Commit
•
b104e78
1
Parent(s):
65879e5
End of training
Browse files- README.md +198 -0
- config.json +62 -0
- generation_config.json +7 -0
- model.safetensors +3 -0
- runs/Feb28_12-22-32_5f1c49887102/events.out.tfevents.1709122953.5f1c49887102.2543.0 +3 -0
- special_tokens_map.json +125 -0
- spiece.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +938 -0
- training_args.bin +3 -0
README.md
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| 1 |
+
---
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| 2 |
+
license: apache-2.0
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| 3 |
+
base_model: google/flan-t5-small
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+
tags:
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- generated_from_trainer
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model-index:
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- name: flant5-tuned-3
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| 8 |
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results: []
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| 9 |
+
---
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| 10 |
+
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| 11 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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| 12 |
+
should probably proofread and complete it, then remove this comment. -->
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| 13 |
+
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| 14 |
+
# flant5-tuned-3
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| 15 |
+
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+
This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on the None dataset.
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| 17 |
+
It achieves the following results on the evaluation set:
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| 18 |
+
- Loss: 1.2189
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| 19 |
+
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| 20 |
+
## Model description
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| 21 |
+
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+
More information needed
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| 23 |
+
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+
## Intended uses & limitations
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| 25 |
+
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| 26 |
+
More information needed
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| 27 |
+
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| 28 |
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## Training and evaluation data
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| 29 |
+
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| 30 |
+
More information needed
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| 31 |
+
|
| 32 |
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## Training procedure
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| 33 |
+
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| 34 |
+
### Training hyperparameters
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| 35 |
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| 36 |
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The following hyperparameters were used during training:
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| 37 |
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- learning_rate: 0.0001
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| 38 |
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- train_batch_size: 8
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| 39 |
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- eval_batch_size: 8
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| 40 |
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- seed: 42
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| 41 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 42 |
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- lr_scheduler_type: linear
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| 43 |
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- lr_scheduler_warmup_steps: 8
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| 44 |
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- num_epochs: 3
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| 45 |
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| 46 |
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### Training results
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| 47 |
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| 48 |
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| Training Loss | Epoch | Step | Validation Loss |
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| 49 |
+
|:-------------:|:-----:|:----:|:---------------:|
|
| 50 |
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| 1.9667 | 0.02 | 1 | 1.6464 |
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| 51 |
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| 2.4545 | 0.04 | 2 | 1.6360 |
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| 52 |
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| 2.4307 | 0.06 | 3 | 1.6170 |
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| 53 |
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| 2.1502 | 0.09 | 4 | 1.5949 |
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| 54 |
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| 1.8514 | 0.11 | 5 | 1.5724 |
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| 55 |
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| 1.7189 | 0.13 | 6 | 1.5528 |
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| 56 |
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| 1.9036 | 0.15 | 7 | 1.5352 |
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| 57 |
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| 2.0255 | 0.17 | 8 | 1.5151 |
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| 58 |
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| 2.2073 | 0.19 | 9 | 1.4944 |
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| 59 |
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| 2.1577 | 0.21 | 10 | 1.4748 |
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| 60 |
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| 1.6581 | 0.23 | 11 | 1.4545 |
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| 61 |
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| 1.9323 | 0.26 | 12 | 1.4363 |
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| 62 |
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| 1.4871 | 0.28 | 13 | 1.4198 |
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| 63 |
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| 1.574 | 0.3 | 14 | 1.4032 |
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| 64 |
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| 1.7671 | 0.32 | 15 | 1.3898 |
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| 65 |
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| 1.567 | 0.34 | 16 | 1.3782 |
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| 66 |
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| 1.5162 | 0.36 | 17 | 1.3686 |
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| 67 |
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| 1.9622 | 0.38 | 18 | 1.3599 |
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| 68 |
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| 1.8378 | 0.4 | 19 | 1.3525 |
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| 69 |
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| 1.7199 | 0.43 | 20 | 1.3460 |
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| 1.3917 | 0.45 | 21 | 1.3402 |
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| 1.4417 | 0.47 | 22 | 1.3345 |
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| 1.4023 | 0.49 | 23 | 1.3293 |
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| 1.5427 | 0.51 | 24 | 1.3239 |
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| 1.2344 | 0.53 | 25 | 1.3192 |
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| 2.281 | 0.55 | 26 | 1.3136 |
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| 1.9236 | 0.57 | 27 | 1.3077 |
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| 1.4392 | 0.6 | 28 | 1.3029 |
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| 1.9168 | 0.62 | 29 | 1.2976 |
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| 2.1688 | 0.64 | 30 | 1.2930 |
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| 1.2504 | 0.66 | 31 | 1.2890 |
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| 1.5946 | 0.68 | 32 | 1.2853 |
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| 1.6979 | 0.7 | 33 | 1.2820 |
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| 1.6712 | 0.72 | 34 | 1.2789 |
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| 1.7862 | 0.74 | 35 | 1.2759 |
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| 1.534 | 0.77 | 36 | 1.2734 |
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| 1.6904 | 0.79 | 37 | 1.2712 |
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| 1.6023 | 0.81 | 38 | 1.2692 |
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| 1.6756 | 0.83 | 39 | 1.2667 |
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| 2.0195 | 0.85 | 40 | 1.2640 |
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| 90 |
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| 1.2913 | 0.87 | 41 | 1.2618 |
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| 91 |
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| 1.1534 | 0.89 | 42 | 1.2607 |
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| 1.5612 | 0.91 | 43 | 1.2597 |
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| 1.3159 | 0.94 | 44 | 1.2586 |
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| 1.6303 | 0.96 | 45 | 1.2582 |
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| 1.3721 | 0.98 | 46 | 1.2584 |
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| 2.703 | 1.0 | 47 | 1.2583 |
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| 1.3063 | 1.02 | 48 | 1.2585 |
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| 1.1093 | 1.04 | 49 | 1.2594 |
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| 1.1362 | 1.06 | 50 | 1.2609 |
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| 1.6691 | 1.09 | 51 | 1.2619 |
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| 1.44 | 1.11 | 52 | 1.2620 |
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| 1.8026 | 1.13 | 53 | 1.2612 |
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| 1.8663 | 1.15 | 54 | 1.2601 |
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| 1.3662 | 1.17 | 55 | 1.2584 |
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| 1.7172 | 1.19 | 56 | 1.2562 |
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| 1.554 | 1.21 | 57 | 1.2535 |
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| 1.0628 | 1.23 | 58 | 1.2514 |
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| 1.389 | 1.26 | 59 | 1.2494 |
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| 1.0307 | 1.28 | 60 | 1.2481 |
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| 1.5557 | 1.3 | 61 | 1.2462 |
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| 1.6536 | 1.32 | 62 | 1.2438 |
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| 1.652 | 1.34 | 63 | 1.2415 |
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| 1.51 | 1.36 | 64 | 1.2396 |
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| 1.5407 | 1.38 | 65 | 1.2374 |
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| 115 |
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| 1.6681 | 1.4 | 66 | 1.2349 |
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| 116 |
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| 1.4797 | 1.43 | 67 | 1.2323 |
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| 117 |
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| 1.326 | 1.45 | 68 | 1.2304 |
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| 118 |
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| 1.8683 | 1.47 | 69 | 1.2285 |
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| 119 |
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| 1.3007 | 1.49 | 70 | 1.2270 |
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| 120 |
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| 1.5261 | 1.51 | 71 | 1.2256 |
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| 1.6908 | 1.53 | 72 | 1.2241 |
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| 1.4631 | 1.55 | 73 | 1.2226 |
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| 1.5474 | 1.57 | 74 | 1.2213 |
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| 1.0559 | 1.6 | 75 | 1.2209 |
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| 1.5217 | 1.62 | 76 | 1.2206 |
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| 1.7606 | 1.64 | 77 | 1.2201 |
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| 1.5246 | 1.66 | 78 | 1.2197 |
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| 1.8001 | 1.68 | 79 | 1.2192 |
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| 1.4414 | 1.7 | 80 | 1.2185 |
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| 1.4168 | 1.72 | 81 | 1.2182 |
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| 1.2429 | 1.74 | 82 | 1.2180 |
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| 1.7092 | 1.77 | 83 | 1.2178 |
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| 1.4605 | 1.79 | 84 | 1.2178 |
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| 1.2242 | 1.81 | 85 | 1.2180 |
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| 1.6583 | 1.83 | 86 | 1.2180 |
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| 136 |
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| 1.7079 | 1.85 | 87 | 1.2181 |
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| 137 |
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| 0.9831 | 1.87 | 88 | 1.2186 |
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| 138 |
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| 1.6504 | 1.89 | 89 | 1.2191 |
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| 139 |
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| 1.7244 | 1.91 | 90 | 1.2194 |
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| 140 |
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| 1.2895 | 1.94 | 91 | 1.2196 |
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| 141 |
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| 1.03 | 1.96 | 92 | 1.2201 |
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| 142 |
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| 1.377 | 1.98 | 93 | 1.2205 |
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| 143 |
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| 1.0463 | 2.0 | 94 | 1.2210 |
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| 144 |
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| 1.3759 | 2.02 | 95 | 1.2214 |
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| 145 |
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| 1.7144 | 2.04 | 96 | 1.2218 |
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| 146 |
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| 1.6047 | 2.06 | 97 | 1.2220 |
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| 147 |
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| 1.6515 | 2.09 | 98 | 1.2222 |
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| 148 |
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| 1.2909 | 2.11 | 99 | 1.2221 |
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| 1.6717 | 2.13 | 100 | 1.2219 |
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| 1.1318 | 2.15 | 101 | 1.2220 |
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| 1.3417 | 2.17 | 102 | 1.2219 |
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| 152 |
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| 1.3242 | 2.19 | 103 | 1.2219 |
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| 1.4135 | 2.21 | 104 | 1.2221 |
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| 1.3863 | 2.23 | 105 | 1.2222 |
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| 155 |
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| 1.2301 | 2.26 | 106 | 1.2222 |
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| 156 |
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| 1.5481 | 2.28 | 107 | 1.2220 |
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| 1.0813 | 2.3 | 108 | 1.2219 |
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| 1.4198 | 2.32 | 109 | 1.2218 |
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| 1.4751 | 2.34 | 110 | 1.2214 |
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| 1.4133 | 2.36 | 111 | 1.2212 |
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| 0.8784 | 2.38 | 112 | 1.2212 |
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| 1.514 | 2.4 | 113 | 1.2211 |
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| 1.2913 | 2.43 | 114 | 1.2210 |
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| 1.1341 | 2.45 | 115 | 1.2209 |
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| 1.262 | 2.47 | 116 | 1.2210 |
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| 1.3282 | 2.49 | 117 | 1.2209 |
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| 1.5217 | 2.51 | 118 | 1.2206 |
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| 168 |
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| 1.6127 | 2.53 | 119 | 1.2203 |
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| 169 |
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| 1.5625 | 2.55 | 120 | 1.2201 |
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| 170 |
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| 1.4603 | 2.57 | 121 | 1.2199 |
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| 171 |
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| 1.8532 | 2.6 | 122 | 1.2196 |
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| 172 |
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| 1.3278 | 2.62 | 123 | 1.2194 |
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| 173 |
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| 1.0632 | 2.64 | 124 | 1.2192 |
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| 174 |
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| 1.5837 | 2.66 | 125 | 1.2190 |
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| 175 |
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| 1.4593 | 2.68 | 126 | 1.2188 |
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| 176 |
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| 1.2919 | 2.7 | 127 | 1.2188 |
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| 177 |
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| 1.1228 | 2.72 | 128 | 1.2187 |
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| 178 |
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| 1.3098 | 2.74 | 129 | 1.2188 |
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| 179 |
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| 1.6073 | 2.77 | 130 | 1.2188 |
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| 180 |
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| 1.1484 | 2.79 | 131 | 1.2189 |
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| 181 |
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| 1.6054 | 2.81 | 132 | 1.2190 |
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| 182 |
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| 1.5228 | 2.83 | 133 | 1.2190 |
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| 183 |
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| 1.5577 | 2.85 | 134 | 1.2190 |
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| 184 |
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| 1.4234 | 2.87 | 135 | 1.2191 |
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| 185 |
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| 1.7341 | 2.89 | 136 | 1.2191 |
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| 186 |
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| 1.6164 | 2.91 | 137 | 1.2190 |
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| 187 |
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| 1.6621 | 2.94 | 138 | 1.2190 |
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| 188 |
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| 1.5781 | 2.96 | 139 | 1.2189 |
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| 189 |
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| 1.0756 | 2.98 | 140 | 1.2189 |
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| 190 |
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| 1.8596 | 3.0 | 141 | 1.2189 |
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| 191 |
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### Framework versions
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| 194 |
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- Transformers 4.38.1
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- Pytorch 2.1.0+cu121
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- Datasets 2.17.0
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- Tokenizers 0.15.2
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config.json
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|
| 1 |
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{
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| 2 |
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"_name_or_path": "google/flan-t5-small",
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| 3 |
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"architectures": [
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| 4 |
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"T5ForConditionalGeneration"
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| 5 |
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],
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| 6 |
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"classifier_dropout": 0.0,
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"d_ff": 1024,
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| 8 |
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"d_kv": 64,
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| 9 |
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"d_model": 512,
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"decoder_start_token_id": 0,
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"dense_act_fn": "gelu_new",
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| 12 |
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"dropout_rate": 0.1,
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| 13 |
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"eos_token_id": 1,
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"feed_forward_proj": "gated-gelu",
|
| 15 |
+
"initializer_factor": 1.0,
|
| 16 |
+
"is_encoder_decoder": true,
|
| 17 |
+
"is_gated_act": true,
|
| 18 |
+
"layer_norm_epsilon": 1e-06,
|
| 19 |
+
"model_type": "t5",
|
| 20 |
+
"n_positions": 512,
|
| 21 |
+
"num_decoder_layers": 8,
|
| 22 |
+
"num_heads": 6,
|
| 23 |
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"num_layers": 8,
|
| 24 |
+
"output_past": true,
|
| 25 |
+
"pad_token_id": 0,
|
| 26 |
+
"relative_attention_max_distance": 128,
|
| 27 |
+
"relative_attention_num_buckets": 32,
|
| 28 |
+
"task_specific_params": {
|
| 29 |
+
"summarization": {
|
| 30 |
+
"early_stopping": true,
|
| 31 |
+
"length_penalty": 2.0,
|
| 32 |
+
"max_length": 200,
|
| 33 |
+
"min_length": 30,
|
| 34 |
+
"no_repeat_ngram_size": 3,
|
| 35 |
+
"num_beams": 4,
|
| 36 |
+
"prefix": "summarize: "
|
| 37 |
+
},
|
| 38 |
+
"translation_en_to_de": {
|
| 39 |
+
"early_stopping": true,
|
| 40 |
+
"max_length": 300,
|
| 41 |
+
"num_beams": 4,
|
| 42 |
+
"prefix": "translate English to German: "
|
| 43 |
+
},
|
| 44 |
+
"translation_en_to_fr": {
|
| 45 |
+
"early_stopping": true,
|
| 46 |
+
"max_length": 300,
|
| 47 |
+
"num_beams": 4,
|
| 48 |
+
"prefix": "translate English to French: "
|
| 49 |
+
},
|
| 50 |
+
"translation_en_to_ro": {
|
| 51 |
+
"early_stopping": true,
|
| 52 |
+
"max_length": 300,
|
| 53 |
+
"num_beams": 4,
|
| 54 |
+
"prefix": "translate English to Romanian: "
|
| 55 |
+
}
|
| 56 |
+
},
|
| 57 |
+
"tie_word_embeddings": false,
|
| 58 |
+
"torch_dtype": "float32",
|
| 59 |
+
"transformers_version": "4.38.1",
|
| 60 |
+
"use_cache": true,
|
| 61 |
+
"vocab_size": 32128
|
| 62 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"decoder_start_token_id": 0,
|
| 4 |
+
"eos_token_id": 1,
|
| 5 |
+
"pad_token_id": 0,
|
| 6 |
+
"transformers_version": "4.38.1"
|
| 7 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
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|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:b534d0d6428e7792539020b121ae59a1caef0ce1f9c4f28aaee067ce2c51a4c3
|
| 3 |
+
size 307867048
|
runs/Feb28_12-22-32_5f1c49887102/events.out.tfevents.1709122953.5f1c49887102.2543.0
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:ca169e1da7210a4ae19bdbfd673576cef8d2fac1c19e44e2bdd78408da900517
|
| 3 |
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size 72798
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,125 @@
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|
|
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|
|
|
|
|
|
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|
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{
|
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|
| 3 |
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|
| 23 |
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| 25 |
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|
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| 31 |
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| 32 |
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|
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|
| 62 |
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|
| 65 |
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|
| 66 |
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|
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|
| 68 |
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|
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|
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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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"<extra_id_94>",
|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
+
"<extra_id_98>",
|
| 102 |
+
"<extra_id_99>"
|
| 103 |
+
],
|
| 104 |
+
"eos_token": {
|
| 105 |
+
"content": "</s>",
|
| 106 |
+
"lstrip": false,
|
| 107 |
+
"normalized": false,
|
| 108 |
+
"rstrip": false,
|
| 109 |
+
"single_word": false
|
| 110 |
+
},
|
| 111 |
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"pad_token": {
|
| 112 |
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"content": "<pad>",
|
| 113 |
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"lstrip": false,
|
| 114 |
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"normalized": false,
|
| 115 |
+
"rstrip": false,
|
| 116 |
+
"single_word": false
|
| 117 |
+
},
|
| 118 |
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"unk_token": {
|
| 119 |
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"content": "<unk>",
|
| 120 |
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"lstrip": false,
|
| 121 |
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"normalized": false,
|
| 122 |
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"rstrip": false,
|
| 123 |
+
"single_word": false
|
| 124 |
+
}
|
| 125 |
+
}
|
spiece.model
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d60acb128cf7b7f2536e8f38a5b18a05535c9e14c7a355904270e15b0945ea86
|
| 3 |
+
size 791656
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,938 @@
|
|
|
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|
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|
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|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "<pad>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "</s>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "<unk>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"32000": {
|
| 28 |
+
"content": "<extra_id_99>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"32001": {
|
| 36 |
+
"content": "<extra_id_98>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
},
|
| 43 |
+
"32002": {
|
| 44 |
+
"content": "<extra_id_97>",
|
| 45 |
+
"lstrip": false,
|
| 46 |
+
"normalized": false,
|
| 47 |
+
"rstrip": false,
|
| 48 |
+
"single_word": false,
|
| 49 |
+
"special": true
|
| 50 |
+
},
|
| 51 |
+
"32003": {
|
| 52 |
+
"content": "<extra_id_96>",
|
| 53 |
+
"lstrip": false,
|
| 54 |
+
"normalized": false,
|
| 55 |
+
"rstrip": false,
|
| 56 |
+
"single_word": false,
|
| 57 |
+
"special": true
|
| 58 |
+
},
|
| 59 |
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"32004": {
|
| 60 |
+
"content": "<extra_id_95>",
|
| 61 |
+
"lstrip": false,
|
| 62 |
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"normalized": false,
|
| 63 |
+
"rstrip": false,
|
| 64 |
+
"single_word": false,
|
| 65 |
+
"special": true
|
| 66 |
+
},
|
| 67 |
+
"32005": {
|
| 68 |
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"content": "<extra_id_94>",
|
| 69 |
+
"lstrip": false,
|
| 70 |
+
"normalized": false,
|
| 71 |
+
"rstrip": false,
|
| 72 |
+
"single_word": false,
|
| 73 |
+
"special": true
|
| 74 |
+
},
|
| 75 |
+
"32006": {
|
| 76 |
+
"content": "<extra_id_93>",
|
| 77 |
+
"lstrip": false,
|
| 78 |
+
"normalized": false,
|
| 79 |
+
"rstrip": false,
|
| 80 |
+
"single_word": false,
|
| 81 |
+
"special": true
|
| 82 |
+
},
|
| 83 |
+
"32007": {
|
| 84 |
+
"content": "<extra_id_92>",
|
| 85 |
+
"lstrip": false,
|
| 86 |
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"normalized": false,
|
| 87 |
+
"rstrip": false,
|
| 88 |
+
"single_word": false,
|
| 89 |
+
"special": true
|
| 90 |
+
},
|
| 91 |
+
"32008": {
|
| 92 |
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"content": "<extra_id_91>",
|
| 93 |
+
"lstrip": false,
|
| 94 |
+
"normalized": false,
|
| 95 |
+
"rstrip": false,
|
| 96 |
+
"single_word": false,
|
| 97 |
+
"special": true
|
| 98 |
+
},
|
| 99 |
+
"32009": {
|
| 100 |
+
"content": "<extra_id_90>",
|
| 101 |
+
"lstrip": false,
|
| 102 |
+
"normalized": false,
|
| 103 |
+
"rstrip": false,
|
| 104 |
+
"single_word": false,
|
| 105 |
+
"special": true
|
| 106 |
+
},
|
| 107 |
+
"32010": {
|
| 108 |
+
"content": "<extra_id_89>",
|
| 109 |
+
"lstrip": false,
|
| 110 |
+
"normalized": false,
|
| 111 |
+
"rstrip": false,
|
| 112 |
+
"single_word": false,
|
| 113 |
+
"special": true
|
| 114 |
+
},
|
| 115 |
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"32011": {
|
| 116 |
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"content": "<extra_id_88>",
|
| 117 |
+
"lstrip": false,
|
| 118 |
+
"normalized": false,
|
| 119 |
+
"rstrip": false,
|
| 120 |
+
"single_word": false,
|
| 121 |
+
"special": true
|
| 122 |
+
},
|
| 123 |
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"32012": {
|
| 124 |
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"content": "<extra_id_87>",
|
| 125 |
+
"lstrip": false,
|
| 126 |
+
"normalized": false,
|
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|
| 929 |
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|
| 930 |
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|
| 931 |
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|
| 932 |
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|
| 933 |
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| 934 |
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|
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|
| 936 |
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|
| 937 |
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|
| 938 |
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}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0a2862dd1d8c805660365360b9b92688eec19aedb6a2111876b3d5a2034a2635
|
| 3 |
+
size 5048
|