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alexantonov
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ru-chv-marian-bt-3m-768d

Transformers
Safetensors
marian
text2text-generation
Generated from Trainer
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Train MarianMT Russian-Chuvash, 1.4M sentences and 3M back_trans

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Files changed (7) hide show
  1. README.md +167 -0
  2. config.json +38 -0
  3. generation_config.json +39 -0
  4. model.safetensors +3 -0
  5. tokenizer.json +0 -0
  6. tokenizer_config.json +9 -0
  7. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - bleu
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+ model-index:
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+ - name: model
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # model
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+
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+ This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 3.0449
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+ - Bleu: 19.7852
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+ - Chrf: 52.1691
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+ - Gen Len: 33.5979
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0003
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+ - train_batch_size: 128
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+ - eval_batch_size: 128
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+ - seed: 42
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+ - gradient_accumulation_steps: 2
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+ - total_train_batch_size: 256
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+ - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: inverse_sqrt
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+ - lr_scheduler_warmup_steps: 8000
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+ - num_epochs: 12
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+ - label_smoothing_factor: 0.1
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Bleu | Chrf | Gen Len |
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+ |:-------------:|:-------:|:------:|:---------------:|:-------:|:-------:|:--------:|
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+ | 15.7108 | 0.1170 | 2000 | 7.7167 | 0.1227 | 9.1436 | 127.0 |
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+ | 11.9208 | 0.2340 | 4000 | 5.9151 | 3.411 | 26.2609 | 127.0 |
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+ | 9.5886 | 0.3510 | 6000 | 4.8183 | 7.1743 | 36.1064 | 115.4311 |
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+ | 8.8915 | 0.4681 | 8000 | 4.4545 | 9.021 | 38.9109 | 76.0174 |
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+ | 8.3764 | 0.5851 | 10000 | 4.1853 | 10.0952 | 40.9698 | 61.2619 |
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+ | 8.0093 | 0.7021 | 12000 | 3.9794 | 10.5973 | 42.881 | 51.1286 |
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+ | 7.7510 | 0.8191 | 14000 | 3.8382 | 12.373 | 43.9795 | 48.0614 |
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+ | 7.5581 | 0.9361 | 16000 | 3.7683 | 12.5697 | 44.4739 | 48.9131 |
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+ | 7.3176 | 1.0531 | 18000 | 3.6800 | 13.0398 | 45.5483 | 60.6640 |
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+ | 7.2305 | 1.1701 | 20000 | 3.6033 | 14.0428 | 46.0606 | 35.8610 |
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+ | 7.1481 | 1.2872 | 22000 | 3.5377 | 14.878 | 46.6609 | 38.3824 |
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+ | 7.0607 | 1.4042 | 24000 | 3.5070 | 15.1898 | 47.4569 | 51.3198 |
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+ | 7.0017 | 1.5212 | 26000 | 3.4737 | 16.0498 | 48.2444 | 34.2294 |
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+ | 6.9453 | 1.6382 | 28000 | 3.4205 | 16.2782 | 48.3454 | 38.7173 |
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+ | 6.8799 | 1.7552 | 30000 | 3.4045 | 15.3028 | 48.7879 | 35.3395 |
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+ | 6.8324 | 1.8722 | 32000 | 3.3622 | 16.3933 | 49.0446 | 35.0811 |
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+ | 6.7993 | 1.9892 | 34000 | 3.3549 | 16.327 | 48.8867 | 33.7462 |
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+ | 6.6331 | 2.1062 | 36000 | 3.3195 | 16.2476 | 48.9527 | 35.2294 |
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+ | 6.6308 | 2.2233 | 38000 | 3.3113 | 16.0936 | 49.0612 | 35.2294 |
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+ | 6.6033 | 2.3403 | 40000 | 3.3108 | 16.0058 | 48.9797 | 35.5261 |
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+ | 6.5890 | 2.4573 | 42000 | 3.2807 | 17.1487 | 49.695 | 33.7845 |
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+ | 6.5677 | 2.5743 | 44000 | 3.2556 | 18.0844 | 50.1868 | 32.8946 |
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+ | 6.5463 | 2.6913 | 46000 | 3.2500 | 17.7437 | 50.3211 | 34.6315 |
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+ | 6.5322 | 2.8083 | 48000 | 3.2305 | 17.1847 | 50.0703 | 34.3395 |
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+ | 6.5154 | 2.9253 | 50000 | 3.2057 | 17.2239 | 49.7552 | 36.0811 |
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+ | 6.3802 | 3.0424 | 52000 | 3.2188 | 17.3479 | 50.321 | 34.0429 |
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+ | 6.3541 | 3.1594 | 54000 | 3.2132 | 17.6497 | 50.4238 | 33.7462 |
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+ | 6.3544 | 3.2764 | 56000 | 3.1990 | 17.8669 | 50.3505 | 33.9664 |
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+ | 6.3517 | 3.3934 | 58000 | 3.1796 | 18.2486 | 50.8451 | 33.7462 |
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+ | 6.3523 | 3.5104 | 60000 | 3.1908 | 17.6748 | 50.4264 | 36.0811 |
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+ | 6.3430 | 3.6274 | 62000 | 3.1701 | 18.344 | 51.3013 | 34.8227 |
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+ | 6.3392 | 3.7444 | 64000 | 3.1662 | 19.001 | 51.2261 | 34.8946 |
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+ | 6.3319 | 3.8615 | 66000 | 3.1477 | 17.9256 | 50.8211 | 33.8181 |
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+ | 6.3206 | 3.9785 | 68000 | 3.1540 | 18.1694 | 50.7788 | 33.7080 |
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+ | 6.1742 | 4.0955 | 70000 | 3.1480 | 18.3839 | 51.2883 | 35.6362 |
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+ | 6.1884 | 4.2125 | 72000 | 3.1480 | 18.098 | 50.4005 | 34.3013 |
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+ | 6.1911 | 4.3295 | 74000 | 3.1502 | 17.6987 | 50.2971 | 35.1912 |
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+ | 6.1996 | 4.4465 | 76000 | 3.1366 | 17.9486 | 50.7817 | 34.3013 |
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+ | 6.1994 | 4.5635 | 78000 | 3.1193 | 17.8277 | 51.1316 | 35.0429 |
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+ | 6.1929 | 4.6806 | 80000 | 3.1103 | 17.6871 | 50.8913 | 34.8899 |
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+ | 6.2017 | 4.7976 | 82000 | 3.1208 | 17.8896 | 50.4156 | 34.1147 |
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+ | 6.1970 | 4.9146 | 84000 | 3.1206 | 18.3889 | 51.2227 | 33.9282 |
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+ | 6.1101 | 5.0316 | 86000 | 3.1182 | 18.1708 | 51.1254 | 35.8946 |
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+ | 6.0711 | 5.1486 | 88000 | 3.1072 | 18.9565 | 51.7926 | 34.1912 |
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+ | 6.0807 | 5.2656 | 90000 | 3.1035 | 18.7878 | 51.35 | 33.1147 |
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+ | 6.0750 | 5.3826 | 92000 | 3.1039 | 18.4917 | 51.4391 | 34.0429 |
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+ | 6.0887 | 5.4996 | 94000 | 3.1028 | 18.7455 | 51.3372 | 34.0046 |
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+ | 6.1003 | 5.6167 | 96000 | 3.0964 | 18.9129 | 51.5941 | 34.1530 |
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+ | 6.0964 | 5.7337 | 98000 | 3.0880 | 19.1538 | 51.6121 | 34.3395 |
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+ | 6.1024 | 5.8507 | 100000 | 3.0821 | 19.0157 | 51.8337 | 34.5979 |
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+ | 6.0991 | 5.9677 | 102000 | 3.0834 | 19.127 | 51.8449 | 34.0046 |
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+ | 5.9529 | 6.0847 | 104000 | 3.0927 | 18.9951 | 51.8414 | 34.0765 |
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+ | 5.9803 | 6.2017 | 106000 | 3.0881 | 19.0848 | 51.6448 | 32.5597 |
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+ | 5.9968 | 6.3187 | 108000 | 3.0823 | 19.1365 | 52.0502 | 34.4114 |
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+ | 5.9981 | 6.4358 | 110000 | 3.0814 | 18.9723 | 51.9731 | 33.4114 |
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+ | 6.0142 | 6.5528 | 112000 | 3.0726 | 18.9398 | 51.9883 | 36.0811 |
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+ | 6.0171 | 6.6698 | 114000 | 3.0849 | 18.8193 | 51.3184 | 33.7080 |
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+ | 6.0197 | 6.7868 | 116000 | 3.0854 | 18.48 | 51.0727 | 33.0382 |
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+ | 6.0269 | 6.9038 | 118000 | 3.0658 | 18.7856 | 52.0755 | 33.8563 |
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+ | 5.9685 | 7.0208 | 120000 | 3.0732 | 19.426 | 51.891 | 33.8181 |
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+ | 5.8872 | 7.1378 | 122000 | 3.0690 | 19.5588 | 51.8144 | 34.3013 |
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+ | 5.9167 | 7.2549 | 124000 | 3.0656 | 19.4649 | 51.8155 | 34.7462 |
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+ | 5.9220 | 7.3719 | 126000 | 3.0745 | 19.1167 | 51.6037 | 33.7798 |
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+ | 5.9333 | 7.4889 | 128000 | 3.0643 | 19.0742 | 51.5488 | 35.0429 |
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+ | 5.9365 | 7.6059 | 130000 | 3.0663 | 19.1219 | 51.4578 | 34.3395 |
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+ | 5.9513 | 7.7229 | 132000 | 3.0636 | 18.6926 | 51.6251 | 35.2630 |
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+ | 5.9437 | 7.8399 | 134000 | 3.0500 | 19.2458 | 51.9176 | 33.1147 |
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+ | 5.9538 | 7.9569 | 136000 | 3.0555 | 18.6213 | 51.616 | 33.6315 |
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+ | 5.8115 | 8.0740 | 138000 | 3.0731 | 18.1509 | 51.3331 | 35.4739 |
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+ | 5.8357 | 8.1910 | 140000 | 3.0618 | 18.2878 | 51.361 | 35.0765 |
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+ | 5.8532 | 8.3080 | 142000 | 3.0648 | 18.6191 | 51.4876 | 35.3731 |
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+ | 5.8726 | 8.4250 | 144000 | 3.0573 | 18.8563 | 51.5889 | 34.4832 |
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+ | 5.8783 | 8.5420 | 146000 | 3.0560 | 19.4867 | 52.0309 | 35.0046 |
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+ | 5.8840 | 8.6590 | 148000 | 3.0558 | 18.917 | 51.8036 | 34.1530 |
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+ | 5.8898 | 8.7760 | 150000 | 3.0498 | 19.4045 | 51.9541 | 34.3395 |
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+ | 5.9013 | 8.8930 | 152000 | 3.0449 | 19.7852 | 52.1691 | 33.5979 |
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+ | 5.8745 | 9.0101 | 154000 | 3.0494 | 18.6923 | 51.6402 | 49.1866 |
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+ | 5.7689 | 9.1271 | 156000 | 3.0498 | 19.008 | 51.7807 | 35.9861 |
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+ | 5.7923 | 9.2441 | 158000 | 3.0531 | 19.3957 | 51.8088 | 35.5411 |
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+ | 5.8074 | 9.3611 | 160000 | 3.0464 | 19.2631 | 51.8252 | 35.4403 |
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+ | 5.8202 | 9.4781 | 162000 | 3.0508 | 18.9163 | 51.8393 | 36.1344 |
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+ | 5.8340 | 9.5951 | 164000 | 3.0412 | 18.8592 | 51.9976 | 34.3013 |
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+ | 5.8403 | 9.7121 | 166000 | 3.0363 | 19.2968 | 51.9118 | 36.3163 |
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+ | 5.8421 | 9.8292 | 168000 | 3.0288 | 19.6602 | 51.959 | 34.4496 |
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+ | 5.8428 | 9.9462 | 170000 | 3.0337 | 19.1082 | 52.1028 | 36.3163 |
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+ | 5.7135 | 10.0632 | 172000 | 3.0497 | 18.5526 | 51.5155 | 36.3499 |
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+ | 5.7345 | 10.1802 | 174000 | 3.0585 | 18.7664 | 51.3669 | 35.1298 |
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+ | 5.7551 | 10.2972 | 176000 | 3.0570 | 18.9602 | 51.4472 | 33.5214 |
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+ | 5.7685 | 10.4142 | 178000 | 3.0476 | 19.1937 | 51.8817 | 37.2538 |
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+ | 5.7830 | 10.5312 | 180000 | 3.0528 | 18.9631 | 51.4576 | 33.1866 |
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+ | 5.7846 | 10.6483 | 182000 | 3.0340 | 18.6598 | 51.7472 | 34.1912 |
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+ | 5.7908 | 10.7653 | 184000 | 3.0349 | 19.782 | 52.1106 | 36.4357 |
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+ | 7.0077 | 10.8823 | 186000 | 3.2087 | 18.1469 | 50.2508 | 35.4878 |
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+ | 8.2229 | 10.9993 | 188000 | 3.5513 | 13.0171 | 44.2126 | 37.3059 |
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+ | 11.2715 | 11.1163 | 190000 | 6.1653 | 0.0819 | 13.5598 | 127.0 |
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+ | 11.7661 | 11.2333 | 192000 | 6.7296 | 0.0285 | 4.2246 | 6.0 |
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+ | 11.5937 | 11.3503 | 194000 | 6.8796 | 0.006 | 3.0901 | 5.0 |
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+ | 11.6312 | 11.4674 | 196000 | 6.6285 | 0.006 | 3.1418 | 5.0 |
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+ | 11.3841 | 11.5844 | 198000 | 7.0674 | 0.014 | 3.0825 | 4.0 |
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+ | 11.3345 | 11.7014 | 200000 | 7.0541 | 0.0 | 0.9631 | 4.0 |
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+ | 11.2887 | 11.8184 | 202000 | 7.0348 | 0.0062 | 3.9599 | 7.0 |
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+ | 11.2479 | 11.9354 | 204000 | 7.6489 | 0.0 | 1.9604 | 2.0 |
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+ | 11.2350 | 12.0 | 205104 | 7.1126 | 0.0063 | 3.1944 | 5.0 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 5.6.2
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+ - Pytorch 2.5.1+cu121
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+ - Datasets 4.8.5
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+ - Tokenizers 0.22.2
config.json ADDED
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+ {
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+ "activation_dropout": 0.1,
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+ "activation_function": "swish",
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+ "architectures": [
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+ "MarianMTModel"
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+ ],
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+ "attention_dropout": 0.1,
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+ "bos_token_id": 2,
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+ "d_model": 768,
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+ "decoder_attention_heads": 12,
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+ "decoder_ffn_dim": 3072,
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+ "decoder_layerdrop": 0.0,
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+ "decoder_layers": 4,
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+ "decoder_start_token_id": 0,
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+ "decoder_vocab_size": 48000,
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+ "dropout": 0.1,
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+ "dtype": "float32",
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+ "encoder_attention_heads": 12,
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+ "encoder_ffn_dim": 3072,
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+ "encoder_layerdrop": 0.0,
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+ "encoder_layers": 12,
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+ "eos_token_id": 3,
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+ "forced_eos_token_id": 3,
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+ "init_std": 0.02,
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+ "is_decoder": false,
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+ "is_encoder_decoder": true,
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+ "max_position_embeddings": 512,
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+ "model_type": "marian",
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+ "normalize_before": true,
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+ "pad_token_id": 0,
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+ "scale_embedding": true,
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+ "share_encoder_decoder_embeddings": true,
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.6.2",
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+ "unk_token_id": 1,
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+ "use_cache": false,
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+ "vocab_size": 48000
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+ }
generation_config.json ADDED
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+ {
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+ "do_sample": false,
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+ "early_stopping": false,
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+ "encoder_repetition_penalty": 1.0,
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+ "eos_token_id": 3,
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+ "epsilon_cutoff": 0.0,
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+ "eta_cutoff": 0.0,
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+ "forced_eos_token_id": 3,
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+ "length_penalty": 1.0,
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+ "no_repeat_ngram_size": 0,
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+ "num_assistant_tokens": 20,
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+ "num_assistant_tokens_schedule": "constant",
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+ "num_beam_groups": 1,
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+ "num_return_sequences": 1,
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+ "output_attentions": false,
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+ "output_scores": false,
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+ "pad_token_id": 0,
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+ "remove_invalid_values": false,
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+ "repetition_penalty": 1.0,
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+ "return_dict_in_generate": false,
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+ "temperature": 1.0,
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+ "top_k": 50,
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+ "top_p": 1.0,
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+ "transformers_version": "5.6.2",
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+ "typical_p": 1.0,
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+ "use_cache": true
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+ }
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tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
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+ {
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+ "backend": "tokenizers",
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+ "model_max_length": 1000000000000000019884624838656,
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+ "pad_token": "<pad>",
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+ "tokenizer_class": "TokenizersBackend",
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+ "unk_token": "<unk>"
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+ }
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