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
- Downloads last month
- 10
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.
Model tree for ampclass/AST_EGTZAN_PLUS
Base model
MIT/ast-finetuned-audioset-10-10-0.4593