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ampclass
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AST_EGTZAN_PLUS

Audio Classification
Transformers
PyTorch
audio-spectrogram-transformer
Generated from Trainer
Eval Results
Inference Endpoints
Model card Files Community
AST_EGTZAN_PLUS / README.md
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ghermoso
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metadata
license: bsd-3-clause
base_model: MIT/ast-finetuned-audioset-10-10-0.4593
tags:
  - generated_from_trainer
datasets:
  - audiofolder
metrics:
  - accuracy
model-index:
  - name: test_ast
    results:
      - task:
          name: Audio Classification
          type: audio-classification
        dataset:
          name: audiofolder
          type: audiofolder
          config: default
          split: train
          args: default
        metrics:
          - name: Accuracy
            type: accuracy
            value: 0.7298850574712644

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: 0.7183
  • Accuracy: 0.7299

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
3.2249 0.02 5 3.1167 0.0977
3.3654 0.04 10 3.1071 0.1667
2.952 0.06 15 2.3668 0.2816
2.6551 0.08 20 3.0941 0.2299
3.2285 0.1 25 2.4252 0.1379
2.4251 0.11 30 2.3162 0.1552
2.2216 0.13 35 2.2743 0.2414
1.982 0.15 40 2.5583 0.2586
2.2904 0.17 45 2.2775 0.1897
2.2136 0.19 50 2.2644 0.1724
1.9795 0.21 55 2.1317 0.2759
2.1172 0.23 60 2.0072 0.2989
2.1899 0.25 65 1.9535 0.1954
2.1116 0.27 70 1.9115 0.2299
2.0904 0.29 75 1.9307 0.3161
1.9124 0.31 80 1.8103 0.3391
1.6039 0.33 85 1.9070 0.2184
1.5797 0.34 90 1.9559 0.3621
1.9217 0.36 95 1.7302 0.2874
2.1192 0.38 100 2.1213 0.2874
1.991 0.4 105 1.8870 0.2529
1.9855 0.42 110 1.8531 0.3448
1.6668 0.44 115 2.0079 0.3218
1.4628 0.46 120 1.8913 0.3793
1.8827 0.48 125 1.7698 0.2989
1.9941 0.5 130 1.7076 0.2931
1.844 0.52 135 1.7230 0.2931
1.5423 0.54 140 1.6390 0.3793
1.9086 0.56 145 1.7207 0.3621
1.572 0.57 150 1.8218 0.3161
1.8335 0.59 155 1.6243 0.3908
1.5903 0.61 160 1.6348 0.3851
1.7064 0.63 165 1.5470 0.4253
1.3325 0.65 170 1.5237 0.4310
1.5154 0.67 175 1.5712 0.4253
1.7564 0.69 180 1.5861 0.2989
1.3903 0.71 185 1.8145 0.2586
2.0853 0.73 190 1.5079 0.3678
1.5312 0.75 195 1.4409 0.4483
1.2828 0.77 200 1.6001 0.3966
1.9389 0.79 205 1.7927 0.3678
1.5486 0.8 210 1.5749 0.3908
1.4306 0.82 215 1.7232 0.2816
1.814 0.84 220 1.7349 0.2586
1.7483 0.86 225 1.6068 0.4483
1.836 0.88 230 1.6200 0.4310
1.8752 0.9 235 1.4892 0.4195
1.3274 0.92 240 1.5102 0.4483
1.1109 0.94 245 1.6441 0.4598
1.137 0.96 250 1.6820 0.4885
2.029 0.98 255 1.5568 0.4425
1.3499 1.0 260 1.5453 0.4713
1.6062 1.02 265 1.7614 0.3851
1.2653 1.03 270 1.6806 0.4080
1.5162 1.05 275 2.1193 0.3161
1.8098 1.07 280 1.5041 0.4540
1.5888 1.09 285 1.6980 0.3736
1.57 1.11 290 1.5114 0.3851
1.3931 1.13 295 1.5042 0.4080
1.494 1.15 300 1.4945 0.4425
1.2355 1.17 305 1.4153 0.4770
1.9234 1.19 310 1.3997 0.4655
1.2396 1.21 315 1.3300 0.4655
1.8784 1.23 320 1.5062 0.4425
1.2335 1.25 325 1.3658 0.4655
1.2988 1.26 330 1.4404 0.5115
1.6458 1.28 335 1.3897 0.4770
1.4325 1.3 340 1.9435 0.3391
1.8258 1.32 345 1.6747 0.4138
1.6398 1.34 350 1.5373 0.4310
1.3836 1.36 355 1.5308 0.4540
1.1067 1.38 360 1.5032 0.4598
1.4948 1.4 365 1.4820 0.4770
1.3582 1.42 370 1.4555 0.4195
1.2616 1.44 375 1.3622 0.4655
1.4582 1.46 380 1.2709 0.4943
1.7958 1.48 385 1.5656 0.3621
1.4743 1.49 390 1.3905 0.4368
1.3111 1.51 395 1.3618 0.5287
1.1186 1.53 400 1.4679 0.5
1.3566 1.55 405 1.6266 0.4770
1.4949 1.57 410 1.4490 0.5057
1.2182 1.59 415 1.1528 0.5460
1.1455 1.61 420 1.2889 0.4540
1.0795 1.63 425 1.4589 0.4828
1.2771 1.65 430 1.5260 0.5115
1.2858 1.67 435 1.4051 0.4885
1.0829 1.69 440 1.3037 0.5345
1.5866 1.7 445 1.3284 0.5230
1.2964 1.72 450 1.2732 0.5115
1.1894 1.74 455 1.4988 0.4253
1.5003 1.76 460 1.3296 0.4655
1.1569 1.78 465 1.4281 0.5
1.0751 1.8 470 1.5788 0.4713
1.592 1.82 475 1.2109 0.5
1.4279 1.84 480 1.2072 0.5287
1.19 1.86 485 1.2765 0.5402
1.3807 1.88 490 1.3952 0.5230
1.2857 1.9 495 1.2477 0.5057
1.229 1.92 500 1.2090 0.5230
0.9704 1.93 505 1.0012 0.5862
1.2077 1.95 510 1.0754 0.6092
1.31 1.97 515 1.1700 0.5747
0.9374 1.99 520 1.1663 0.5402
1.3027 2.01 525 1.2674 0.5057
1.2744 2.03 530 1.1398 0.5230
0.6539 2.05 535 1.3558 0.5115
1.3282 2.07 540 1.6711 0.4885
1.7389 2.09 545 1.4172 0.4885
0.8713 2.11 550 1.4531 0.4598
1.3864 2.13 555 1.4029 0.4195
1.3272 2.15 560 1.2591 0.4943
1.4224 2.16 565 1.4082 0.4770
1.2348 2.18 570 1.2709 0.4943
1.4141 2.2 575 1.3384 0.5057
1.3264 2.22 580 1.2666 0.5287
1.1512 2.24 585 1.2081 0.5172
1.0147 2.26 590 1.1952 0.5115
1.1854 2.28 595 1.1515 0.5460
1.1736 2.3 600 1.1325 0.5517
0.8421 2.32 605 1.3058 0.4713
1.0093 2.34 610 1.1371 0.5345
1.096 2.36 615 1.1987 0.5402
1.1738 2.38 620 1.1630 0.5230
0.7222 2.39 625 1.3792 0.4598
1.259 2.41 630 1.4273 0.5057
0.8788 2.43 635 1.4666 0.5115
1.527 2.45 640 1.4999 0.4770
1.1176 2.47 645 1.5711 0.4598
0.9834 2.49 650 1.5396 0.5
1.046 2.51 655 1.2918 0.5345
1.2347 2.53 660 1.3253 0.5460
0.7441 2.55 665 1.4184 0.5345
1.3217 2.57 670 1.2241 0.5690
1.517 2.59 675 1.3936 0.4483
1.5603 2.61 680 1.2586 0.5115
1.0121 2.62 685 1.1528 0.5690
0.9157 2.64 690 1.1512 0.5862
1.0072 2.66 695 1.2196 0.5575
1.1345 2.68 700 1.0880 0.5632
1.1517 2.7 705 1.1541 0.5287
1.2588 2.72 710 1.1189 0.6264
0.9318 2.74 715 1.1550 0.5575
0.7644 2.76 720 1.1557 0.5747
1.2642 2.78 725 1.0784 0.6207
1.3219 2.8 730 1.0925 0.5862
1.2288 2.82 735 1.0300 0.6092
0.8471 2.84 740 1.0471 0.6092
0.9432 2.85 745 1.1337 0.5690
0.8942 2.87 750 1.0347 0.5977
0.8582 2.89 755 0.9947 0.6552
0.7802 2.91 760 1.0483 0.5862
0.9362 2.93 765 1.1574 0.6034
0.7052 2.95 770 0.9469 0.6667
0.9615 2.97 775 1.1713 0.5690
1.3158 2.99 780 1.0249 0.6034
1.4599 3.01 785 1.2700 0.5575
1.3217 3.03 790 1.1199 0.5632
0.8367 3.05 795 1.0456 0.5690
0.7845 3.07 800 1.0649 0.5632
0.8503 3.08 805 0.9967 0.6207
0.6945 3.1 810 0.9508 0.6437
0.916 3.12 815 1.0733 0.6437
0.9392 3.14 820 1.0749 0.5862
1.0007 3.16 825 1.1707 0.5862
1.2342 3.18 830 1.2818 0.5862
0.9419 3.2 835 0.9362 0.6609
0.7473 3.22 840 1.2352 0.5517
1.3524 3.24 845 1.2916 0.5575
0.7914 3.26 850 1.0420 0.6034
0.9782 3.28 855 1.0024 0.6207
0.6729 3.3 860 1.0617 0.6322
1.1071 3.31 865 1.5525 0.5
1.6989 3.33 870 1.0040 0.6207
0.7271 3.35 875 1.2051 0.5632
0.8168 3.37 880 1.0162 0.6092
1.0251 3.39 885 1.2412 0.5402
1.262 3.41 890 1.0845 0.6322
0.752 3.43 895 1.1151 0.6322
0.781 3.45 900 1.1569 0.6437
0.689 3.47 905 1.1400 0.5805
1.1359 3.49 910 1.2362 0.5747
1.0256 3.51 915 1.3777 0.5
1.0887 3.52 920 1.1072 0.6207
0.6106 3.54 925 1.2341 0.5460
1.3364 3.56 930 1.1365 0.5747
0.7705 3.58 935 1.2306 0.5920
0.8368 3.6 940 1.0860 0.6322
0.8946 3.62 945 1.2349 0.5805
1.226 3.64 950 1.2052 0.5920
1.1585 3.66 955 0.9785 0.6437
0.7824 3.68 960 0.8754 0.6897
0.6437 3.7 965 0.9257 0.6264
0.8286 3.72 970 0.9191 0.6724
0.8671 3.74 975 0.8496 0.6609
0.5814 3.75 980 0.9789 0.6494
0.7895 3.77 985 1.0326 0.6379
0.8104 3.79 990 0.9865 0.6322
0.8277 3.81 995 1.0854 0.6092
0.5801 3.83 1000 1.0071 0.6264
0.6394 3.85 1005 0.9902 0.6264
0.7135 3.87 1010 1.1339 0.5920
1.3432 3.89 1015 1.0168 0.6034
0.8375 3.91 1020 0.8976 0.6437
1.2419 3.93 1025 1.0345 0.6149
1.2465 3.95 1030 0.9065 0.6667
0.8987 3.97 1035 0.8305 0.6839
0.6279 3.98 1040 0.8690 0.6667
1.1026 4.0 1045 0.8575 0.6724
0.5617 4.02 1050 0.8988 0.6437
0.5318 4.04 1055 1.0456 0.6264
0.7041 4.06 1060 0.9058 0.6897
0.688 4.08 1065 1.0058 0.6839
0.8286 4.1 1070 1.0452 0.6379
1.2596 4.12 1075 0.9943 0.5862
0.8448 4.14 1080 1.0441 0.6264
0.9666 4.16 1085 1.0022 0.6552
1.0548 4.18 1090 0.8906 0.6724
0.823 4.2 1095 0.8352 0.6897
0.7588 4.21 1100 0.8359 0.6897
0.5306 4.23 1105 0.8987 0.6667
1.059 4.25 1110 0.8401 0.7011
0.6116 4.27 1115 0.9104 0.6782
0.7483 4.29 1120 1.0068 0.6494
0.5231 4.31 1125 0.9476 0.6667
0.5667 4.33 1130 0.9047 0.6897
0.7785 4.35 1135 1.0281 0.6149
1.0404 4.37 1140 0.9104 0.6782
0.5523 4.39 1145 1.0259 0.6437
0.6387 4.41 1150 1.1878 0.5747
1.038 4.43 1155 1.0657 0.6609
0.7566 4.44 1160 0.8948 0.6609
0.5505 4.46 1165 0.9844 0.6609
1.0917 4.48 1170 0.9192 0.6724
0.8048 4.5 1175 1.1003 0.6092
0.5951 4.52 1180 0.9472 0.6494
0.603 4.54 1185 1.3395 0.5632
1.0802 4.56 1190 1.0523 0.6149
0.3689 4.58 1195 1.0054 0.6264
0.5565 4.6 1200 1.4010 0.5862
0.7934 4.62 1205 1.4772 0.5920
0.8364 4.64 1210 1.2308 0.6322
0.8967 4.66 1215 0.8904 0.6667
0.5255 4.67 1220 1.0060 0.6379
0.693 4.69 1225 0.9819 0.6609
1.1102 4.71 1230 0.8632 0.7241
0.7586 4.73 1235 0.8828 0.6609
0.5332 4.75 1240 0.8107 0.6897
0.7737 4.77 1245 0.7830 0.7241
0.8634 4.79 1250 0.7998 0.7069
0.8592 4.81 1255 0.8831 0.6667
0.3591 4.83 1260 0.7183 0.7299
0.7214 4.85 1265 0.7453 0.7184
0.6555 4.87 1270 0.8549 0.6954
0.3736 4.89 1275 0.8065 0.7299
0.6139 4.9 1280 0.7728 0.7011
1.4349 4.92 1285 0.7865 0.7011
0.6336 4.94 1290 0.7984 0.6897
0.667 4.96 1295 1.0624 0.6494
0.4108 4.98 1300 0.9412 0.6782
1.0572 5.0 1305 0.8950 0.6897
0.3411 5.02 1310 0.8751 0.7356
0.3644 5.04 1315 0.8156 0.7299
0.2643 5.06 1320 0.7831 0.7299
0.3629 5.08 1325 1.6440 0.6264
1.5008 5.1 1330 1.3629 0.6609
1.1648 5.11 1335 0.9745 0.7011
0.842 5.13 1340 0.9471 0.6782
0.4963 5.15 1345 1.1134 0.6379
0.6819 5.17 1350 1.0473 0.6954
0.2688 5.19 1355 1.3232 0.6092
0.7999 5.21 1360 1.2077 0.6207
0.9447 5.23 1365 1.1190 0.6322
0.4866 5.25 1370 1.1413 0.5977
0.6268 5.27 1375 1.1648 0.6552
1.0332 5.29 1380 1.0705 0.6264
0.508 5.31 1385 0.9115 0.6667
0.4844 5.33 1390 0.7565 0.7241
0.6529 5.34 1395 0.7533 0.7069
0.674 5.36 1400 0.9025 0.6437
0.9236 5.38 1405 0.7952 0.7241
0.523 5.4 1410 0.7487 0.7299
0.3512 5.42 1415 0.9301 0.6782
0.5621 5.44 1420 0.9454 0.7011
0.3093 5.46 1425 0.8725 0.6954
0.5955 5.48 1430 0.8810 0.7069
0.2704 5.5 1435 0.9334 0.7299
0.3438 5.52 1440 0.9163 0.6839
0.2719 5.54 1445 0.9166 0.6897
0.4038 5.56 1450 0.9518 0.7299
0.8747 5.57 1455 1.0061 0.7011
0.5741 5.59 1460 1.0438 0.7011
0.732 5.61 1465 1.0875 0.6839
0.5971 5.63 1470 1.0623 0.7011
0.6264 5.65 1475 0.9515 0.6954
0.681 5.67 1480 1.0149 0.6839
0.8418 5.69 1485 1.1709 0.6207
0.5313 5.71 1490 1.0242 0.6782
0.5052 5.73 1495 1.2545 0.6552
1.002 5.75 1500 1.1146 0.7011
0.4721 5.77 1505 1.0917 0.6954
0.3988 5.79 1510 1.0722 0.6782
0.8568 5.8 1515 0.8947 0.7069
0.4908 5.82 1520 0.8864 0.7241
0.5216 5.84 1525 0.9632 0.7069
0.7425 5.86 1530 0.8288 0.7356
0.5288 5.88 1535 1.1223 0.6609
0.7604 5.9 1540 1.0653 0.6437
0.4761 5.92 1545 0.9596 0.6897
0.7556 5.94 1550 0.9295 0.6609
0.7834 5.96 1555 0.9482 0.6552
0.8625 5.98 1560 0.9150 0.6782
0.4823 6.0 1565 0.8527 0.6954
0.6611 6.02 1570 1.1094 0.6609
0.4618 6.03 1575 0.9193 0.7011
0.3332 6.05 1580 0.8721 0.6839
0.4447 6.07 1585 0.8002 0.7414
0.4332 6.09 1590 0.8472 0.7126
0.3504 6.11 1595 0.8792 0.7011
0.1991 6.13 1600 0.9492 0.7011
0.2901 6.15 1605 1.0010 0.7184
0.6851 6.17 1610 1.0788 0.6724
0.5596 6.19 1615 1.0465 0.6954
0.4059 6.21 1620 0.9852 0.7414
0.4061 6.23 1625 1.0554 0.7299
0.2499 6.25 1630 1.0311 0.7241
0.3739 6.26 1635 0.8703 0.7701
0.4323 6.28 1640 1.0342 0.7011
0.417 6.3 1645 1.0049 0.7126
0.4087 6.32 1650 1.0639 0.6782
0.3422 6.34 1655 1.1309 0.6897
0.4619 6.36 1660 1.0825 0.6954
0.4767 6.38 1665 1.0463 0.7069
0.4737 6.4 1670 0.9139 0.7184
0.2711 6.42 1675 0.9746 0.7184
0.3956 6.44 1680 1.1271 0.6782
0.5138 6.46 1685 1.2042 0.6839
0.3022 6.48 1690 1.4268 0.6437
0.4592 6.49 1695 1.6285 0.6207
0.7306 6.51 1700 1.4133 0.6724
0.2819 6.53 1705 1.0856 0.6782
0.3341 6.55 1710 1.1902 0.6437
0.2632 6.57 1715 1.2407 0.6839
0.3776 6.59 1720 1.3053 0.6897
0.4002 6.61 1725 1.3351 0.6954
0.4399 6.63 1730 1.5893 0.6494
0.7733 6.65 1735 1.5668 0.6667
0.5065 6.67 1740 1.5540 0.6494
0.8585 6.69 1745 1.5957 0.6207
0.798 6.7 1750 1.2652 0.6552
0.6362 6.72 1755 1.0616 0.7011
0.6891 6.74 1760 1.1532 0.6552
0.4885 6.76 1765 0.9649 0.7126
0.2212 6.78 1770 0.9000 0.7126
0.3838 6.8 1775 0.9244 0.7184
0.4909 6.82 1780 0.8321 0.7299
0.3924 6.84 1785 0.7822 0.7644
0.5337 6.86 1790 0.8443 0.7529
0.2258 6.88 1795 0.8796 0.7299
0.496 6.9 1800 0.9167 0.7299
0.6166 6.92 1805 0.9691 0.7069
0.1913 6.93 1810 0.9657 0.7414
0.5242 6.95 1815 1.2142 0.6609
0.8631 6.97 1820 1.0861 0.6782
0.1719 6.99 1825 1.0734 0.7011
0.3511 7.01 1830 0.9313 0.7529
0.314 7.03 1835 0.9551 0.7471
0.1106 7.05 1840 0.9259 0.7586
0.0608 7.07 1845 0.9602 0.7414
0.1119 7.09 1850 1.0473 0.7241
0.153 7.11 1855 1.0669 0.7356
0.0751 7.13 1860 1.1262 0.7529
0.0407 7.15 1865 1.2633 0.6954
0.0824 7.16 1870 1.3818 0.7011
0.6322 7.18 1875 1.2819 0.6954
0.1277 7.2 1880 1.1478 0.7126
0.1752 7.22 1885 1.2276 0.6839
0.4279 7.24 1890 1.3254 0.6897
0.1829 7.26 1895 1.1823 0.7241
0.7235 7.28 1900 1.2414 0.7184
0.1977 7.3 1905 1.1934 0.6897
0.2008 7.32 1910 1.1319 0.7069
0.3229 7.34 1915 1.2467 0.6897
0.2794 7.36 1920 1.3976 0.7126
0.6104 7.38 1925 1.4496 0.7011
0.3981 7.39 1930 1.4250 0.6782
0.4133 7.41 1935 1.3903 0.6897
0.2211 7.43 1940 1.2912 0.6897
0.5127 7.45 1945 1.1819 0.6782
0.4466 7.47 1950 1.1183 0.6897
0.3296 7.49 1955 1.1902 0.6897
0.2157 7.51 1960 1.1275 0.7184
0.1349 7.53 1965 1.1303 0.7069
0.2552 7.55 1970 1.1957 0.6954
0.0794 7.57 1975 1.1891 0.7126
0.3412 7.59 1980 1.1823 0.7069
0.066 7.61 1985 1.2583 0.7241
0.1778 7.62 1990 1.4697 0.7069
0.2946 7.64 1995 1.4956 0.7011
0.5025 7.66 2000 1.2947 0.7241
0.1465 7.68 2005 1.4249 0.6954
0.4608 7.7 2010 1.4164 0.7126
0.0132 7.72 2015 1.4232 0.7011
0.3514 7.74 2020 1.3790 0.6954
0.1211 7.76 2025 1.3964 0.7126
0.2947 7.78 2030 1.3286 0.7184
0.49 7.8 2035 1.0810 0.7069
0.165 7.82 2040 1.0247 0.7299
0.138 7.84 2045 1.2246 0.7126
0.2485 7.85 2050 1.2144 0.7299
0.2188 7.87 2055 1.2269 0.7299
0.0995 7.89 2060 1.3359 0.7184
0.4366 7.91 2065 1.3701 0.7184
0.2468 7.93 2070 1.5623 0.6724
0.5595 7.95 2075 1.3248 0.7299
0.1288 7.97 2080 1.1915 0.7356
0.6715 7.99 2085 1.2690 0.7126
0.2428 8.01 2090 1.2000 0.7241
0.1369 8.03 2095 1.3371 0.6839
0.0289 8.05 2100 1.6685 0.6552
0.2577 8.07 2105 1.6076 0.6494
0.1756 8.08 2110 1.4138 0.7069
0.1628 8.1 2115 1.3801 0.7299
0.0913 8.12 2120 1.3470 0.7299
0.0892 8.14 2125 1.4107 0.7184
0.3874 8.16 2130 1.3399 0.7184
0.1405 8.18 2135 1.3665 0.7126
0.0921 8.2 2140 1.4719 0.7241
0.1429 8.22 2145 1.4850 0.6897
0.1498 8.24 2150 1.4145 0.7184
0.004 8.26 2155 1.3709 0.7356
0.0364 8.28 2160 1.3031 0.7356
0.0544 8.3 2165 1.4113 0.7184
0.0952 8.31 2170 1.5327 0.7011
0.0006 8.33 2175 1.6939 0.6724
0.2597 8.35 2180 1.5596 0.7184
0.2526 8.37 2185 1.5019 0.7356
0.102 8.39 2190 1.6125 0.7011
0.02 8.41 2195 1.7707 0.6782
0.0062 8.43 2200 1.5735 0.7011
0.0429 8.45 2205 1.4174 0.7356
0.272 8.47 2210 1.4775 0.7241
0.1014 8.49 2215 1.5564 0.7069
0.1191 8.51 2220 1.6516 0.7011
0.1466 8.52 2225 1.5439 0.7299
0.033 8.54 2230 1.6587 0.6954
0.4028 8.56 2235 1.5926 0.7069
0.29 8.58 2240 1.4162 0.7241
0.082 8.6 2245 1.4092 0.7241
0.0273 8.62 2250 1.4052 0.7529
0.2974 8.64 2255 1.4226 0.7701
0.7249 8.66 2260 1.3934 0.7586
0.1874 8.68 2265 1.3755 0.7414
0.0365 8.7 2270 1.3689 0.7299
0.1775 8.72 2275 1.3663 0.7184
0.0974 8.74 2280 1.3852 0.6954
0.1109 8.75 2285 1.4649 0.6724
0.2778 8.77 2290 1.4354 0.6782
0.0384 8.79 2295 1.3910 0.6954
0.1499 8.81 2300 1.4266 0.7184
0.0703 8.83 2305 1.3794 0.7356
0.2238 8.85 2310 1.4705 0.7184
0.2418 8.87 2315 1.4477 0.7241
0.0854 8.89 2320 1.4534 0.7069
0.1613 8.91 2325 1.5824 0.7011
0.0599 8.93 2330 1.5845 0.7184
0.2216 8.95 2335 1.5561 0.7241
0.023 8.97 2340 1.5870 0.7241
0.0166 8.98 2345 1.6614 0.6954
0.1114 9.0 2350 1.5962 0.7356
0.0254 9.02 2355 1.5787 0.7241
0.0807 9.04 2360 1.6113 0.7126
0.0151 9.06 2365 1.6176 0.7126
0.0234 9.08 2370 1.6412 0.7011
0.0901 9.1 2375 1.6331 0.6897
0.0032 9.12 2380 1.7731 0.7069
0.0657 9.14 2385 1.7674 0.7184
0.0035 9.16 2390 1.7309 0.7184
0.019 9.18 2395 1.6793 0.7241
0.0038 9.2 2400 1.7092 0.7299
0.0061 9.21 2405 1.7268 0.7356
0.0077 9.23 2410 1.6786 0.7471
0.1325 9.25 2415 1.7275 0.7356
0.013 9.27 2420 1.8993 0.6897
0.2623 9.29 2425 1.9386 0.7184
0.1043 9.31 2430 1.7974 0.7356
0.2192 9.33 2435 1.6220 0.7414
0.0019 9.35 2440 1.6390 0.7241
0.0072 9.37 2445 1.7659 0.6954
0.1955 9.39 2450 1.8655 0.6724
0.0232 9.41 2455 1.6545 0.7011
0.0479 9.43 2460 1.5898 0.7299
0.0284 9.44 2465 1.6431 0.7241
0.2414 9.46 2470 1.6798 0.7356
0.037 9.48 2475 1.7023 0.7241
0.2024 9.5 2480 1.7409 0.7069
0.0136 9.52 2485 1.5980 0.7414
0.0064 9.54 2490 1.5724 0.7471
0.0092 9.56 2495 1.5245 0.7471
0.0231 9.58 2500 1.4510 0.7529
0.0152 9.6 2505 1.5502 0.7414
0.1021 9.62 2510 1.6659 0.7299
0.0043 9.64 2515 1.7357 0.7241
0.0011 9.66 2520 1.8052 0.6839
0.1036 9.67 2525 1.8808 0.6897
0.0641 9.69 2530 1.7997 0.6839
0.0263 9.71 2535 1.8070 0.6897
0.1702 9.73 2540 1.8328 0.6954
0.134 9.75 2545 1.8617 0.7241
0.1743 9.77 2550 1.8031 0.7126
0.0431 9.79 2555 1.7204 0.7011
0.1325 9.81 2560 1.6216 0.7184
0.0021 9.83 2565 1.6374 0.7356
0.0177 9.85 2570 1.7743 0.7011
0.0059 9.87 2575 1.7779 0.7069
0.0019 9.89 2580 1.6702 0.7241
0.3578 9.9 2585 1.6000 0.7471
0.0012 9.92 2590 1.5551 0.7471
0.0325 9.94 2595 1.5793 0.7184
0.0029 9.96 2600 1.6271 0.7299
0.0894 9.98 2605 1.6158 0.7126
0.0841 10.0 2610 1.6194 0.7241
0.0199 10.02 2615 1.6935 0.7241
0.0164 10.04 2620 1.7200 0.7241
0.017 10.06 2625 1.7974 0.7414
0.0005 10.08 2630 1.9109 0.7356
0.0272 10.1 2635 1.9884 0.7241
0.0006 10.11 2640 2.0442 0.7241
0.0003 10.13 2645 2.0899 0.7356
0.0064 10.15 2650 2.0910 0.7299
0.3947 10.17 2655 2.1109 0.7241
0.0026 10.19 2660 1.9975 0.7414
0.0017 10.21 2665 1.9001 0.7356
0.0457 10.23 2670 1.7431 0.7471
0.1929 10.25 2675 1.6251 0.7529
0.0095 10.27 2680 1.5960 0.7356
0.0002 10.29 2685 1.6410 0.7471
0.0325 10.31 2690 1.6733 0.7184
0.0004 10.33 2695 1.6840 0.7299
0.1141 10.34 2700 1.6979 0.7299
0.0059 10.36 2705 1.7012 0.7356
0.0245 10.38 2710 1.7703 0.7299
0.0076 10.4 2715 1.8611 0.7126
0.0021 10.42 2720 1.8926 0.7126
0.0065 10.44 2725 1.8804 0.7184
0.0056 10.46 2730 1.8027 0.7184
0.0115 10.48 2735 1.7530 0.7241
0.007 10.5 2740 1.7274 0.7414
0.0006 10.52 2745 1.7024 0.7356
0.0039 10.54 2750 1.7069 0.7471
0.0006 10.56 2755 1.7326 0.7356
0.0012 10.57 2760 1.7433 0.7414
0.002 10.59 2765 1.6768 0.7471
0.0051 10.61 2770 1.6324 0.7414
0.1266 10.63 2775 1.5993 0.7356
0.0003 10.65 2780 1.6210 0.7356
0.0011 10.67 2785 1.6556 0.7241
0.1543 10.69 2790 1.6260 0.7241
0.0174 10.71 2795 1.6242 0.7241
0.0012 10.73 2800 1.6227 0.7299
0.0016 10.75 2805 1.6739 0.7241
0.2556 10.77 2810 1.6926 0.7356
0.013 10.79 2815 1.7027 0.7356
0.0002 10.8 2820 1.7140 0.7299
0.0023 10.82 2825 1.7233 0.7241
0.0027 10.84 2830 1.7238 0.7184
0.0051 10.86 2835 1.6586 0.7299
0.0003 10.88 2840 1.6286 0.7356
0.0193 10.9 2845 1.5851 0.7701
0.0003 10.92 2850 1.5856 0.7759
0.0087 10.94 2855 1.6149 0.7816
0.0048 10.96 2860 1.6289 0.7701
0.0005 10.98 2865 1.6816 0.7586
0.0028 11.0 2870 1.7306 0.7471
0.2624 11.02 2875 1.7714 0.7471
0.1484 11.03 2880 1.8120 0.7414
0.0006 11.05 2885 1.8391 0.7356
0.0001 11.07 2890 1.8373 0.7414
0.2108 11.09 2895 1.7651 0.7414
0.0008 11.11 2900 1.7619 0.7414
0.0007 11.13 2905 1.7633 0.7529
0.0001 11.15 2910 1.7667 0.7529
0.0001 11.17 2915 1.7692 0.7529
0.0041 11.19 2920 1.7619 0.7529
0.0004 11.21 2925 1.7443 0.7471
0.0016 11.23 2930 1.7308 0.7529
0.0004 11.25 2935 1.7061 0.7529
0.0046 11.26 2940 1.7157 0.7529
0.0002 11.28 2945 1.7300 0.7529
0.0005 11.3 2950 1.7393 0.7471
0.2592 11.32 2955 1.7353 0.7586
0.0018 11.34 2960 1.7539 0.7529
0.0002 11.36 2965 1.7839 0.7414
0.0002 11.38 2970 1.8079 0.7241
0.3184 11.4 2975 1.7979 0.7299
0.0002 11.42 2980 1.8023 0.7299
0.0002 11.44 2985 1.8104 0.7184
0.0037 11.46 2990 1.7963 0.7299
0.0582 11.48 2995 1.7626 0.7356
0.0001 11.49 3000 1.7621 0.7414
0.1902 11.51 3005 1.7105 0.7414
0.1473 11.53 3010 1.6748 0.7586
0.0052 11.55 3015 1.6427 0.7471
0.0005 11.57 3020 1.6331 0.7414
0.0001 11.59 3025 1.6355 0.7356
0.0004 11.61 3030 1.6395 0.7356
0.0001 11.63 3035 1.6441 0.7356
0.0001 11.65 3040 1.6461 0.7356
0.0001 11.67 3045 1.6496 0.7356
0.0254 11.69 3050 1.6434 0.7471
0.0007 11.7 3055 1.6429 0.7471
0.0004 11.72 3060 1.6454 0.7529
0.0001 11.74 3065 1.6498 0.7529
0.0004 11.76 3070 1.6581 0.7471
0.0003 11.78 3075 1.6636 0.7414
0.0002 11.8 3080 1.6682 0.7414
0.0007 11.82 3085 1.6738 0.7414
0.0007 11.84 3090 1.6776 0.7414
0.002 11.86 3095 1.6793 0.7414
0.0001 11.88 3100 1.6822 0.7471
0.0015 11.9 3105 1.6829 0.7471
0.0001 11.92 3110 1.7075 0.7356
0.0002 11.93 3115 1.7355 0.7414
0.0008 11.95 3120 1.7531 0.7414
0.0001 11.97 3125 1.7682 0.7356
0.0004 11.99 3130 1.7747 0.7299
0.0001 12.01 3135 1.7765 0.7241
0.0001 12.03 3140 1.7787 0.7241
0.0004 12.05 3145 1.7787 0.7299
0.1525 12.07 3150 1.7691 0.7299
0.0001 12.09 3155 1.7668 0.7356
0.0001 12.11 3160 1.7665 0.7356
0.0023 12.13 3165 1.7649 0.7356
0.0004 12.15 3170 1.7692 0.7356
0.0005 12.16 3175 1.7775 0.7356
0.0001 12.18 3180 1.7844 0.7299
0.0001 12.2 3185 1.7876 0.7299
0.0 12.22 3190 1.7894 0.7241
0.0002 12.24 3195 1.7878 0.7241
0.0001 12.26 3200 1.7874 0.7241
0.0789 12.28 3205 1.7876 0.7299
0.0001 12.3 3210 1.7912 0.7356
0.0001 12.32 3215 1.7967 0.7414
0.0003 12.34 3220 1.7998 0.7356
0.0005 12.36 3225 1.8003 0.7356
0.0001 12.38 3230 1.8011 0.7356
0.0051 12.39 3235 1.8076 0.7356
0.1098 12.41 3240 1.8317 0.7299
0.0009 12.43 3245 1.8573 0.7241
0.0001 12.45 3250 1.8779 0.7126
0.1514 12.47 3255 1.8446 0.7241
0.0002 12.49 3260 1.8187 0.7299
0.0024 12.51 3265 1.7919 0.7356
0.0003 12.53 3270 1.7768 0.7414
0.0004 12.55 3275 1.7850 0.7299
0.2673 12.57 3280 1.7882 0.7299
0.0002 12.59 3285 1.7917 0.7356
0.0001 12.61 3290 1.7958 0.7356
0.0094 12.62 3295 1.8116 0.7299
0.0299 12.64 3300 1.8312 0.7414
0.0002 12.66 3305 1.8626 0.7356
0.0007 12.68 3310 1.8808 0.7356
0.0002 12.7 3315 1.8896 0.7356
0.0003 12.72 3320 1.8892 0.7414
0.0001 12.74 3325 1.8880 0.7414
0.0013 12.76 3330 1.8741 0.7414
0.0029 12.78 3335 1.8415 0.7471
0.0 12.8 3340 1.8206 0.7471
0.0001 12.82 3345 1.8087 0.7471
0.0003 12.84 3350 1.8007 0.7471
0.0001 12.85 3355 1.7933 0.7471
0.0001 12.87 3360 1.7883 0.7414
0.0001 12.89 3365 1.7856 0.7414
0.0002 12.91 3370 1.7831 0.7414
0.0001 12.93 3375 1.7811 0.7414
0.0001 12.95 3380 1.7792 0.7414
0.0003 12.97 3385 1.7787 0.7414
0.0001 12.99 3390 1.7803 0.7414
0.0 13.01 3395 1.7804 0.7414
0.0001 13.03 3400 1.7812 0.7471
0.0002 13.05 3405 1.7812 0.7471
0.0001 13.07 3410 1.7812 0.7471
0.0002 13.08 3415 1.7814 0.7471
0.0001 13.1 3420 1.7811 0.7471
0.0001 13.12 3425 1.7812 0.7471
0.0001 13.14 3430 1.7813 0.7471
0.0001 13.16 3435 1.7799 0.7471
0.0001 13.18 3440 1.7801 0.7471
0.1536 13.2 3445 1.7749 0.7414
0.0001 13.22 3450 1.7677 0.7471
0.0001 13.24 3455 1.7641 0.7471
0.0001 13.26 3460 1.7622 0.7471
0.0001 13.28 3465 1.7606 0.7414
0.0001 13.3 3470 1.7595 0.7471
0.0 13.31 3475 1.7589 0.7471
0.0108 13.33 3480 1.7552 0.7471
0.0088 13.35 3485 1.7532 0.7471
0.003 13.37 3490 1.7561 0.7471
0.0001 13.39 3495 1.7602 0.7356
0.0001 13.41 3500 1.7635 0.7356
0.0002 13.43 3505 1.7655 0.7356
0.1119 13.45 3510 1.7576 0.7414
0.0025 13.47 3515 1.7575 0.7356
0.0001 13.49 3520 1.7569 0.7356
0.0 13.51 3525 1.7558 0.7356
0.0001 13.52 3530 1.7556 0.7356
0.0001 13.54 3535 1.7552 0.7356
0.0 13.56 3540 1.7552 0.7356
0.0002 13.58 3545 1.7554 0.7356
0.0001 13.6 3550 1.7555 0.7356
0.0001 13.62 3555 1.7556 0.7356
0.0001 13.64 3560 1.7553 0.7356
0.0002 13.66 3565 1.7552 0.7356
0.0001 13.68 3570 1.7548 0.7356
0.0001 13.7 3575 1.7550 0.7356
0.0 13.72 3580 1.7545 0.7356
0.0001 13.74 3585 1.7550 0.7356
0.0568 13.75 3590 1.7551 0.7356
0.0001 13.77 3595 1.7550 0.7356
0.0001 13.79 3600 1.7549 0.7356
0.0001 13.81 3605 1.7544 0.7356
0.0528 13.83 3610 1.7551 0.7356
0.0001 13.85 3615 1.7552 0.7356
0.0001 13.87 3620 1.7544 0.7414
0.0001 13.89 3625 1.7544 0.7414
0.0001 13.91 3630 1.7534 0.7414
0.0001 13.93 3635 1.7533 0.7414
0.0001 13.95 3640 1.7534 0.7414
0.0 13.97 3645 1.7539 0.7414
0.1209 13.98 3650 1.7514 0.7414
0.1395 14.0 3655 1.7531 0.7356
0.0037 14.02 3660 1.7534 0.7356
0.0001 14.04 3665 1.7550 0.7356
0.0001 14.06 3670 1.7549 0.7356
0.0 14.08 3675 1.7557 0.7356
0.0001 14.1 3680 1.7556 0.7356
0.0001 14.12 3685 1.7561 0.7356
0.0956 14.14 3690 1.7498 0.7356
0.0 14.16 3695 1.7457 0.7414
0.0001 14.18 3700 1.7437 0.7471
0.0001 14.2 3705 1.7427 0.7471
0.0 14.21 3710 1.7427 0.7471
0.0 14.23 3715 1.7425 0.7471
0.0558 14.25 3720 1.7421 0.7356
0.0003 14.27 3725 1.7417 0.7356
0.0001 14.29 3730 1.7417 0.7356
0.0 14.31 3735 1.7417 0.7356
0.0002 14.33 3740 1.7419 0.7356
0.0078 14.35 3745 1.7440 0.7414
0.0001 14.37 3750 1.7467 0.7356
0.0009 14.39 3755 1.7498 0.7356
0.0992 14.41 3760 1.7497 0.7356
0.0004 14.43 3765 1.7489 0.7356
0.0001 14.44 3770 1.7488 0.7356
0.0001 14.46 3775 1.7491 0.7356
0.0001 14.48 3780 1.7489 0.7356
0.0001 14.5 3785 1.7490 0.7356
0.1097 14.52 3790 1.7505 0.7356
0.0001 14.54 3795 1.7523 0.7356
0.0001 14.56 3800 1.7536 0.7356
0.0001 14.58 3805 1.7540 0.7356
0.0002 14.6 3810 1.7544 0.7356
0.0001 14.62 3815 1.7543 0.7356
0.0001 14.64 3820 1.7545 0.7356
0.0002 14.66 3825 1.7546 0.7356
0.0001 14.67 3830 1.7547 0.7356
0.0001 14.69 3835 1.7549 0.7356
0.0001 14.71 3840 1.7555 0.7356
0.0284 14.73 3845 1.7555 0.7356
0.0 14.75 3850 1.7557 0.7356
0.0001 14.77 3855 1.7554 0.7356
0.0 14.79 3860 1.7560 0.7356
0.0001 14.81 3865 1.7560 0.7356
0.0001 14.83 3870 1.7558 0.7356
0.0001 14.85 3875 1.7560 0.7356
0.0002 14.87 3880 1.7559 0.7356
0.0 14.89 3885 1.7562 0.7356
0.0001 14.9 3890 1.7563 0.7356
0.0 14.92 3895 1.7565 0.7356
0.0 14.94 3900 1.7565 0.7356
0.0001 14.96 3905 1.7565 0.7356
0.1303 14.98 3910 1.7562 0.7356
0.0001 15.0 3915 1.7555 0.7356

Framework versions

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