Marvin
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Browse files- .gitattributes +4 -0
- README.md +130 -0
- added_tokens.json +3 -0
- all_results.json +64 -0
- config.json +38 -0
- generation_config.json +7 -0
- model.safetensors +3 -0
- runs/Oct20_15-49-15_MARVIN-PC/events.out.tfevents.1697809770.MARVIN-PC.5688.0 +3 -0
- runs/Oct20_15-49-15_MARVIN-PC/events.out.tfevents.1697835801.MARVIN-PC.5688.1 +3 -0
- special_tokens_map.json +14 -0
- spiece.model +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +843 -0
- trainer_state.json +768 -0
- training_args.bin +0 -0
.gitattributes
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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runs/** filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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language:
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- de
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tags:
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- question-generation
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- german
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- text2text-generation
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- generated_from_trainer
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datasets:
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- lmqg/qg_dequad
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metrics:
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- bleu4
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- f1
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- rouge
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- exact_match
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model-index:
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- name: german-jeopardy-longt5-base
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results:
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- task:
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name: Sequence-to-sequence Language Modeling
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type: text2text-generation
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dataset:
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name: lmqg/qg_dequad
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type: default
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args: default
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metrics:
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- name: BLEU-4
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type: bleu4
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value: 10.80
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- name: F1
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type: f1
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value: 34.41
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- name: ROUGE-1
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type: rouge1
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value: 35.31
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- name: ROUGE-2
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type: rouge2
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value: 16.35
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- name: ROUGE-L
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type: rougel
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value: 33.91
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- name: ROUGE-Lsum
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type: rougelsum
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value: 33.96
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- name: Exact Match
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type: exact_match
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value: 1.36
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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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# german-jeopardy-longt5-base
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This model is a fine-tuned version of [google/long-t5-tglobal-base](https://huggingface.co/google/long-t5-tglobal-base) on the [lmqg/qg_dequad](https://huggingface.co/datasets/lmqg/qg_dequad) dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.8533
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- Brevity Penalty: 0.8910
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- System Length: 18642
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- Reference Length: 20793
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- ROUGE-1: 35.31
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- ROUGE-2: 16.35
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- ROUGE-L: 33.91
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- ROUGE-Lsum: 33.96
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- Exact Match: 1.36
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- BLEU: 10.80
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- F1: 34.41
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## Model description
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See [google/long-t5-tglobal-base](https://huggingface.co/google/long-t5-tglobal-base) for more information about the
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model architecture.
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The model was trained on a single NVIDIA RTX 3090 GPU with 24GB of VRAM.
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## Intended uses & limitations
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This model can be used for question generation on German text.
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## Training and evaluation data
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See [lmqg/qg_dequad](https://huggingface.co/datasets/lmqg/qg_dequad).
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0001
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- train_batch_size: 8
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- eval_batch_size: 4
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- seed: 7
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 64
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- optimizer: Adafactor
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- lr_scheduler_type: constant
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- num_epochs: 20
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### Training results
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| Training Loss | Epoch | Step | BLEU | Brevity Penalty | Counts 1 | Counts 2 | Counts 3 | Counts 4 | Exact Match | F1 | Gen Len | Validation Loss | Precisions 1 | Precisions 2 | Precisions 3 | Precisions 4 | Reference Length | ROUGE-1 | ROUGE-2 | ROUGE-L | ROUGE-Lsum | System Length | Totals 1 | Totals 2 | Totals 3 | Totals 4 |
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|:-------------:|:-----:|:----:|:-------:|:---------------:|:--------:|:--------:|:--------:|:--------:|:-----------:|:------:|:-------:|:---------------:|:------------:|:------------:|:------------:|:------------:|:----------------:|:-------:|:-------:|:-------:|:----------:|:-------------:|:--------:|:--------:|:--------:|:--------:|
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| 3.1671 | 1.0 | 145 | 5.9441 | 0.7156 | 6177 | 1669 | 604 | 179 | 0.0023 | 0.2528 | 12.0218 | 2.1902 | 38.7954 | 12.1665 | 5.2458 | 1.9227 | 21250 | 0.2595 | 0.1035 | 0.2491 | 0.2492 | 15922 | 15922 | 13718 | 11514 | 9310 |
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| 2.5597 | 2.0 | 291 | 7.7787 | 0.7556 | 6785 | 2044 | 804 | 293 | 0.0064 | 0.2864 | 12.6084 | 2.0164 | 40.876 | 14.1994 | 6.595 | 2.9338 | 21250 | 0.2931 | 0.1291 | 0.2817 | 0.2818 | 16599 | 16599 | 14395 | 12191 | 9987 |
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| 2.3464 | 2.99 | 436 | 9.2407 | 0.7935 | 7251 | 2326 | 969 | 400 | 0.0073 | 0.3114 | 13.2296 | 1.9138 | 42.0129 | 15.45 | 7.5403 | 3.7569 | 21250 | 0.3162 | 0.1456 | 0.3031 | 0.3031 | 17259 | 17259 | 15055 | 12851 | 10647 |
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| 2.1679 | 4.0 | 582 | 9.6363 | 0.7795 | 7382 | 2393 | 1006 | 434 | 0.0109 | 0.3226 | 13.1207 | 1.8524 | 43.3903 | 16.1591 | 7.981 | 4.1727 | 21250 | 0.3272 | 0.1504 | 0.3147 | 0.3149 | 17013 | 17013 | 14809 | 12605 | 10401 |
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| 2.0454 | 5.0 | 728 | 10.3812 | 0.7665 | 7581 | 2555 | 1111 | 482 | 0.0132 | 0.3357 | 12.9782 | 1.7997 | 45.1599 | 17.5204 | 8.9749 | 4.7371 | 21250 | 0.3401 | 0.1606 | 0.3278 | 0.3279 | 16787 | 16787 | 14583 | 12379 | 10175 |
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| 1.9502 | 5.99 | 873 | 10.7668 | 0.7992 | 7759 | 2618 | 1162 | 511 | 0.0127 | 0.3406 | 13.4841 | 1.7696 | 44.6973 | 17.2748 | 8.9723 | 4.7548 | 21250 | 0.3452 | 0.1631 | 0.3321 | 0.3319 | 17359 | 17359 | 15155 | 12951 | 10747 |
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| 1.8414 | 7.0 | 1019 | 11.3408 | 0.7721 | 7791 | 2693 | 1236 | 570 | 0.015 | 0.347 | 13.0563 | 1.7472 | 46.147 | 18.3459 | 9.9078 | 5.5496 | 21250 | 0.3513 | 0.1679 | 0.3391 | 0.3391 | 16883 | 16883 | 14679 | 12475 | 10271 |
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| 1.7614 | 8.0 | 1165 | 11.8447 | 0.8198 | 8024 | 2799 | 1296 | 610 | 0.0145 | 0.352 | 13.515 | 1.7203 | 45.2643 | 18.0313 | 9.7305 | 5.4881 | 21250 | 0.3565 | 0.1711 | 0.3422 | 0.3423 | 17727 | 17727 | 15523 | 13319 | 11115 |
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| 1.6997 | 9.0 | 1310 | 11.9689 | 0.8027 | 8046 | 2835 | 1314 | 615 | 0.0168 | 0.3568 | 13.4306 | 1.7167 | 46.183 | 18.6293 | 10.0968 | 5.6892 | 21250 | 0.3613 | 0.1746 | 0.3466 | 0.3466 | 17422 | 17422 | 15218 | 13014 | 10810 |
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| 1.6159 | 10.0 | 1456 | 12.5678 | 0.8182 | 8087 | 2928 | 1395 | 681 | 0.0181 | 0.3564 | 13.5268 | 1.6892 | 45.6944 | 18.8976 | 10.4966 | 6.1429 | 21250 | 0.3612 | 0.1795 | 0.3485 | 0.3482 | 17698 | 17698 | 15494 | 13290 | 11086 |
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| 1.5681 | 10.99 | 1601 | 12.497 | 0.813 | 8154 | 2933 | 1383 | 664 | 0.0168 | 0.3605 | 13.6044 | 1.6923 | 46.3164 | 19.0442 | 10.4797 | 6.0402 | 21250 | 0.3654 | 0.1789 | 0.3506 | 0.3505 | 17605 | 17605 | 15401 | 13197 | 10993 |
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| 1.4987 | 12.0 | 1747 | 12.8959 | 0.8169 | 8295 | 3011 | 1432 | 697 | 0.0181 | 0.3675 | 13.6134 | 1.6825 | 46.928 | 19.461 | 10.7929 | 6.2997 | 21250 | 0.3734 | 0.1846 | 0.3576 | 0.3577 | 17676 | 17676 | 15472 | 13268 | 11064 |
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| 1.4461 | 13.0 | 1893 | 12.8688 | 0.8139 | 8246 | 3005 | 1424 | 700 | 0.0191 | 0.3658 | 13.5812 | 1.6784 | 46.7964 | 19.4915 | 10.7773 | 6.3584 | 21250 | 0.3725 | 0.1857 | 0.358 | 0.3576 | 17621 | 17621 | 15417 | 13213 | 11009 |
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| 1.4002 | 13.99 | 2038 | 13.4526 | 0.8329 | 8457 | 3130 | 1504 | 745 | 0.02 | 0.3727 | 13.9179 | 1.6725 | 47.0749 | 19.8591 | 11.0939 | 6.5621 | 21250 | 0.3797 | 0.1915 | 0.3637 | 0.3634 | 17965 | 17965 | 15761 | 13557 | 11353 |
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| 1.3391 | 15.0 | 2184 | 13.211 | 0.8283 | 8443 | 3091 | 1468 | 719 | 0.0204 | 0.3737 | 13.9133 | 1.6783 | 47.2177 | 19.7168 | 10.8959 | 6.3803 | 21250 | 0.3804 | 0.1901 | 0.3634 | 0.363 | 17881 | 17881 | 15677 | 13473 | 11269 |
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| 1.2921 | 16.0 | 2330 | 13.4907 | 0.8373 | 8457 | 3147 | 1511 | 747 | 0.0195 | 0.3716 | 13.9882 | 1.6738 | 46.8662 | 19.8662 | 11.0801 | 6.5337 | 21250 | 0.3782 | 0.1902 | 0.3624 | 0.3624 | 18045 | 18045 | 15841 | 13637 | 11433 |
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| 1.2572 | 17.0 | 2475 | 13.8581 | 0.8267 | 8473 | 3219 | 1561 | 783 | 0.02 | 0.3753 | 13.7618 | 1.6770 | 47.4598 | 20.57 | 11.6103 | 6.9656 | 21250 | 0.3821 | 0.1948 | 0.3669 | 0.3665 | 17853 | 17853 | 15649 | 13445 | 11241 |
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| 1.199 | 18.0 | 2621 | 13.7496 | 0.8326 | 8484 | 3190 | 1551 | 771 | 0.0186 | 0.3745 | 13.8798 | 1.6934 | 47.2409 | 20.2475 | 11.4456 | 6.7947 | 21250 | 0.3812 | 0.1922 | 0.3657 | 0.3658 | 17959 | 17959 | 15755 | 13551 | 11347 |
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| 1.1668 | 18.99 | 2766 | 13.7379 | 0.8395 | 8504 | 3179 | 1541 | 776 | 0.0204 | 0.376 | 13.9256 | 1.6926 | 47.0198 | 20.0164 | 11.2663 | 6.7631 | 21250 | 0.3828 | 0.1939 | 0.3665 | 0.3665 | 18086 | 18086 | 15882 | 13678 | 11474 |
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| 1.1164 | 19.91 | 2900 | 14.1906 | 0.8529 | 8625 | 3250 | 1609 | 820 | 0.0204 | 0.3803 | 14.069 | 1.7026 | 47.0463 | 20.15 | 11.5548 | 6.996 | 21250 | 0.3874 | 0.1964 | 0.3716 | 0.3715 | 18333 | 18333 | 16129 | 13925 | 11721 |
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### Framework versions
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- Transformers 4.34.1
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- Pytorch 2.1.0
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- Datasets 2.12.0
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- Tokenizers 0.14.1
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added_tokens.json
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{
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"<hl>": 32100
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}
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all_results.json
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{
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"epoch": 19.91,
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"eval_bleu": 14.1906,
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"eval_bp": 0.8529,
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"eval_counts_1": 8625,
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"eval_counts_2": 3250,
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"eval_counts_3": 1609,
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"eval_counts_4": 820,
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"eval_exact_match": 0.0204,
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"eval_f1": 0.3803,
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"eval_gen_len": 14.069,
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"eval_loss": 1.7026218175888062,
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"eval_precisions_1": 47.0463,
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"eval_precisions_2": 20.15,
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"eval_precisions_3": 11.5548,
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"eval_precisions_4": 6.996,
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"eval_ref_len": 21250,
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"eval_rouge1": 0.3874,
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"eval_rouge2": 0.1964,
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"eval_rougeL": 0.3716,
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"eval_rougeLsum": 0.3715,
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"eval_runtime": 469.43,
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"eval_samples": 2204,
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"eval_samples_per_second": 4.695,
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"eval_steps_per_second": 1.174,
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"eval_sys_len": 18333,
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"eval_totals_1": 18333,
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"eval_totals_2": 16129,
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"eval_totals_3": 13925,
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"eval_totals_4": 11721,
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"predict_bleu": 10.6077,
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"predict_bp": 0.8937,
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"predict_counts_1": 7767,
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"predict_counts_2": 2500,
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"predict_counts_3": 1096,
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"predict_counts_4": 496,
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"predict_exact_match": 0.0136,
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"predict_f1": 0.3372,
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"predict_gen_len": 14.7201,
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"predict_loss": 1.9222917556762695,
|
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|
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|
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|
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|
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|
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|
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|
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config.json
ADDED
|
@@ -0,0 +1,38 @@
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| 1 |
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{
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
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|
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
generation_config.json
ADDED
|
@@ -0,0 +1,7 @@
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| 3 |
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|
| 7 |
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model.safetensors
ADDED
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ADDED
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special_tokens_map.json
ADDED
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| 3 |
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|
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|
| 7 |
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|
| 9 |
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| 10 |
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| 12 |
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|
| 13 |
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|
| 14 |
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spiece.model
ADDED
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version https://git-lfs.github.com/spec/v1
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tokenizer.json
ADDED
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tokenizer_config.json
ADDED
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| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
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"0": {
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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|
| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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|
| 36 |
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|
| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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| 47 |
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| 48 |
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| 49 |
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| 50 |
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| 51 |
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| 52 |
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| 53 |
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| 54 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 59 |
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| 60 |
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| 61 |
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| 62 |
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| 63 |
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| 64 |
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| 65 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 71 |
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| 72 |
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| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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| 81 |
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| 82 |
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| 83 |
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| 84 |
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| 85 |
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| 86 |
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| 87 |
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| 88 |
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| 89 |
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| 90 |
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| 91 |
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| 92 |
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| 93 |
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| 94 |
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| 95 |
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| 96 |
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| 97 |
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| 98 |
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| 99 |
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|
| 100 |
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| 101 |
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| 102 |
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| 103 |
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| 104 |
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| 105 |
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|
| 106 |
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| 107 |
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|
| 108 |
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|
| 109 |
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| 110 |
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| 111 |
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| 112 |
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| 113 |
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| 114 |
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| 115 |
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| 116 |
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|
| 117 |
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| 118 |
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| 119 |
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| 120 |
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| 121 |
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| 122 |
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| 123 |
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| 124 |
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| 125 |
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| 126 |
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| 127 |
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| 128 |
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| 129 |
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| 130 |
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| 131 |
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| 132 |
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| 133 |
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| 134 |
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| 135 |
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| 136 |
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| 137 |
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| 138 |
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| 139 |
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|
| 140 |
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| 141 |
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| 142 |
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| 143 |
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| 144 |
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| 145 |
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| 146 |
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| 147 |
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|
| 148 |
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| 149 |
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| 150 |
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| 151 |
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| 152 |
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| 153 |
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| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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| 158 |
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| 159 |
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| 160 |
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| 161 |
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| 162 |
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| 163 |
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| 164 |
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| 165 |
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| 166 |
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| 167 |
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| 168 |
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| 169 |
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| 170 |
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| 171 |
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| 172 |
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| 173 |
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| 174 |
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| 175 |
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| 176 |
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| 177 |
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| 178 |
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| 179 |
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|
| 180 |
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| 181 |
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| 182 |
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| 183 |
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| 184 |
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| 185 |
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| 186 |
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| 187 |
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| 188 |
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| 189 |
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| 190 |
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| 191 |
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| 192 |
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| 193 |
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|
| 194 |
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| 195 |
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|
| 196 |
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|
| 197 |
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| 198 |
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| 199 |
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| 200 |
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| 201 |
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| 202 |
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| 203 |
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| 204 |
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| 205 |
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| 206 |
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| 207 |
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| 209 |
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| 210 |
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| 212 |
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| 213 |
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| 214 |
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| 218 |
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| 219 |
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| 220 |
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| 221 |
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| 225 |
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| 226 |
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| 227 |
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| 228 |
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| 234 |
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| 244 |
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| 724 |
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| 725 |
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| 726 |
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| 727 |
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| 728 |
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| 729 |
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| 730 |
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| 731 |
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| 732 |
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| 733 |
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| 734 |
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| 737 |
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| 738 |
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| 739 |
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| 740 |
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| 741 |
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| 742 |
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| 743 |
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| 744 |
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| 745 |
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|
| 746 |
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| 747 |
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| 748 |
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| 749 |
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| 751 |
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| 752 |
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| 753 |
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| 754 |
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| 755 |
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| 756 |
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| 758 |
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| 764 |
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| 765 |
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| 770 |
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| 771 |
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| 772 |
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| 773 |
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| 778 |
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| 779 |
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| 784 |
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| 785 |
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| 786 |
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| 787 |
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| 789 |
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| 794 |
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| 795 |
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| 796 |
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| 797 |
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| 798 |
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| 800 |
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| 801 |
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| 803 |
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| 804 |
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| 805 |
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| 806 |
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| 810 |
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| 811 |
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| 812 |
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| 813 |
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| 814 |
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| 816 |
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| 817 |
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| 818 |
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| 821 |
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| 823 |
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| 824 |
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| 825 |
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| 827 |
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| 829 |
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| 830 |
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| 833 |
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| 834 |
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| 835 |
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| 836 |
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|
| 842 |
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"unk_token": "<unk>"
|
| 843 |
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}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,768 @@
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| 763 |
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| 768 |
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|
training_args.bin
ADDED
|
Binary file (4.73 kB). View file
|
|
|