wavlm-vindata-demo-dist

This model is a fine-tuned version of microsoft/wavlm-base on the PHONGDTD/VINDATAVLSP - NA dataset. It achieves the following results on the evaluation set:

  • Loss: 3.4439
  • Wer: 1.0

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: 0.0003
  • train_batch_size: 1
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 2
  • total_train_batch_size: 2
  • total_eval_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 15.0
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
4.0704 0.01 100 3.8768 1.0
3.6236 0.01 200 3.4611 1.0
6.597 0.02 300 3.4557 1.0
3.4744 0.03 400 3.4567 1.0
5.3992 0.04 500 3.4631 1.0
4.5348 0.04 600 3.4651 1.0
3.2457 0.05 700 3.4917 1.0
3.9245 0.06 800 3.4680 1.0
3.2904 0.07 900 3.4518 1.0
3.4768 0.07 1000 3.4506 1.0
3.2418 0.08 1100 3.4474 1.0
3.3111 0.09 1200 3.4684 1.0
3.986 0.09 1300 3.4465 1.0
4.3206 0.1 1400 3.4723 1.0
4.682 0.11 1500 3.4732 1.0
4.858 0.12 1600 3.4416 1.0
3.2949 0.12 1700 3.4481 1.0
3.4435 0.13 1800 3.4570 1.0
5.0695 0.14 1900 3.4448 1.0
3.4962 0.14 2000 3.4416 1.0
3.4891 0.15 2100 3.4455 1.0
4.1281 0.16 2200 3.4447 1.0
3.5956 0.17 2300 3.4512 1.0
3.6312 0.17 2400 3.4484 1.0
4.5383 0.18 2500 3.4435 1.0
6.1329 0.19 2600 3.4530 1.0
3.709 0.2 2700 3.4466 1.0
3.289 0.2 2800 3.4463 1.0
4.3301 0.21 2900 3.4418 1.0
4.6656 0.22 3000 3.4447 1.0
3.4288 0.22 3100 3.4715 1.0
3.5506 0.23 3200 3.4437 1.0
3.7497 0.24 3300 3.4910 1.0
3.5198 0.25 3400 3.4574 1.0
3.4183 0.25 3500 3.4607 1.0
4.5573 0.26 3600 3.4421 1.0
3.5737 0.27 3700 3.4481 1.0
4.9008 0.28 3800 3.4411 1.0
4.8725 0.28 3900 3.4422 1.0
3.5799 0.29 4000 3.4659 1.0
3.3257 0.3 4100 3.4519 1.0
3.6887 0.3 4200 3.4827 1.0
3.3037 0.31 4300 3.4632 1.0
5.5543 0.32 4400 3.4480 1.0
3.2898 0.33 4500 3.4404 1.0
3.2794 0.33 4600 3.4633 1.0
3.7896 0.34 4700 3.4439 1.0
3.6662 0.35 4800 3.4587 1.0
3.588 0.35 4900 3.4520 1.0
4.0535 0.36 5000 3.4450 1.0
3.4335 0.37 5100 3.4577 1.0
3.6317 0.38 5200 3.4443 1.0
5.2564 0.38 5300 3.4505 1.0
3.8781 0.39 5400 3.4418 1.0
4.6269 0.4 5500 3.4425 1.0
3.6095 0.41 5600 3.4581 1.0
4.6164 0.41 5700 3.4404 1.0
3.117 0.42 5800 3.4596 1.0
4.3939 0.43 5900 3.4401 1.0
3.5856 0.43 6000 3.4413 1.0
3.5187 0.44 6100 3.4452 1.0
4.7991 0.45 6200 3.4481 1.0
3.3905 0.46 6300 3.4420 1.0
3.5086 0.46 6400 3.4494 1.0
4.8217 0.47 6500 3.4477 1.0
3.3193 0.48 6600 3.4382 1.0
5.3482 0.49 6700 3.4580 1.0
3.3947 0.49 6800 3.4767 1.0
6.3352 0.5 6900 3.4476 1.0
3.4448 0.51 7000 3.4557 1.0
3.5358 0.51 7100 3.4438 1.0
3.3499 0.52 7200 3.4445 1.0
3.6932 0.53 7300 3.4463 1.0
6.9058 0.54 7400 3.4482 1.0
4.5514 0.54 7500 3.4422 1.0
3.517 0.55 7600 3.4505 1.0
7.4479 0.56 7700 3.4461 1.0
3.3761 0.56 7800 3.4511 1.0
4.5925 0.57 7900 3.4389 1.0
5.2682 0.58 8000 3.4563 1.0
5.6748 0.59 8100 3.4601 1.0
4.4335 0.59 8200 3.4439 1.0
5.1686 0.6 8300 3.4444 1.0
3.5245 0.61 8400 3.4629 1.0
4.9426 0.62 8500 3.4389 1.0
4.4654 0.62 8600 3.4427 1.0
3.5626 0.63 8700 3.4521 1.0
4.7086 0.64 8800 3.4489 1.0
3.238 0.64 8900 3.4478 1.0
4.2738 0.65 9000 3.4510 1.0
3.4468 0.66 9100 3.4411 1.0
3.2292 0.67 9200 3.4416 1.0
3.4972 0.67 9300 3.4643 1.0
7.3434 0.68 9400 3.4587 1.0
3.708 0.69 9500 3.4799 1.0
4.6466 0.69 9600 3.4490 1.0
3.3347 0.7 9700 3.4532 1.0
5.1486 0.71 9800 3.4427 1.0
3.6456 0.72 9900 3.4492 1.0
5.3904 0.72 10000 3.4497 1.0
4.8832 0.73 10100 3.4476 1.0
3.4482 0.74 10200 3.4539 1.0
3.617 0.75 10300 3.4547 1.0
5.4691 0.75 10400 3.4663 1.0
4.2759 0.76 10500 3.4401 1.0
8.2106 0.77 10600 3.4404 1.0
3.4894 0.77 10700 3.4426 1.0
3.6875 0.78 10800 3.4439 1.0
3.3277 0.79 10900 3.4446 1.0
4.5175 0.8 11000 3.4456 1.0
5.2161 0.8 11100 3.4388 1.0
3.5234 0.81 11200 3.4418 1.0
4.2212 0.82 11300 3.4392 1.0
3.6923 0.83 11400 3.4494 1.0
3.4863 0.83 11500 3.4572 1.0
6.3201 0.84 11600 3.4377 1.0
3.7543 0.85 11700 3.4533 1.0
3.3959 0.85 11800 3.4600 1.0
3.5691 0.86 11900 3.4673 1.0
3.49 0.87 12000 3.4407 1.0
7.1165 0.88 12100 3.4427 1.0
6.731 0.88 12200 3.4394 1.0
4.4682 0.89 12300 3.4407 1.0
3.3696 0.9 12400 3.4415 1.0
4.0241 0.9 12500 3.4454 1.0
3.521 0.91 12600 3.4379 1.0
5.5273 0.92 12700 3.4423 1.0
3.4781 0.93 12800 3.4635 1.0
3.4542 0.93 12900 3.4411 1.0
3.2363 0.94 13000 3.4396 1.0
5.3009 0.95 13100 3.4458 1.0
3.498 0.96 13200 3.4398 1.0
6.3325 0.96 13300 3.4514 1.0
3.5368 0.97 13400 3.4437 1.0
5.1164 0.98 13500 3.4623 1.0
3.6144 0.98 13600 3.4512 1.0
6.6018 0.99 13700 3.4493 1.0
3.7539 1.0 13800 3.4597 1.0
3.2903 1.01 13900 3.4813 1.0
3.3243 1.01 14000 3.4510 1.0
3.3485 1.02 14100 3.4389 1.0
3.6197 1.03 14200 3.4519 1.0
3.322 1.04 14300 3.4399 1.0
3.2897 1.04 14400 3.4378 1.0
3.3969 1.05 14500 3.4476 1.0
3.3289 1.06 14600 3.4646 1.0
3.3556 1.06 14700 3.4520 1.0
3.2527 1.07 14800 3.4575 1.0
3.4003 1.08 14900 3.4443 1.0
3.3171 1.09 15000 3.4434 1.0
3.4034 1.09 15100 3.4448 1.0
3.4363 1.1 15200 3.4560 1.0
3.3969 1.11 15300 3.4405 1.0
3.4134 1.11 15400 3.4408 1.0
3.5059 1.12 15500 3.4395 1.0
3.3963 1.13 15600 3.4488 1.0
3.2937 1.14 15700 3.4482 1.0
3.5635 1.14 15800 3.4621 1.0
3.4463 1.15 15900 3.4433 1.0
3.2588 1.16 16000 3.4434 1.0
3.3617 1.17 16100 3.4542 1.0
3.3721 1.17 16200 3.4388 1.0
3.3867 1.18 16300 3.4577 1.0
3.34 1.19 16400 3.4510 1.0
3.3676 1.19 16500 3.4434 1.0
3.5519 1.2 16600 3.4410 1.0
3.3129 1.21 16700 3.4507 1.0
3.3368 1.22 16800 3.4718 1.0
3.3107 1.22 16900 3.4439 1.0
3.2987 1.23 17000 3.4471 1.0
3.3102 1.24 17100 3.4435 1.0
3.2089 1.25 17200 3.4432 1.0
3.415 1.25 17300 3.4472 1.0
3.2884 1.26 17400 3.4388 1.0
3.3837 1.27 17500 3.4444 1.0
3.3181 1.27 17600 3.4438 1.0
3.3071 1.28 17700 3.4406 1.0
3.389 1.29 17800 3.4573 1.0
3.3246 1.3 17900 3.4580 1.0
3.3122 1.3 18000 3.4455 1.0
3.282 1.31 18100 3.4606 1.0
3.2671 1.32 18200 3.4378 1.0
3.3441 1.32 18300 3.4432 1.0
3.3115 1.33 18400 3.4458 1.0
3.3542 1.34 18500 3.4617 1.0
3.3924 1.35 18600 3.4549 1.0
3.4895 1.35 18700 3.4557 1.0
3.4071 1.36 18800 3.4462 1.0
3.3373 1.37 18900 3.4606 1.0
3.3497 1.38 19000 3.4458 1.0
3.3088 1.38 19100 3.4712 1.0
3.333 1.39 19200 3.4483 1.0
3.3773 1.4 19300 3.4455 1.0
3.357 1.4 19400 3.4379 1.0
3.3506 1.41 19500 3.4477 1.0
3.2944 1.42 19600 3.4478 1.0
3.241 1.43 19700 3.4492 1.0
3.4317 1.43 19800 3.4441 1.0
3.3478 1.44 19900 3.4385 1.0
3.3952 1.45 20000 3.4437 1.0
3.4808 1.46 20100 3.4644 1.0
3.3625 1.46 20200 3.4529 1.0
3.4842 1.47 20300 3.4524 1.0
3.3887 1.48 20400 3.4551 1.0
3.3198 1.48 20500 3.4433 1.0
3.3397 1.49 20600 3.4448 1.0
3.3173 1.5 20700 3.4590 1.0
3.3687 1.51 20800 3.4720 1.0
3.257 1.51 20900 3.4461 1.0
3.4451 1.52 21000 3.4541 1.0
3.2979 1.53 21100 3.4556 1.0
3.3566 1.53 21200 3.4438 1.0
3.3466 1.54 21300 3.4422 1.0
3.308 1.55 21400 3.4637 1.0
3.3952 1.56 21500 3.4435 1.0
3.4009 1.56 21600 3.4434 1.0
3.7952 1.57 21700 3.4675 1.0
3.3891 1.58 21800 3.4565 1.0
3.31 1.59 21900 3.4538 1.0
3.3186 1.59 22000 3.4492 1.0
3.3512 1.6 22100 3.4381 1.0
3.309 1.61 22200 3.4558 1.0
3.597 1.61 22300 3.4484 1.0
3.4474 1.62 22400 3.4574 1.0
3.3316 1.63 22500 3.4498 1.0
3.3909 1.64 22600 3.4384 1.0
3.6999 1.64 22700 3.4503 1.0
3.6071 1.65 22800 3.4578 1.0
3.2812 1.66 22900 3.4563 1.0
3.2921 1.67 23000 3.4564 1.0
3.3291 1.67 23100 3.4490 1.0
3.3454 1.68 23200 3.4403 1.0
3.4212 1.69 23300 3.4409 1.0
3.5481 1.69 23400 3.4534 1.0
3.2784 1.7 23500 3.4486 1.0
3.4625 1.71 23600 3.4413 1.0
3.2427 1.72 23700 3.4694 1.0
3.8438 1.72 23800 3.4444 1.0
3.4009 1.73 23900 3.4505 1.0
3.8029 1.74 24000 3.4712 1.0
3.36 1.74 24100 3.4552 1.0
3.2751 1.75 24200 3.4511 1.0
3.309 1.76 24300 3.4368 1.0
3.4597 1.77 24400 3.4517 1.0
3.2812 1.77 24500 3.4475 1.0
3.4425 1.78 24600 3.4413 1.0
3.3968 1.79 24700 3.4482 1.0
3.35 1.8 24800 3.4473 1.0
3.3156 1.8 24900 3.4435 1.0
3.3008 1.81 25000 3.4439 1.0
3.3365 1.82 25100 3.4382 1.0
3.5473 1.82 25200 3.4396 1.0
3.3568 1.83 25300 3.4577 1.0
3.28 1.84 25400 3.4458 1.0
3.4389 1.85 25500 3.4436 1.0
3.345 1.85 25600 3.4435 1.0
3.3295 1.86 25700 3.4428 1.0
4.4622 1.87 25800 3.4638 1.0
3.3717 1.88 25900 3.4450 1.0
3.3 1.88 26000 3.4616 1.0
3.3399 1.89 26100 3.4391 1.0
3.4243 1.9 26200 3.4375 1.0
3.326 1.9 26300 3.4533 1.0
3.3337 1.91 26400 3.4538 1.0
3.2655 1.92 26500 3.4460 1.0
3.2963 1.93 26600 3.4443 1.0
3.3967 1.93 26700 3.4392 1.0
3.3203 1.94 26800 3.4609 1.0
3.4581 1.95 26900 3.4388 1.0
3.2519 1.95 27000 3.4434 1.0
3.488 1.96 27100 3.4653 1.0
3.3446 1.97 27200 3.4465 1.0
3.4035 1.98 27300 3.4535 1.0
3.2898 1.98 27400 3.4442 1.0
3.3309 1.99 27500 3.4491 1.0
3.2765 2.0 27600 3.4477 1.0
3.3352 2.01 27700 3.4540 1.0
3.4456 2.01 27800 3.4602 1.0
3.6378 2.02 27900 3.4578 1.0
6.4491 2.03 28000 3.4494 1.0
6.1705 2.03 28100 3.4570 1.0
3.4253 2.04 28200 3.4504 1.0
3.4053 2.05 28300 3.4399 1.0
3.6719 2.06 28400 3.4464 1.0
3.2769 2.06 28500 3.4473 1.0
3.3132 2.07 28600 3.4484 1.0
3.3756 2.08 28700 3.4413 1.0
5.5583 2.08 28800 3.4411 1.0
3.6191 2.09 28900 3.4406 1.0
3.4681 2.1 29000 3.4461 1.0
4.463 2.11 29100 3.4409 1.0
3.4645 2.11 29200 3.4556 1.0
3.6549 2.12 29300 3.4545 1.0
3.437 2.13 29400 3.4410 1.0
3.5002 2.14 29500 3.4370 1.0
3.4375 2.14 29600 3.4407 1.0
3.3798 2.15 29700 3.4390 1.0
3.6778 2.16 29800 3.4386 1.0
3.4647 2.16 29900 3.4600 1.0
3.4328 2.17 30000 3.4492 1.0
3.4381 2.18 30100 3.4406 1.0
3.3253 2.19 30200 3.4461 1.0
3.4112 2.19 30300 3.4478 1.0
3.6158 2.2 30400 3.4482 1.0
3.5541 2.21 30500 3.4424 1.0
4.3339 2.22 30600 3.4432 1.0
3.818 2.22 30700 3.4453 1.0
3.8914 2.23 30800 3.4457 1.0
5.5706 2.24 30900 3.4605 1.0
4.3359 2.24 31000 3.4700 1.0
3.6418 2.25 31100 3.4558 1.0
3.4288 2.26 31200 3.4396 1.0
3.4512 2.27 31300 3.4411 1.0
3.3326 2.27 31400 3.4473 1.0
3.5872 2.28 31500 3.4400 1.0
3.5426 2.29 31600 3.4469 1.0
4.2227 2.29 31700 3.4499 1.0
3.5461 2.3 31800 3.4388 1.0
3.5507 2.31 31900 3.4503 1.0
3.5177 2.32 32000 3.4429 1.0
3.7237 2.32 32100 3.4617 1.0
3.3513 2.33 32200 3.4487 1.0
3.3827 2.34 32300 3.4678 1.0
3.3311 2.35 32400 3.4441 1.0
3.2852 2.35 32500 3.4433 1.0
3.5712 2.36 32600 3.4514 1.0
4.6259 2.37 32700 3.4520 1.0
3.8864 2.37 32800 3.4544 1.0
3.3284 2.38 32900 3.4444 1.0
3.6078 2.39 33000 3.4450 1.0
3.4026 2.4 33100 3.4454 1.0
3.7527 2.4 33200 3.4541 1.0
3.3741 2.41 33300 3.4386 1.0
3.4498 2.42 33400 3.4518 1.0
3.3424 2.43 33500 3.4554 1.0
4.8226 2.43 33600 3.4412 1.0
3.3503 2.44 33700 3.4434 1.0
3.509 2.45 33800 3.4393 1.0
3.586 2.45 33900 3.4375 1.0
3.5242 2.46 34000 3.4402 1.0
3.4351 2.47 34100 3.4389 1.0
3.4445 2.48 34200 3.4416 1.0
6.6676 2.48 34300 3.4571 1.0
4.3937 2.49 34400 3.4560 1.0
3.4177 2.5 34500 3.4482 1.0
3.3966 2.5 34600 3.4640 1.0
3.2845 2.51 34700 3.4538 1.0
3.438 2.52 34800 3.4555 1.0
3.3874 2.53 34900 3.4524 1.0
3.5068 2.53 35000 3.4448 1.0
4.2406 2.54 35100 3.4503 1.0
3.2986 2.55 35200 3.4538 1.0
3.4044 2.56 35300 3.4443 1.0
3.3105 2.56 35400 3.4391 1.0
3.4048 2.57 35500 3.4411 1.0
3.5645 2.58 35600 3.4488 1.0
3.4912 2.58 35700 3.4400 1.0
3.4028 2.59 35800 3.4390 1.0
3.4601 2.6 35900 3.4455 1.0
3.6066 2.61 36000 3.4441 1.0
4.5312 2.61 36100 3.4414 1.0
3.6372 2.62 36200 3.4421 1.0
4.1912 2.63 36300 3.4572 1.0
3.4793 2.64 36400 3.4419 1.0
4.5538 2.64 36500 3.4407 1.0
3.3823 2.65 36600 3.4446 1.0
3.3592 2.66 36700 3.4396 1.0
3.4974 2.66 36800 3.4529 1.0
3.4599 2.67 36900 3.4380 1.0
4.7097 2.68 37000 3.4654 1.0
6.7037 2.69 37100 3.4386 1.0
3.3465 2.69 37200 3.4652 1.0
4.9762 2.7 37300 3.4506 1.0
3.9189 2.71 37400 3.4427 1.0
3.4746 2.71 37500 3.4465 1.0
3.3842 2.72 37600 3.4470 1.0
3.2445 2.73 37700 3.4480 1.0
3.382 2.74 37800 3.4456 1.0
3.7279 2.74 37900 3.4431 1.0
3.4329 2.75 38000 3.4374 1.0
3.4607 2.76 38100 3.4447 1.0
3.2394 2.77 38200 3.4476 1.0
3.7795 2.77 38300 3.4380 1.0
3.4419 2.78 38400 3.4526 1.0
3.6452 2.79 38500 3.4428 1.0
3.3474 2.79 38600 3.4424 1.0
3.4645 2.8 38700 3.4479 1.0
4.1143 2.81 38800 3.4580 1.0
4.6453 2.82 38900 3.4585 1.0
4.022 2.82 39000 3.4567 1.0
4.3049 2.83 39100 3.4377 1.0
3.3382 2.84 39200 3.4413 1.0
3.6022 2.85 39300 3.4548 1.0
4.4217 2.85 39400 3.4411 1.0
3.5139 2.86 39500 3.4552 1.0
3.1215 2.87 39600 3.4471 1.0
3.4514 2.87 39700 3.4378 1.0
4.822 2.88 39800 3.4605 1.0
5.6699 2.89 39900 3.4489 1.0
3.4183 2.9 40000 3.4644 1.0
5.7492 2.9 40100 3.4514 1.0
3.2879 2.91 40200 3.4543 1.0
3.3076 2.92 40300 3.4450 1.0
5.2845 2.92 40400 3.4459 1.0
3.7927 2.93 40500 3.4481 1.0
7.1549 2.94 40600 3.4554 1.0
3.4544 2.95 40700 3.4486 1.0
3.2332 2.95 40800 3.4415 1.0
3.3714 2.96 40900 3.4521 1.0
3.5205 2.97 41000 3.4395 1.0
4.6267 2.98 41100 3.4622 1.0
6.7747 2.98 41200 3.4407 1.0
3.3091 2.99 41300 3.4422 1.0
3.7135 3.0 41400 3.4383 1.0
3.6261 3.0 41500 3.4482 1.0
3.3323 3.01 41600 3.4366 1.0
3.4544 3.02 41700 3.4376 1.0
3.6486 3.03 41800 3.4511 1.0
3.3333 3.03 41900 3.4397 1.0
3.35 3.04 42000 3.4486 1.0
3.3522 3.05 42100 3.4626 1.0
3.4359 3.06 42200 3.4462 1.0
3.4548 3.06 42300 3.4435 1.0
3.2711 3.07 42400 3.4450 1.0
3.2679 3.08 42500 3.4394 1.0
3.3703 3.08 42600 3.4539 1.0
3.3846 3.09 42700 3.4443 1.0
3.334 3.1 42800 3.4384 1.0
3.3429 3.11 42900 3.4625 1.0
3.282 3.11 43000 3.4419 1.0
3.3503 3.12 43100 3.4653 1.0
3.4923 3.13 43200 3.4380 1.0
3.4309 3.13 43300 3.4534 1.0
3.3292 3.14 43400 3.4448 1.0
3.4219 3.15 43500 3.4665 1.0
3.3848 3.16 43600 3.4473 1.0
3.3004 3.16 43700 3.4509 1.0
3.2002 3.17 43800 3.4493 1.0
3.2654 3.18 43900 3.4384 1.0
3.3394 3.19 44000 3.4388 1.0
3.2365 3.19 44100 3.4491 1.0
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3.3984 12.86 177600 3.4518 1.0
3.5566 12.86 177700 3.4481 1.0
4.3006 12.87 177800 3.4463 1.0
3.2232 12.88 177900 3.4454 1.0
3.2224 12.89 178000 3.4452 1.0
3.3974 12.89 178100 3.4430 1.0
3.4688 12.9 178200 3.4441 1.0
3.293 12.91 178300 3.4422 1.0
3.7722 12.92 178400 3.4459 1.0
3.3155 12.92 178500 3.4451 1.0
3.3955 12.93 178600 3.4438 1.0
3.2985 12.94 178700 3.4411 1.0
3.3729 12.94 178800 3.4415 1.0
3.3966 12.95 178900 3.4433 1.0
3.2917 12.96 179000 3.4422 1.0
3.3772 12.97 179100 3.4426 1.0
3.2921 12.97 179200 3.4458 1.0
3.2751 12.98 179300 3.4429 1.0
3.4227 12.99 179400 3.4429 1.0
3.3031 13.0 179500 3.4463 1.0
3.3257 13.0 179600 3.4496 1.0
3.3472 13.01 179700 3.4436 1.0
3.4014 13.02 179800 3.4484 1.0
3.4494 13.02 179900 3.4418 1.0
3.559 13.03 180000 3.4425 1.0
3.3253 13.04 180100 3.4412 1.0
3.2797 13.05 180200 3.4464 1.0
3.3854 13.05 180300 3.4484 1.0
3.24 13.06 180400 3.4446 1.0
3.2406 13.07 180500 3.4453 1.0
3.3609 13.07 180600 3.4425 1.0
3.3496 13.08 180700 3.4465 1.0
3.2963 13.09 180800 3.4437 1.0
3.2781 13.1 180900 3.4481 1.0
3.1707 13.1 181000 3.4465 1.0
3.5305 13.11 181100 3.4460 1.0
3.3498 13.12 181200 3.4423 1.0
3.276 13.13 181300 3.4402 1.0
3.2264 13.13 181400 3.4432 1.0
3.2517 13.14 181500 3.4408 1.0
3.3312 13.15 181600 3.4455 1.0
3.4057 13.15 181700 3.4476 1.0
3.34 13.16 181800 3.4415 1.0
3.2458 13.17 181900 3.4409 1.0
3.3949 13.18 182000 3.4405 1.0
3.289 13.18 182100 3.4431 1.0
3.4016 13.19 182200 3.4393 1.0
3.256 13.2 182300 3.4410 1.0
3.2597 13.2 182400 3.4391 1.0
3.2483 13.21 182500 3.4387 1.0
3.3637 13.22 182600 3.4409 1.0
3.2936 13.23 182700 3.4399 1.0
3.2666 13.23 182800 3.4458 1.0
3.3675 13.24 182900 3.4494 1.0
3.3538 13.25 183000 3.4430 1.0
3.3276 13.26 183100 3.4442 1.0
3.3851 13.26 183200 3.4425 1.0
3.3579 13.27 183300 3.4410 1.0
3.2882 13.28 183400 3.4400 1.0
3.3541 13.28 183500 3.4436 1.0
3.392 13.29 183600 3.4445 1.0
3.3857 13.3 183700 3.4477 1.0
3.3084 13.31 183800 3.4463 1.0
3.327 13.31 183900 3.4451 1.0
3.3967 13.32 184000 3.4483 1.0
3.3657 13.33 184100 3.4471 1.0
3.3732 13.34 184200 3.4465 1.0
3.366 13.34 184300 3.4459 1.0
3.2545 13.35 184400 3.4451 1.0
4.2873 13.36 184500 3.4425 1.0
3.6525 13.36 184600 3.4432 1.0
3.2921 13.37 184700 3.4437 1.0
3.273 13.38 184800 3.4420 1.0
3.267 13.39 184900 3.4445 1.0
3.3585 13.39 185000 3.4459 1.0
3.3271 13.4 185100 3.4424 1.0
3.3752 13.41 185200 3.4406 1.0
3.2715 13.41 185300 3.4424 1.0
3.2668 13.42 185400 3.4440 1.0
3.4546 13.43 185500 3.4464 1.0
3.2931 13.44 185600 3.4444 1.0
3.4428 13.44 185700 3.4443 1.0
3.4004 13.45 185800 3.4475 1.0
3.3416 13.46 185900 3.4447 1.0
3.3598 13.47 186000 3.4458 1.0
3.3348 13.47 186100 3.4420 1.0
3.2879 13.48 186200 3.4410 1.0
3.3791 13.49 186300 3.4481 1.0
3.3066 13.49 186400 3.4440 1.0
3.2824 13.5 186500 3.4447 1.0
3.4092 13.51 186600 3.4447 1.0
3.2679 13.52 186700 3.4443 1.0
3.3921 13.52 186800 3.4447 1.0
3.3348 13.53 186900 3.4424 1.0
3.2365 13.54 187000 3.4392 1.0
3.3355 13.55 187100 3.4387 1.0
3.2654 13.55 187200 3.4393 1.0
3.3085 13.56 187300 3.4404 1.0
3.3127 13.57 187400 3.4400 1.0
3.219 13.57 187500 3.4422 1.0
3.3733 13.58 187600 3.4391 1.0
3.2622 13.59 187700 3.4420 1.0
3.2188 13.6 187800 3.4445 1.0
3.2977 13.6 187900 3.4437 1.0
3.2994 13.61 188000 3.4463 1.0
3.2897 13.62 188100 3.4438 1.0
3.3194 13.62 188200 3.4452 1.0
3.3566 13.63 188300 3.4446 1.0
3.3442 13.64 188400 3.4509 1.0
3.58 13.65 188500 3.4509 1.0
3.4537 13.65 188600 3.4479 1.0
3.342 13.66 188700 3.4428 1.0
3.2765 13.67 188800 3.4410 1.0
3.2765 13.68 188900 3.4422 1.0
3.3381 13.68 189000 3.4400 1.0
3.2883 13.69 189100 3.4411 1.0
3.2861 13.7 189200 3.4417 1.0
3.3049 13.7 189300 3.4431 1.0
3.7184 13.71 189400 3.4446 1.0
3.3307 13.72 189500 3.4449 1.0
3.3274 13.73 189600 3.4456 1.0
3.3481 13.73 189700 3.4417 1.0
3.3763 13.74 189800 3.4439 1.0
3.3005 13.75 189900 3.4442 1.0
3.3775 13.76 190000 3.4458 1.0
3.284 13.76 190100 3.4427 1.0
3.2496 13.77 190200 3.4465 1.0
3.4141 13.78 190300 3.4422 1.0
3.3689 13.78 190400 3.4441 1.0
3.2925 13.79 190500 3.4446 1.0
3.334 13.8 190600 3.4447 1.0
3.4054 13.81 190700 3.4442 1.0
3.5985 13.81 190800 3.4418 1.0
3.307 13.82 190900 3.4437 1.0
3.2475 13.83 191000 3.4418 1.0
3.4217 13.83 191100 3.4429 1.0
3.2629 13.84 191200 3.4417 1.0
3.4471 13.85 191300 3.4420 1.0
3.3174 13.86 191400 3.4400 1.0
3.3505 13.86 191500 3.4430 1.0
3.4601 13.87 191600 3.4409 1.0
3.2617 13.88 191700 3.4439 1.0
3.4259 13.89 191800 3.4451 1.0
3.4135 13.89 191900 3.4424 1.0
3.2713 13.9 192000 3.4425 1.0
3.3399 13.91 192100 3.4450 1.0
3.375 13.91 192200 3.4440 1.0
3.2318 13.92 192300 3.4449 1.0
3.2925 13.93 192400 3.4430 1.0
3.416 13.94 192500 3.4440 1.0
3.283 13.94 192600 3.4441 1.0
3.249 13.95 192700 3.4436 1.0
3.3415 13.96 192800 3.4435 1.0
3.3123 13.97 192900 3.4427 1.0
3.3019 13.97 193000 3.4414 1.0
3.3949 13.98 193100 3.4409 1.0
3.3118 13.99 193200 3.4413 1.0
3.4302 13.99 193300 3.4431 1.0
3.382 14.0 193400 3.4439 1.0
3.4496 14.01 193500 3.4429 1.0
3.2643 14.02 193600 3.4454 1.0
3.2298 14.02 193700 3.4439 1.0
3.3804 14.03 193800 3.4429 1.0
3.2049 14.04 193900 3.4429 1.0
3.3818 14.04 194000 3.4420 1.0
3.2901 14.05 194100 3.4433 1.0
3.2989 14.06 194200 3.4419 1.0
3.2548 14.07 194300 3.4434 1.0
3.454 14.07 194400 3.4432 1.0
3.3365 14.08 194500 3.4433 1.0
3.3799 14.09 194600 3.4443 1.0
3.3536 14.1 194700 3.4438 1.0
3.5929 14.1 194800 3.4441 1.0
4.2116 14.11 194900 3.4433 1.0
3.4121 14.12 195000 3.4437 1.0
3.3715 14.12 195100 3.4442 1.0
3.4325 14.13 195200 3.4467 1.0
3.3585 14.14 195300 3.4450 1.0
3.3374 14.15 195400 3.4421 1.0
3.3519 14.15 195500 3.4421 1.0
3.4128 14.16 195600 3.4416 1.0
3.3448 14.17 195700 3.4412 1.0
3.4239 14.18 195800 3.4418 1.0
3.6124 14.18 195900 3.4440 1.0
3.3607 14.19 196000 3.4444 1.0
3.3141 14.2 196100 3.4433 1.0
3.4431 14.2 196200 3.4432 1.0
3.4539 14.21 196300 3.4426 1.0
3.3409 14.22 196400 3.4418 1.0
3.2736 14.23 196500 3.4422 1.0
3.8002 14.23 196600 3.4431 1.0
3.501 14.24 196700 3.4421 1.0
3.3537 14.25 196800 3.4420 1.0
3.4373 14.25 196900 3.4412 1.0
3.359 14.26 197000 3.4412 1.0
3.302 14.27 197100 3.4425 1.0
3.3282 14.28 197200 3.4424 1.0
3.3941 14.28 197300 3.4424 1.0
4.4183 14.29 197400 3.4435 1.0
3.4406 14.3 197500 3.4432 1.0
3.285 14.31 197600 3.4432 1.0
3.3289 14.31 197700 3.4442 1.0
3.3085 14.32 197800 3.4426 1.0
3.2033 14.33 197900 3.4446 1.0
3.3691 14.33 198000 3.4448 1.0
3.3715 14.34 198100 3.4448 1.0
4.5572 14.35 198200 3.4432 1.0
3.3509 14.36 198300 3.4431 1.0
3.3179 14.36 198400 3.4426 1.0
3.2891 14.37 198500 3.4436 1.0
3.3872 14.38 198600 3.4436 1.0
3.3177 14.38 198700 3.4442 1.0
3.4302 14.39 198800 3.4446 1.0
3.3834 14.4 198900 3.4441 1.0
3.4318 14.41 199000 3.4430 1.0
3.4176 14.41 199100 3.4431 1.0
4.6882 14.42 199200 3.4431 1.0
3.2657 14.43 199300 3.4436 1.0
3.3929 14.44 199400 3.4436 1.0
5.337 14.44 199500 3.4432 1.0
3.4289 14.45 199600 3.4432 1.0
3.2498 14.46 199700 3.4435 1.0
3.3635 14.46 199800 3.4432 1.0
5.4355 14.47 199900 3.4418 1.0
3.2158 14.48 200000 3.4427 1.0
3.4885 14.49 200100 3.4435 1.0
3.3739 14.49 200200 3.4430 1.0
3.4712 14.5 200300 3.4434 1.0
3.3742 14.51 200400 3.4444 1.0
3.3465 14.52 200500 3.4429 1.0
3.3277 14.52 200600 3.4430 1.0
3.3073 14.53 200700 3.4431 1.0
3.33 14.54 200800 3.4432 1.0
3.3857 14.54 200900 3.4436 1.0
3.4481 14.55 201000 3.4430 1.0
3.546 14.56 201100 3.4416 1.0
3.4435 14.57 201200 3.4404 1.0
3.3237 14.57 201300 3.4408 1.0
3.3347 14.58 201400 3.4420 1.0
4.5461 14.59 201500 3.4420 1.0
3.3307 14.59 201600 3.4430 1.0
3.3899 14.6 201700 3.4439 1.0
3.2613 14.61 201800 3.4435 1.0
3.2693 14.62 201900 3.4426 1.0
3.3621 14.62 202000 3.4430 1.0
3.4383 14.63 202100 3.4434 1.0
3.5096 14.64 202200 3.4444 1.0
3.3962 14.65 202300 3.4445 1.0
3.3854 14.65 202400 3.4441 1.0
3.3116 14.66 202500 3.4445 1.0
3.3691 14.67 202600 3.4445 1.0
3.3821 14.67 202700 3.4440 1.0
3.2872 14.68 202800 3.4431 1.0
3.3575 14.69 202900 3.4431 1.0
3.2881 14.7 203000 3.4435 1.0
3.4115 14.7 203100 3.4440 1.0
3.3814 14.71 203200 3.4439 1.0
3.3609 14.72 203300 3.4435 1.0
3.3261 14.73 203400 3.4430 1.0
3.2983 14.73 203500 3.4435 1.0
3.3094 14.74 203600 3.4431 1.0
3.2582 14.75 203700 3.4431 1.0
3.2963 14.75 203800 3.4435 1.0
3.361 14.76 203900 3.4435 1.0
3.2636 14.77 204000 3.4440 1.0
3.2908 14.78 204100 3.4439 1.0
3.4743 14.78 204200 3.4445 1.0
3.2633 14.79 204300 3.4444 1.0
3.6696 14.8 204400 3.4440 1.0
3.4295 14.8 204500 3.4439 1.0
3.2838 14.81 204600 3.4439 1.0
3.285 14.82 204700 3.4439 1.0
3.2501 14.83 204800 3.4443 1.0
3.2872 14.83 204900 3.4443 1.0
3.3486 14.84 205000 3.4443 1.0
3.2943 14.85 205100 3.4443 1.0
3.2908 14.86 205200 3.4438 1.0
4.0962 14.86 205300 3.4443 1.0
3.2306 14.87 205400 3.4433 1.0
3.4682 14.88 205500 3.4433 1.0
3.2785 14.88 205600 3.4438 1.0
3.4161 14.89 205700 3.4438 1.0
3.299 14.9 205800 3.4438 1.0
3.3116 14.91 205900 3.4438 1.0
3.3456 14.91 206000 3.4439 1.0
3.263 14.92 206100 3.4439 1.0
3.4408 14.93 206200 3.4444 1.0
3.3478 14.94 206300 3.4443 1.0
3.1718 14.94 206400 3.4438 1.0
3.2811 14.95 206500 3.4439 1.0
3.4132 14.96 206600 3.4439 1.0
3.2337 14.96 206700 3.4439 1.0
3.3859 14.97 206800 3.4439 1.0
3.3501 14.98 206900 3.4439 1.0
3.5111 14.99 207000 3.4439 1.0
3.5375 14.99 207100 3.4439 1.0

Framework versions

  • Transformers 4.17.0.dev0
  • Pytorch 1.10.0+cu111
  • Datasets 1.18.3
  • Tokenizers 0.10.3
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