0.0053 9.69 2530 1.4711 0.7414
0.0027 9.71 2535 1.4847 0.7356
0.0031 9.73 2540 1.5292 0.7184
0.0168 9.75 2545 1.5313 0.7184
0.0443 9.77 2550 1.5085 0.7414
0.0237 9.79 2555 1.5778 0.7299
0.0026 9.81 2560 1.7101 0.7414
0.0227 9.83 2565 1.7191 0.7529
0.0001 9.85 2570 1.7181 0.7529
0.0013 9.87 2575 1.7266 0.7586
0.0153 9.89 2580 1.7212 0.7586
0.3362 9.9 2585 1.6476 0.7529
0.0002 9.92 2590 1.6618 0.7471
0.0041 9.94 2595 1.5420 0.7586
0.0002 9.96 2600 1.5039 0.7586
0.0215 9.98 2605 1.5121 0.7471
0.1991 10.0 2610 1.5479 0.7356
0.0005 10.02 2615 1.6146 0.7356
0.1721 10.04 2620 1.6754 0.7299
0.0144 10.06 2625 1.7273 0.7069
0.0424 10.08 2630 1.7387 0.7126
0.001 10.1 2635 1.6673 0.7184
0.0187 10.11 2640 1.5967 0.7759
0.0001 10.13 2645 1.6524 0.7414
0.0003 10.15 2650 1.6943 0.7356
0.0047 10.17 2655 1.7339 0.7414
0.0105 10.19 2660 1.7606 0.7414
0.0015 10.21 2665 1.7689 0.7356
0.0002 10.23 2670 1.7912 0.7069
0.002 10.25 2675 1.7775 0.7011
0.1839 10.27 2680 1.5834 0.7471
0.0004 10.29 2685 1.5184 0.7471
0.0001 10.31 2690 1.5531 0.7471
0.0001 10.33 2695 1.5977 0.7471
0.2095 10.34 2700 1.6474 0.7529
0.0044 10.36 2705 1.7372 0.7299
0.0242 10.38 2710 1.7031 0.7184
0.0119 10.4 2715 1.6392 0.7414
0.0003 10.42 2720 1.6991 0.7299
0.0001 10.44 2725 1.7589 0.7414
0.0003 10.46 2730 1.8095 0.7414
0.0113 10.48 2735 1.7476 0.7356
0.0253 10.5 2740 1.7330 0.7471
0.0001 10.52 2745 1.6786 0.7529
0.0001 10.54 2750 1.6547 0.7471
0.0841 10.56 2755 1.5616 0.7356
0.0003 10.57 2760 1.4815 0.7586
0.0064 10.59 2765 1.4246 0.7644
0.0001 10.61 2770 1.4092 0.7529
0.0015 10.63 2775 1.4108 0.7529
0.0002 10.65 2780 1.4260 0.7471
0.0005 10.67 2785 1.4420 0.7529
0.2767 10.69 2790 1.4646 0.7414
0.0721 10.71 2795 1.5204 0.7586
0.0009 10.73 2800 1.6007 0.7586
0.0003 10.75 2805 1.6685 0.7529
0.3266 10.77 2810 1.7353 0.7529
0.0028 10.79 2815 1.7476 0.7529
0.0 10.8 2820 1.7377 0.7471
0.0001 10.82 2825 1.7389 0.7529
0.0004 10.84 2830 1.7408 0.7529
0.0794 10.86 2835 1.7412 0.7471
0.0001 10.88 2840 1.7476 0.7414
0.0022 10.9 2845 1.7501 0.7356
0.0007 10.92 2850 1.7450 0.7471
0.0162 10.94 2855 1.6571 0.7414
0.0002 10.96 2860 1.5867 0.7356
0.0004 10.98 2865 1.5567 0.7529
0.007 11.0 2870 1.5519 0.7529
0.222 11.02 2875 1.5496 0.7644
0.175 11.03 2880 1.5766 0.7644
0.0004 11.05 2885 1.6118 0.7471
0.0047 11.07 2890 1.6357 0.7471
0.0002 11.09 2895 1.6462 0.7529
0.0007 11.11 2900 1.6495 0.7529
0.0003 11.13 2905 1.6477 0.7644
0.002 11.15 2910 1.6445 0.7644
0.0001 11.17 2915 1.6509 0.7701
0.0026 11.19 2920 1.6434 0.7759
0.0001 11.21 2925 1.6255 0.7701
0.0003 11.23 2930 1.6109 0.7759
0.0004 11.25 2935 1.6028 0.7759
0.0044 11.26 2940 1.6084 0.7701
0.0001 11.28 2945 1.6189 0.7701
0.0003 11.3 2950 1.6271 0.7701
0.2528 11.32 2955 1.6438 0.7701
0.0001 11.34 2960 1.6641 0.7701
0.0035 11.36 2965 1.6825 0.7759
0.0005 11.38 2970 1.7031 0.7586
0.2952 11.4 2975 1.6997 0.7586
0.0001 11.42 2980 1.6980 0.7471
0.0004 11.44 2985 1.6984 0.7529
0.0015 11.46 2990 1.6949 0.7471
0.0248 11.48 2995 1.6735 0.7586
0.0 11.49 3000 1.6583 0.7586
0.0129 11.51 3005 1.6416 0.7586
0.1049 11.53 3010 1.6352 0.7586
0.0001 11.55 3015 1.6312 0.7586
0.0001 11.57 3020 1.6293 0.7586
0.0004 11.59 3025 1.5770 0.7586
0.0001 11.61 3030 1.5391 0.7759
0.0005 11.63 3035 1.5513 0.7701
0.0007 11.65 3040 1.5458 0.7644
0.0002 11.67 3045 1.5148 0.7586
0.0084 11.69 3050 1.4827 0.7759
0.0002 11.7 3055 1.4733 0.7701
0.0001 11.72 3060 1.4765 0.7816
0.0005 11.74 3065 1.4811 0.7816
0.0037 11.76 3070 1.4523 0.7816
0.0001 11.78 3075 1.4756 0.7759
0.0001 11.8 3080 1.4983 0.7759
0.0002 11.82 3085 1.5151 0.7759
0.0009 11.84 3090 1.5200 0.7759
0.0001 11.86 3095 1.5113 0.7931
0.0001 11.88 3100 1.5138 0.7931
0.001 11.9 3105 1.4401 0.7931
0.0001 11.92 3110 1.4551 0.7931
0.0001 11.93 3115 1.4636 0.7874
0.0007 11.95 3120 1.4636 0.7816
0.0002 11.97 3125 1.4628 0.7989
0.0001 11.99 3130 1.4630 0.7931
0.0001 12.01 3135 1.4634 0.7931
0.0001 12.03 3140 1.4633 0.7931
0.0001 12.05 3145 1.4636 0.7931
0.1353 12.07 3150 1.4747 0.7931
0.0001 12.09 3155 1.4828 0.7931
0.0001 12.11 3160 1.4878 0.7874
0.001 12.13 3165 1.4896 0.7874
0.0719 12.15 3170 1.5221 0.7701
0.0002 12.16 3175 1.5954 0.7644
0.0001 12.18 3180 1.6369 0.7586
0.0005 12.2 3185 1.6582 0.7586
0.0001 12.22 3190 1.6685 0.7586
0.0001 12.24 3195 1.6744 0.7586
0.0001 12.26 3200 1.6779 0.7586
0.0921 12.28 3205 1.6831 0.7586
0.0002 12.3 3210 1.6987 0.7529
0.0005 12.32 3215 1.7060 0.7529
0.0006 12.34 3220 1.7057 0.7471
0.0004 12.36 3225 1.7048 0.7529
0.0 12.38 3230 1.7054 0.7529
0.0683 12.39 3235 1.7124 0.7529
0.0834 12.41 3240 1.7345 0.7529
0.0007 12.43 3245 1.7520 0.7471
0.0005 12.45 3250 1.7615 0.7471
0.1469 12.47 3255 1.7582 0.7529
0.0001 12.49 3260 1.7567 0.7471
0.0013 12.51 3265 1.7564 0.7471
0.0009 12.53 3270 1.7548 0.7414
0.0014 12.55 3275 1.7479 0.7414
0.0358 12.57 3280 1.7233 0.7414
0.0002 12.59 3285 1.6970 0.7471
0.0001 12.61 3290 1.6799 0.7529
0.012 12.62 3295 1.6490 0.7529
0.0055 12.64 3300 1.6285 0.7644
0.0002 12.66 3305 1.6173 0.7586
0.0001 12.68 3310 1.6176 0.7471
0.0 12.7 3315 1.6216 0.7356
0.0001 12.72 3320 1.6241 0.7356
0.0009 12.74 3325 1.6175 0.7299
0.0001 12.76 3330 1.5911 0.7356
0.0 12.78 3335 1.5767 0.7241
0.0003 12.8 3340 1.5663 0.7241
0.0001 12.82 3345 1.5604 0.7299
0.0002 12.84 3350 1.5551 0.7356
0.0001 12.85 3355 1.5520 0.7414
0.0002 12.87 3360 1.5491 0.7414
0.0001 12.89 3365 1.5480 0.7414
0.0003 12.91 3370 1.5460 0.7414
0.0001 12.93 3375 1.5454 0.7414
0.0001 12.95 3380 1.5440 0.7471
0.0001 12.97 3385 1.5427 0.7471
0.0002 12.99 3390 1.5425 0.7471
0.0 13.01 3395 1.5423 0.7529
0.0002 13.03 3400 1.5405 0.7529
0.0001 13.05 3405 1.5386 0.7529
0.0001 13.07 3410 1.5375 0.7529
0.0001 13.08 3415 1.5361 0.7529
0.0001 13.1 3420 1.5363 0.7529
0.0 13.12 3425 1.5363 0.7529
0.0001 13.14 3430 1.5357 0.7529
0.0001 13.16 3435 1.5358 0.7529
0.0001 13.18 3440 1.5360 0.7529
0.1681 13.2 3445 1.5371 0.7529
0.0 13.22 3450 1.5422 0.7471
0.0001 13.24 3455 1.5465 0.7529
0.0001 13.26 3460 1.5489 0.7586
0.0 13.28 3465 1.5508 0.7586
0.0 13.3 3470 1.5522 0.7586
0.0001 13.31 3475 1.5528 0.7586
0.0012 13.33 3480 1.5519 0.7586
0.116 13.35 3485 1.5588 0.7586
0.0017 13.37 3490 1.5605 0.7586
0.0001 13.39 3495 1.5600 0.7586
0.0 13.41 3500 1.5588 0.7586
0.0001 13.43 3505 1.5591 0.7586
0.1047 13.45 3510 1.5658 0.7586
0.0023 13.47 3515 1.5687 0.7586
0.0001 13.49 3520 1.5699 0.7586
0.0001 13.51 3525 1.5699 0.7586
0.0001 13.52 3530 1.5700 0.7586
0.0001 13.54 3535 1.5702 0.7586
0.0001 13.56 3540 1.5701 0.7586
0.0001 13.58 3545 1.5687 0.7586
0.0001 13.6 3550 1.5693 0.7586
0.0001 13.62 3555 1.5690 0.7586
0.0001 13.64 3560 1.5686 0.7586
0.0002 13.66 3565 1.5688 0.7586
0.0001 13.68 3570 1.5691 0.7586
0.0001 13.7 3575 1.5693 0.7586
0.0001 13.72 3580 1.5690 0.7586
0.0 13.74 3585 1.5693 0.7586
0.0631 13.75 3590 1.5680 0.7586
0.0 13.77 3595 1.5654 0.7586
0.0001 13.79 3600 1.5650 0.7586
0.0001 13.81 3605 1.5651 0.7644
0.0407 13.83 3610 1.5672 0.7586
0.0001 13.85 3615 1.5693 0.7586
0.0 13.87 3620 1.5712 0.7586
0.0 13.89 3625 1.5720 0.7586
0.0001 13.91 3630 1.5723 0.7586
0.0002 13.93 3635 1.5724 0.7586
0.0 13.95 3640 1.5720 0.7529
0.0 13.97 3645 1.5717 0.7529
0.0947 13.98 3650 1.5742 0.7529
0.0042 14.0 3655 1.5714 0.7529
0.0791 14.02 3660 1.5750 0.7471
0.0 14.04 3665 1.5759 0.7471
0.0001 14.06 3670 1.5765 0.7471
0.0 14.08 3675 1.5765 0.7471
0.0001 14.1 3680 1.5768 0.7471
0.0001 14.12 3685 1.5765 0.7471
0.0765 14.14 3690 1.5836 0.7529
0.0 14.16 3695 1.5884 0.7586
0.0 14.18 3700 1.5915 0.7586
0.0001 14.2 3705 1.5935 0.7586
0.0001 14.21 3710 1.5939 0.7586
0.0 14.23 3715 1.5943 0.7586
0.0647 14.25 3720 1.5930 0.7644
0.0003 14.27 3725 1.5921 0.7644
0.0001 14.29 3730 1.5918 0.7644
0.0001 14.31 3735 1.5916 0.7644
0.0002 14.33 3740 1.5907 0.7644
0.0075 14.35 3745 1.5858 0.7644
0.0 14.37 3750 1.5811 0.7586
0.0033 14.39 3755 1.5730 0.7586
0.0814 14.41 3760 1.5698 0.7586
0.0001 14.43 3765 1.5691 0.7586
0.0002 14.44 3770 1.5679 0.7586
0.0002 14.46 3775 1.5678 0.7586
0.0001 14.48 3780 1.5681 0.7586
0.0001 14.5 3785 1.5676 0.7586
0.0058 14.52 3790 1.5640 0.7586
0.0002 14.54 3795 1.5616 0.7529
0.0001 14.56 3800 1.5598 0.7471
0.0001 14.58 3805 1.5595 0.7471
0.0001 14.6 3810 1.5584 0.7529
0.0001 14.62 3815 1.5580 0.7529
0.0001 14.64 3820 1.5573 0.7529
0.0001 14.66 3825 1.5569 0.7529
0.0001 14.67 3830 1.5564 0.7529
0.0001 14.69 3835 1.5567 0.7529
0.0001 14.71 3840 1.5568 0.7529
0.0205 14.73 3845 1.5572 0.7529
0.0 14.75 3850 1.5574 0.7529
0.0001 14.77 3855 1.5579 0.7529
0.0 14.79 3860 1.5574 0.7529
0.0002 14.81 3865 1.5573 0.7529
0.0001 14.83 3870 1.5574 0.7529
0.0 14.85 3875 1.5576 0.7529
0.0002 14.87 3880 1.5580 0.7529
0.0 14.89 3885 1.5582 0.7529
0.0001 14.9 3890 1.5581 0.7529
0.0001 14.92 3895 1.5581 0.7529
0.0001 14.94 3900 1.5582 0.7529
0.0 14.96 3905 1.5580 0.7529
0.0969 14.98 3910 1.5585 0.7529
0.0 15.0 3915 1.5588 0.7529

Framework versions

  • Transformers 4.33.3
  • Pytorch 2.1.0+cu121
  • Datasets 2.14.5
  • Tokenizers 0.13.3
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