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metadata
license: mit
tags:
  - generated_from_trainer
model-index:
  - name: BERiT_2000_2_layers_300_epochs
    results: []

BERiT_2000_2_layers_300_epochs

This model is a fine-tuned version of roberta-base on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 5.0648

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: 0.0005
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 300
  • label_smoothing_factor: 0.2

Training results

Training Loss Epoch Step Validation Loss
14.9639 0.19 500 8.4999
7.8976 0.39 1000 7.3944
7.3281 0.58 1500 7.1320
7.1202 0.77 2000 7.0376
7.0738 0.97 2500 7.0277
7.0327 1.16 3000 6.9313
6.9775 1.36 3500 6.8580
6.9568 1.55 4000 6.7909
6.9242 1.74 4500 6.7869
6.8842 1.94 5000 6.7403
6.8904 2.13 5500 6.7860
6.8757 2.32 6000 6.7235
6.8164 2.52 6500 6.7383
6.8439 2.71 7000 6.6904
6.8074 2.9 7500 6.7116
6.79 3.1 8000 6.6995
6.7915 3.29 8500 6.6930
6.7664 3.49 9000 6.6794
6.7822 3.68 9500 6.6467
6.7585 3.87 10000 6.6787
6.7784 4.07 10500 6.6596
6.7344 4.26 11000 6.6315
6.7374 4.45 11500 6.7104
6.7309 4.65 12000 6.6566
6.728 4.84 12500 6.6726
6.7154 5.03 13000 6.6502
6.7159 5.23 13500 6.6477
6.7114 5.42 14000 6.6440
6.7111 5.62 14500 6.6685
6.7038 5.81 15000 6.6363
6.7037 6.0 15500 6.6036
6.7 6.2 16000 6.6199
6.6864 6.39 16500 6.5995
6.6944 6.58 17000 6.6211
6.6743 6.78 17500 6.6274
6.6519 6.97 18000 6.5919
6.6707 7.16 18500 6.6141
6.6722 7.36 19000 6.5356
6.6695 7.55 19500 6.5895
6.6699 7.75 20000 6.5913
6.6783 7.94 20500 6.6037
6.651 8.13 21000 6.6032
6.6415 8.33 21500 6.5818
6.6485 8.52 22000 6.5829
6.6232 8.71 22500 6.6029
6.6407 8.91 23000 6.5676
6.6265 9.1 23500 6.6313
6.6436 9.3 24000 6.5415
6.6196 9.49 24500 6.5655
6.6093 9.68 25000 6.5663
6.6354 9.88 25500 6.5946
6.6202 10.07 26000 6.5805
6.5849 10.26 26500 6.5799
6.6035 10.46 27000 6.5763
6.5922 10.65 27500 6.5716
6.5924 10.84 28000 6.5744
6.6083 11.04 28500 6.5326
6.5896 11.23 29000 6.5797
6.607 11.43 29500 6.5312
6.5942 11.62 30000 6.5917
6.5863 11.81 30500 6.5619
6.5841 12.01 31000 6.5590
6.548 12.2 31500 6.4872
6.5831 12.39 32000 6.5914
6.5577 12.59 32500 6.5784
6.5585 12.78 33000 6.5267
6.5722 12.97 33500 6.5539
6.5832 13.17 34000 6.5535
6.5704 13.36 34500 6.5624
6.5437 13.56 35000 6.5531
6.5492 13.75 35500 6.5616
6.5437 13.94 36000 6.5502
6.5652 14.14 36500 6.4985
6.5573 14.33 37000 6.5386
6.5523 14.52 37500 6.4916
6.5636 14.72 38000 6.5613
6.5485 14.91 38500 6.5201
6.5424 15.1 39000 6.5921
6.5429 15.3 39500 6.5397
6.5518 15.49 40000 6.5255
6.5362 15.69 40500 6.5129
6.5329 15.88 41000 6.5395
6.535 16.07 41500 6.5706
6.5367 16.27 42000 6.5382
6.5227 16.46 42500 6.5180
6.5019 16.65 43000 6.5454
6.5536 16.85 43500 6.5399
6.52 17.04 44000 6.5285
6.5117 17.23 44500 6.5488
6.5367 17.43 45000 6.5246
6.5167 17.62 45500 6.5400
6.531 17.82 46000 6.5299
6.5273 18.01 46500 6.4898
6.5035 18.2 47000 6.5093
6.4885 18.4 47500 6.5586
6.5234 18.59 48000 6.5677
6.5092 18.78 48500 6.4785
6.4866 18.98 49000 6.4909
6.4985 19.17 49500 6.5219
6.5003 19.36 50000 6.4935
6.5253 19.56 50500 6.4785
6.486 19.75 51000 6.5521
6.4977 19.95 51500 6.5230
6.4825 20.14 52000 6.5060
6.4925 20.33 52500 6.4851
6.5028 20.53 53000 6.5300
6.5019 20.72 53500 6.5044
6.4749 20.91 54000 6.4900
6.4724 21.11 54500 6.5211
6.4873 21.3 55000 6.4883
6.4979 21.49 55500 6.4993
6.4646 21.69 56000 6.5576
6.4888 21.88 56500 6.4719
6.4996 22.08 57000 6.4848
6.4694 22.27 57500 6.5130
6.4757 22.46 58000 6.4858
6.4744 22.66 58500 6.5284
6.4807 22.85 59000 6.4736
6.4873 23.04 59500 6.4829
6.4797 23.24 60000 6.5185
6.4675 23.43 60500 6.4920
6.4905 23.63 61000 6.5365
6.4659 23.82 61500 6.4717
6.4703 24.01 62000 6.4980
6.4654 24.21 62500 6.4492
6.4724 24.4 63000 6.5132
6.4939 24.59 63500 6.4642
6.4732 24.79 64000 6.4902
6.4781 24.98 64500 6.5341
6.4691 25.17 65000 6.5106
6.4644 25.37 65500 6.4463
6.4525 25.56 66000 6.4763
6.4423 25.76 66500 6.5226
6.4658 25.95 67000 6.4581
6.4624 26.14 67500 6.4748
6.4731 26.34 68000 6.4762
6.4381 26.53 68500 6.5184
6.4375 26.72 69000 6.4998
6.4559 26.92 69500 6.4751
6.4663 27.11 70000 6.4946
6.4551 27.3 70500 6.4495
6.4464 27.5 71000 6.4861
6.451 27.69 71500 6.4741
6.4491 27.89 72000 6.4275
6.4506 28.08 72500 6.4864
6.4262 28.27 73000 6.4839
6.4261 28.47 73500 6.4835
6.4408 28.66 74000 6.5073
6.4402 28.85 74500 6.4586
6.4414 29.05 75000 6.4639
6.453 29.24 75500 6.4764
6.4362 29.43 76000 6.5098
6.4262 29.63 76500 6.5176
6.4057 29.82 77000 6.5080
6.4393 30.02 77500 6.5053
6.4385 30.21 78000 6.4954
6.4592 30.4 78500 6.4517
6.4472 30.6 79000 6.4609
6.4099 30.79 79500 6.4770
6.3925 30.98 80000 6.4189
6.4423 31.18 80500 6.4781
6.4236 31.37 81000 6.4723
6.4315 31.56 81500 6.4890
6.4529 31.76 82000 6.5073
6.4292 31.95 82500 6.4460
6.4164 32.15 83000 6.4271
6.4124 32.34 83500 6.4864
6.4447 32.53 84000 6.4518
6.4161 32.73 84500 6.4543
6.4326 32.92 85000 6.4600
6.4209 33.11 85500 6.4686
6.4177 33.31 86000 6.4313
6.4317 33.5 86500 6.4893
6.4133 33.69 87000 6.4604
6.4331 33.89 87500 6.4411
6.4114 34.08 88000 6.4409
6.4202 34.28 88500 6.4300
6.4162 34.47 89000 6.4780
6.4305 34.66 89500 6.4473
6.412 34.86 90000 6.4621
6.4032 35.05 90500 6.4874
6.412 35.24 91000 6.4883
6.4088 35.44 91500 6.4290
6.4289 35.63 92000 6.4539
6.4101 35.82 92500 6.4571
6.3897 36.02 93000 6.4450
6.4122 36.21 93500 6.4488
6.412 36.41 94000 6.3988
6.4063 36.6 94500 6.4681
6.3905 36.79 95000 6.4018
6.3934 36.99 95500 6.4391
6.408 37.18 96000 6.4483
6.3968 37.37 96500 6.4651
6.3998 37.57 97000 6.4358
6.4061 37.76 97500 6.4524
6.4006 37.96 98000 6.4354
6.3871 38.15 98500 6.4286
6.3776 38.34 99000 6.4578
6.3997 38.54 99500 6.4358
6.3885 38.73 100000 6.4644
6.3923 38.92 100500 6.3955
6.3919 39.12 101000 6.4924
6.3814 39.31 101500 6.4437
6.3766 39.5 102000 6.4097
6.3889 39.7 102500 6.4231
6.3734 39.89 103000 6.4379
6.3926 40.09 103500 6.4474
6.3809 40.28 104000 6.4393
6.3738 40.47 104500 6.4199
6.3844 40.67 105000 6.4535
6.3654 40.86 105500 6.4676
6.3874 41.05 106000 6.4541
6.3622 41.25 106500 6.4522
6.3853 41.44 107000 6.4509
6.3858 41.63 107500 6.4682
6.3865 41.83 108000 6.3627
6.3838 42.02 108500 6.4209
6.3637 42.22 109000 6.4610
6.3836 42.41 109500 6.3808
6.3948 42.6 110000 6.4302
6.3619 42.8 110500 6.3986
6.3796 42.99 111000 6.3878
6.3881 43.18 111500 6.4563
6.3632 43.38 112000 6.4063
6.3509 43.57 112500 6.4481
6.3744 43.76 113000 6.4299
6.3418 43.96 113500 6.4200
6.3549 44.15 114000 6.4137
6.3534 44.35 114500 6.4691
6.3744 44.54 115000 6.4370
6.3637 44.73 115500 6.4239
6.3501 44.93 116000 6.4384
6.3738 45.12 116500 6.4248
6.3483 45.31 117000 6.4041
6.3908 45.51 117500 6.3876
6.3513 45.7 118000 6.3860
6.3587 45.89 118500 6.4781
6.3611 46.09 119000 6.4386
6.3418 46.28 119500 6.4188
6.3704 46.48 120000 6.3844
6.3775 46.67 120500 6.4102
6.3553 46.86 121000 6.4203
6.354 47.06 121500 6.3956
6.3586 47.25 122000 6.4365
6.3356 47.44 122500 6.4153
6.3627 47.64 123000 6.3749
6.3702 47.83 123500 6.4489
6.3356 48.02 124000 6.3944
6.3327 48.22 124500 6.3973
6.3545 48.41 125000 6.4039
6.358 48.61 125500 6.3921
6.3531 48.8 126000 6.4135
6.342 48.99 126500 6.4222
6.3625 49.19 127000 6.3813
6.3484 49.38 127500 6.4016
6.3492 49.57 128000 6.3944
6.3362 49.77 128500 6.4191
6.3495 49.96 129000 6.4099
6.3403 50.15 129500 6.3868
6.3231 50.35 130000 6.4068
6.3481 50.54 130500 6.4302
6.3641 50.74 131000 6.4025
6.3269 50.93 131500 6.3723
6.3605 51.12 132000 6.3974
6.3329 51.32 132500 6.4281
6.3783 51.51 133000 6.3982
6.3234 51.7 133500 6.3957
6.3497 51.9 134000 6.3913
6.3313 52.09 134500 6.4325
6.348 52.29 135000 6.3923
6.3291 52.48 135500 6.3462
6.3503 52.67 136000 6.3498
6.3202 52.87 136500 6.4250
6.3419 53.06 137000 6.3549
6.3375 53.25 137500 6.3781
6.3492 53.45 138000 6.3718
6.3237 53.64 138500 6.3962
6.328 53.83 139000 6.3892
6.3251 54.03 139500 6.4056
6.3297 54.22 140000 6.3886
6.328 54.42 140500 6.4028
6.3233 54.61 141000 6.3649
6.3379 54.8 141500 6.4070
6.3152 55.0 142000 6.4084
6.3409 55.19 142500 6.3630
6.3249 55.38 143000 6.3896
6.3148 55.58 143500 6.3882
6.3256 55.77 144000 6.3662
6.3176 55.96 144500 6.3843
6.295 56.16 145000 6.3652
6.3331 56.35 145500 6.4390
6.314 56.55 146000 6.3578
6.3305 56.74 146500 6.3335
6.3614 56.93 147000 6.3514
6.3556 57.13 147500 6.3592
6.3171 57.32 148000 6.3760
6.2904 57.51 148500 6.3886
6.3402 57.71 149000 6.3818
6.3265 57.9 149500 6.3572
6.3293 58.09 150000 6.3144
6.3169 58.29 150500 6.3792
6.3188 58.48 151000 6.3777
6.31 58.68 151500 6.3524
6.3091 58.87 152000 6.3450
6.2778 59.06 152500 6.3745
6.3019 59.26 153000 6.3503
6.293 59.45 153500 6.3432
6.3083 59.64 154000 6.3699
6.3324 59.84 154500 6.3354
6.3273 60.03 155000 6.3313
6.3186 60.22 155500 6.3619
6.296 60.42 156000 6.3852
6.3293 60.61 156500 6.3197
6.3143 60.81 157000 6.3526
6.3262 61.0 157500 6.3637
6.3045 61.19 158000 6.3603
6.2767 61.39 158500 6.4061
6.3032 61.58 159000 6.3877
6.2984 61.77 159500 6.4006
6.2887 61.97 160000 6.3599
6.2977 62.16 160500 6.3598
6.2865 62.35 161000 6.3446
6.3158 62.55 161500 6.3216
6.2867 62.74 162000 6.3698
6.2886 62.94 162500 6.3701
6.2752 63.13 163000 6.3066
6.2996 63.32 163500 6.3188
6.2919 63.52 164000 6.3131
6.3029 63.71 164500 6.2848
6.3074 63.9 165000 6.3071
6.2801 64.1 165500 6.3065
6.278 64.29 166000 6.2901
6.2701 64.48 166500 6.3544
6.2851 64.68 167000 6.3970
6.2829 64.87 167500 6.3621
6.2734 65.07 168000 6.3246
6.2982 65.26 168500 6.3342
6.2894 65.45 169000 6.3202
6.3093 65.65 169500 6.2975
6.2948 65.84 170000 6.3127
6.2872 66.03 170500 6.3311
6.267 66.23 171000 6.3159
6.2776 66.42 171500 6.2875
6.2794 66.62 172000 6.3315
6.2785 66.81 172500 6.3520
6.273 67.0 173000 6.3275
6.2821 67.2 173500 6.3348
6.2906 67.39 174000 6.2945
6.2839 67.58 174500 6.3456
6.272 67.78 175000 6.2964
6.2615 67.97 175500 6.3155
6.2838 68.16 176000 6.2967
6.2844 68.36 176500 6.3465
6.2554 68.55 177000 6.2919
6.3059 68.75 177500 6.2598
6.2793 68.94 178000 6.3347
6.2826 69.13 178500 6.2848
6.2609 69.33 179000 6.3692
6.2544 69.52 179500 6.3168
6.247 69.71 180000 6.3294
6.2493 69.91 180500 6.3097
6.2649 70.1 181000 6.3144
6.2606 70.29 181500 6.2910
6.2736 70.49 182000 6.3298
6.2425 70.68 182500 6.2905
6.25 70.88 183000 6.3027
6.2808 71.07 183500 6.2956
6.2782 71.26 184000 6.2946
6.2733 71.46 184500 6.2950
6.2669 71.65 185000 6.3152
6.2396 71.84 185500 6.3045
6.2881 72.04 186000 6.2768
6.2551 72.23 186500 6.2618
6.2352 72.42 187000 6.2557
6.2641 72.62 187500 6.2660
6.2432 72.81 188000 6.2997
6.2313 73.01 188500 6.3202
6.2562 73.2 189000 6.2877
6.2565 73.39 189500 6.2659
6.2728 73.59 190000 6.2763
6.2418 73.78 190500 6.2567
6.2704 73.97 191000 6.2568
6.2519 74.17 191500 6.2518
6.2794 74.36 192000 6.2631
6.2542 74.55 192500 6.2913
6.2501 74.75 193000 6.2927
6.2576 74.94 193500 6.2690
6.2661 75.14 194000 6.2881
6.2403 75.33 194500 6.2597
6.2379 75.52 195000 6.2629
6.2377 75.72 195500 6.2682
6.2115 75.91 196000 6.3002
6.226 76.1 196500 6.2506
6.2485 76.3 197000 6.2723
6.2326 76.49 197500 6.3033
6.2481 76.68 198000 6.2514
6.2526 76.88 198500 6.2639
6.2514 77.07 199000 6.2670
6.2308 77.27 199500 6.2644
6.2482 77.46 200000 6.2931
6.2278 77.65 200500 6.2476
6.2441 77.85 201000 6.1998
6.2328 78.04 201500 6.2583
6.241 78.23 202000 6.2229
6.2148 78.43 202500 6.2684
6.2262 78.62 203000 6.2946
6.2563 78.81 203500 6.2377
6.2019 79.01 204000 6.2411
6.2158 79.2 204500 6.2526
6.2382 79.4 205000 6.2308
6.2263 79.59 205500 6.2544
6.2097 79.78 206000 6.2356
6.2072 79.98 206500 6.2554
6.216 80.17 207000 6.2388
6.2019 80.36 207500 6.2589
6.2537 80.56 208000 6.2347
6.2253 80.75 208500 6.2654
6.2352 80.95 209000 6.1939
6.2309 81.14 209500 6.2902
6.1946 81.33 210000 6.2101
6.2189 81.53 210500 6.2582
6.2307 81.72 211000 6.2035
6.2137 81.91 211500 6.2357
6.2442 82.11 212000 6.2110
6.2493 82.3 212500 6.1889
6.2164 82.49 213000 6.2404
6.1968 82.69 213500 6.2383
6.2159 82.88 214000 6.2831
6.2115 83.08 214500 6.1869
6.2043 83.27 215000 6.2010
6.2163 83.46 215500 6.2458
6.1923 83.66 216000 6.1991
6.193 83.85 216500 6.2134
6.1885 84.04 217000 6.2060
6.1987 84.24 217500 6.2167
6.2178 84.43 218000 6.2093
6.1902 84.62 218500 6.1998
6.1993 84.82 219000 6.2215
6.1846 85.01 219500 6.2175
6.1994 85.21 220000 6.1620
6.2197 85.4 220500 6.1733
6.1873 85.59 221000 6.2190
6.2143 85.79 221500 6.1990
6.1939 85.98 222000 6.1844
6.2026 86.17 222500 6.1697
6.2153 86.37 223000 6.1711
6.179 86.56 223500 6.1625
6.1904 86.75 224000 6.1856
6.1703 86.95 224500 6.1340
6.1766 87.14 225000 6.2077
6.1807 87.34 225500 6.2494
6.1677 87.53 226000 6.1723
6.1902 87.72 226500 6.1880
6.2089 87.92 227000 6.1989
6.1794 88.11 227500 6.1637
6.1819 88.3 228000 6.1616
6.2141 88.5 228500 6.1359
6.181 88.69 229000 6.1380
6.1806 88.88 229500 6.1295
6.1877 89.08 230000 6.1433
6.1691 89.27 230500 6.1871
6.1444 89.47 231000 6.1767
6.1818 89.66 231500 6.1645
6.1764 89.85 232000 6.1641
6.216 90.05 232500 6.1159
6.1565 90.24 233000 6.1216
6.1665 90.43 233500 6.1386
6.1926 90.63 234000 6.1475
6.1786 90.82 234500 6.1157
6.193 91.01 235000 6.1285
6.1893 91.21 235500 6.1640
6.1677 91.4 236000 6.1405
6.1872 91.6 236500 6.0972
6.153 91.79 237000 6.1382
6.1652 91.98 237500 6.1195
6.1636 92.18 238000 6.0942
6.1589 92.37 238500 6.1100
6.1431 92.56 239000 6.1309
6.157 92.76 239500 6.1527
6.1698 92.95 240000 6.1463
6.1726 93.14 240500 6.1063
6.1638 93.34 241000 6.0897
6.1587 93.53 241500 6.1265
6.1723 93.73 242000 6.1383
6.1472 93.92 242500 6.0735
6.1774 94.11 243000 6.1021
6.1205 94.31 243500 6.1257
6.1624 94.5 244000 6.0797
6.1438 94.69 244500 6.1059
6.1722 94.89 245000 6.1110
6.1602 95.08 245500 6.0810
6.1423 95.27 246000 6.0668
6.1424 95.47 246500 6.1259
6.1472 95.66 247000 6.1133
6.1721 95.86 247500 6.0732
6.1389 96.05 248000 6.1028
6.1246 96.24 248500 6.1174
6.1285 96.44 249000 6.1167
6.1481 96.63 249500 6.0627
6.14 96.82 250000 6.0413
6.1426 97.02 250500 6.1137
6.1138 97.21 251000 6.0706
6.1153 97.41 251500 6.0864
6.1662 97.6 252000 6.0970
6.1157 97.79 252500 6.0543
6.129 97.99 253000 6.0617
6.1257 98.18 253500 6.0196
6.1188 98.37 254000 6.0871
6.1077 98.57 254500 6.0634
6.1202 98.76 255000 6.0254
6.1276 98.95 255500 6.1073
6.1105 99.15 256000 6.0030
6.105 99.34 256500 6.0244
6.1072 99.54 257000 6.0833
6.1061 99.73 257500 6.0157
6.1076 99.92 258000 6.0297
6.1397 100.12 258500 6.0709
6.1106 100.31 259000 6.0028
6.1141 100.5 259500 6.0651
6.1342 100.7 260000 6.0409
6.1062 100.89 260500 5.9981
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Framework versions

  • Transformers 4.24.0
  • Pytorch 1.12.1+cu113
  • Datasets 2.7.0
  • Tokenizers 0.13.2