End of training
Browse files- README.md +107 -0
- config.json +61 -0
- generation_config.json +6 -0
- model.safetensors +3 -0
- special_tokens_map.json +125 -0
- tokenizer.json +0 -0
- tokenizer_config.json +937 -0
- training_args.bin +3 -0
README.md
ADDED
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@@ -0,0 +1,107 @@
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| 1 |
+
---
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| 2 |
+
license: apache-2.0
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| 3 |
+
base_model: google-t5/t5-small
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| 4 |
+
tags:
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| 5 |
+
- generated_from_trainer
|
| 6 |
+
metrics:
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| 7 |
+
- rouge
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| 8 |
+
model-index:
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| 9 |
+
- name: flan-t5-small-summarization
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| 10 |
+
results: []
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| 11 |
+
---
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| 12 |
+
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| 13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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| 14 |
+
should probably proofread and complete it, then remove this comment. -->
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| 15 |
+
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| 16 |
+
# flan-t5-small-summarization
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| 17 |
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| 18 |
+
This model is a fine-tuned version of [google-t5/t5-small](https://huggingface.co/google-t5/t5-small) on an unknown dataset.
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| 19 |
+
It achieves the following results on the evaluation set:
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| 20 |
+
- Loss: 1.9716
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| 21 |
+
- Rouge1: 14.8237
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| 22 |
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- Rouge2: 5.3275
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| 23 |
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- Rougel: 12.6729
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| 24 |
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- Rougelsum: 13.6266
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| 25 |
+
- Gen Len: 18.968
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| 26 |
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| 27 |
+
## Model description
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| 28 |
+
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| 29 |
+
More information needed
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| 30 |
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| 31 |
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## Intended uses & limitations
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| 32 |
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| 33 |
+
More information needed
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| 34 |
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| 35 |
+
## Training and evaluation data
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| 36 |
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| 37 |
+
More information needed
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| 38 |
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| 39 |
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## Training procedure
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| 40 |
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| 41 |
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### Training hyperparameters
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| 42 |
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| 43 |
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The following hyperparameters were used during training:
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| 44 |
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- learning_rate: 2e-05
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| 45 |
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- train_batch_size: 6
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| 46 |
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- eval_batch_size: 6
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| 47 |
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- seed: 42
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| 48 |
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- gradient_accumulation_steps: 4
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| 49 |
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- total_train_batch_size: 24
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| 50 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 51 |
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- lr_scheduler_type: linear
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| 52 |
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- num_epochs: 5
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| 53 |
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- mixed_precision_training: Native AMP
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| 54 |
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| 55 |
+
### Training results
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| 56 |
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|
| 57 |
+
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
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| 58 |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|:------:|:-------:|:---------:|:-------:|
|
| 59 |
+
| No log | 0.12 | 100 | 2.0773 | 15.1231 | 5.4025 | 12.9496 | 13.9319 | 18.94 |
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| 60 |
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| No log | 0.24 | 200 | 2.0736 | 14.7565 | 5.2799 | 12.6268 | 13.5578 | 18.94 |
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| 61 |
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| No log | 0.36 | 300 | 2.0632 | 14.8383 | 5.2319 | 12.6555 | 13.6597 | 18.968 |
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| 62 |
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| No log | 0.48 | 400 | 2.0629 | 14.8558 | 5.2815 | 12.6581 | 13.6503 | 18.968 |
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| 63 |
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| 2.2157 | 0.6 | 500 | 2.0583 | 14.8736 | 5.3228 | 12.649 | 13.6717 | 18.968 |
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| 64 |
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| 2.2157 | 0.72 | 600 | 2.0520 | 14.8178 | 5.3112 | 12.586 | 13.6262 | 18.968 |
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| 65 |
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| 2.2157 | 0.84 | 700 | 2.0467 | 14.9042 | 5.3468 | 12.6543 | 13.6596 | 18.968 |
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| 66 |
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| 2.2157 | 0.96 | 800 | 2.0435 | 14.8682 | 5.3287 | 12.661 | 13.6869 | 18.968 |
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| 67 |
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| 2.2157 | 1.08 | 900 | 2.0375 | 14.9469 | 5.362 | 12.7083 | 13.7525 | 18.968 |
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| 68 |
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| 2.1846 | 1.2 | 1000 | 2.0324 | 14.8316 | 5.3471 | 12.6593 | 13.6452 | 18.968 |
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| 69 |
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| 2.1846 | 1.32 | 1100 | 2.0309 | 14.6717 | 5.2555 | 12.5319 | 13.4962 | 18.968 |
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| 70 |
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| 2.1846 | 1.44 | 1200 | 2.0189 | 14.8455 | 5.3386 | 12.6002 | 13.6588 | 18.968 |
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| 71 |
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| 2.1846 | 1.56 | 1300 | 2.0182 | 14.9323 | 5.3902 | 12.7187 | 13.7579 | 18.968 |
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| 72 |
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| 2.1846 | 1.68 | 1400 | 2.0172 | 14.969 | 5.4698 | 12.8021 | 13.8116 | 18.968 |
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| 73 |
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| 2.1596 | 1.8 | 1500 | 2.0105 | 15.0152 | 5.5355 | 12.8098 | 13.8475 | 18.968 |
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| 74 |
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| 2.1596 | 1.92 | 1600 | 2.0100 | 15.0009 | 5.3835 | 12.764 | 13.785 | 18.968 |
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| 75 |
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| 2.1596 | 2.04 | 1700 | 2.0083 | 14.8145 | 5.2912 | 12.6179 | 13.6279 | 18.968 |
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| 76 |
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| 2.1596 | 2.16 | 1800 | 2.0035 | 14.8232 | 5.2131 | 12.6386 | 13.6297 | 18.968 |
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| 77 |
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| 2.1596 | 2.28 | 1900 | 2.0006 | 14.8076 | 5.2617 | 12.6578 | 13.6631 | 18.968 |
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| 78 |
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| 2.1405 | 2.4 | 2000 | 1.9983 | 14.6508 | 5.0855 | 12.4956 | 13.4989 | 18.968 |
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| 79 |
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| 2.1405 | 2.52 | 2100 | 1.9965 | 14.9548 | 5.2857 | 12.6947 | 13.7664 | 18.968 |
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| 80 |
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| 2.1405 | 2.64 | 2200 | 1.9917 | 14.8786 | 5.2212 | 12.6813 | 13.6609 | 18.968 |
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| 81 |
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| 2.1405 | 2.76 | 2300 | 1.9904 | 15.0902 | 5.4835 | 12.8911 | 13.9191 | 18.968 |
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| 82 |
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| 2.1405 | 2.88 | 2400 | 1.9880 | 14.8188 | 5.2057 | 12.6325 | 13.6335 | 18.968 |
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| 83 |
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| 2.1287 | 3.0 | 2500 | 1.9844 | 14.7362 | 5.2487 | 12.6559 | 13.64 | 18.968 |
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| 84 |
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| 2.1287 | 3.12 | 2600 | 1.9834 | 14.9356 | 5.3404 | 12.7325 | 13.7185 | 18.968 |
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| 85 |
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| 2.1287 | 3.24 | 2700 | 1.9839 | 14.9543 | 5.4587 | 12.757 | 13.767 | 18.968 |
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| 86 |
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| 2.1287 | 3.36 | 2800 | 1.9821 | 14.8174 | 5.2522 | 12.6935 | 13.6292 | 18.968 |
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| 2.1287 | 3.48 | 2900 | 1.9816 | 14.8201 | 5.2606 | 12.6679 | 13.6275 | 18.968 |
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| 88 |
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| 2.1149 | 3.6 | 3000 | 1.9795 | 14.8112 | 5.253 | 12.5789 | 13.5714 | 18.968 |
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| 89 |
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| 2.1149 | 3.72 | 3100 | 1.9788 | 14.7946 | 5.3272 | 12.6237 | 13.614 | 18.968 |
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| 90 |
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| 2.1149 | 3.84 | 3200 | 1.9761 | 14.8197 | 5.295 | 12.6209 | 13.6327 | 18.968 |
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| 91 |
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| 2.1149 | 3.96 | 3300 | 1.9761 | 14.7752 | 5.2759 | 12.6239 | 13.6167 | 18.968 |
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| 92 |
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| 2.1149 | 4.08 | 3400 | 1.9714 | 14.7938 | 5.2988 | 12.7085 | 13.6708 | 18.968 |
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| 93 |
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| 2.1138 | 4.2 | 3500 | 1.9729 | 14.8006 | 5.2526 | 12.6427 | 13.6018 | 18.968 |
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| 94 |
+
| 2.1138 | 4.32 | 3600 | 1.9751 | 14.7531 | 5.2913 | 12.6372 | 13.5782 | 18.968 |
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| 95 |
+
| 2.1138 | 4.44 | 3700 | 1.9743 | 14.7556 | 5.2694 | 12.6372 | 13.5786 | 18.968 |
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| 96 |
+
| 2.1138 | 4.56 | 3800 | 1.9710 | 14.8124 | 5.2887 | 12.7095 | 13.6666 | 18.968 |
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| 97 |
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| 2.1138 | 4.68 | 3900 | 1.9725 | 14.7104 | 5.2357 | 12.5839 | 13.5364 | 18.968 |
|
| 98 |
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| 2.1033 | 4.8 | 4000 | 1.9726 | 14.7673 | 5.2771 | 12.6343 | 13.5731 | 18.968 |
|
| 99 |
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| 2.1033 | 4.92 | 4100 | 1.9716 | 14.8237 | 5.3275 | 12.6729 | 13.6266 | 18.968 |
|
| 100 |
+
|
| 101 |
+
|
| 102 |
+
### Framework versions
|
| 103 |
+
|
| 104 |
+
- Transformers 4.38.2
|
| 105 |
+
- Pytorch 2.2.1+cu121
|
| 106 |
+
- Datasets 2.18.0
|
| 107 |
+
- Tokenizers 0.15.2
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config.json
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| 1 |
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{
|
| 2 |
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"_name_or_path": "google-t5/t5-small",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"T5ForConditionalGeneration"
|
| 5 |
+
],
|
| 6 |
+
"classifier_dropout": 0.0,
|
| 7 |
+
"d_ff": 2048,
|
| 8 |
+
"d_kv": 64,
|
| 9 |
+
"d_model": 512,
|
| 10 |
+
"decoder_start_token_id": 0,
|
| 11 |
+
"dense_act_fn": "relu",
|
| 12 |
+
"dropout_rate": 0.1,
|
| 13 |
+
"eos_token_id": 1,
|
| 14 |
+
"feed_forward_proj": "relu",
|
| 15 |
+
"initializer_factor": 1.0,
|
| 16 |
+
"is_encoder_decoder": true,
|
| 17 |
+
"is_gated_act": false,
|
| 18 |
+
"layer_norm_epsilon": 1e-06,
|
| 19 |
+
"model_type": "t5",
|
| 20 |
+
"n_positions": 512,
|
| 21 |
+
"num_decoder_layers": 6,
|
| 22 |
+
"num_heads": 8,
|
| 23 |
+
"num_layers": 6,
|
| 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 |
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"translation_en_to_fr": {
|
| 45 |
+
"early_stopping": true,
|
| 46 |
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"max_length": 300,
|
| 47 |
+
"num_beams": 4,
|
| 48 |
+
"prefix": "translate English to French: "
|
| 49 |
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},
|
| 50 |
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"translation_en_to_ro": {
|
| 51 |
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"early_stopping": true,
|
| 52 |
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"max_length": 300,
|
| 53 |
+
"num_beams": 4,
|
| 54 |
+
"prefix": "translate English to Romanian: "
|
| 55 |
+
}
|
| 56 |
+
},
|
| 57 |
+
"torch_dtype": "float32",
|
| 58 |
+
"transformers_version": "4.38.2",
|
| 59 |
+
"use_cache": true,
|
| 60 |
+
"vocab_size": 32128
|
| 61 |
+
}
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generation_config.json
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{
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| 2 |
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"decoder_start_token_id": 0,
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| 3 |
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"eos_token_id": 1,
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| 4 |
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"pad_token_id": 0,
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| 5 |
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"transformers_version": "4.38.2"
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| 6 |
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}
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model.safetensors
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:191e3e410ec24f048943e1ab477430b21d5f2c85db41222364852f0f3e0b9cb6
|
| 3 |
+
size 242041896
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special_tokens_map.json
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{
|
| 2 |
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"additional_special_tokens": [
|
| 3 |
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"<extra_id_0>",
|
| 4 |
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"<extra_id_1>",
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| 5 |
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"<extra_id_2>",
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| 6 |
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"<extra_id_3>",
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| 7 |
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"<extra_id_4>",
|
| 8 |
+
"<extra_id_5>",
|
| 9 |
+
"<extra_id_6>",
|
| 10 |
+
"<extra_id_7>",
|
| 11 |
+
"<extra_id_8>",
|
| 12 |
+
"<extra_id_9>",
|
| 13 |
+
"<extra_id_10>",
|
| 14 |
+
"<extra_id_11>",
|
| 15 |
+
"<extra_id_12>",
|
| 16 |
+
"<extra_id_13>",
|
| 17 |
+
"<extra_id_14>",
|
| 18 |
+
"<extra_id_15>",
|
| 19 |
+
"<extra_id_16>",
|
| 20 |
+
"<extra_id_17>",
|
| 21 |
+
"<extra_id_18>",
|
| 22 |
+
"<extra_id_19>",
|
| 23 |
+
"<extra_id_20>",
|
| 24 |
+
"<extra_id_21>",
|
| 25 |
+
"<extra_id_22>",
|
| 26 |
+
"<extra_id_23>",
|
| 27 |
+
"<extra_id_24>",
|
| 28 |
+
"<extra_id_25>",
|
| 29 |
+
"<extra_id_26>",
|
| 30 |
+
"<extra_id_27>",
|
| 31 |
+
"<extra_id_28>",
|
| 32 |
+
"<extra_id_29>",
|
| 33 |
+
"<extra_id_30>",
|
| 34 |
+
"<extra_id_31>",
|
| 35 |
+
"<extra_id_32>",
|
| 36 |
+
"<extra_id_33>",
|
| 37 |
+
"<extra_id_34>",
|
| 38 |
+
"<extra_id_35>",
|
| 39 |
+
"<extra_id_36>",
|
| 40 |
+
"<extra_id_37>",
|
| 41 |
+
"<extra_id_38>",
|
| 42 |
+
"<extra_id_39>",
|
| 43 |
+
"<extra_id_40>",
|
| 44 |
+
"<extra_id_41>",
|
| 45 |
+
"<extra_id_42>",
|
| 46 |
+
"<extra_id_43>",
|
| 47 |
+
"<extra_id_44>",
|
| 48 |
+
"<extra_id_45>",
|
| 49 |
+
"<extra_id_46>",
|
| 50 |
+
"<extra_id_47>",
|
| 51 |
+
"<extra_id_48>",
|
| 52 |
+
"<extra_id_49>",
|
| 53 |
+
"<extra_id_50>",
|
| 54 |
+
"<extra_id_51>",
|
| 55 |
+
"<extra_id_52>",
|
| 56 |
+
"<extra_id_53>",
|
| 57 |
+
"<extra_id_54>",
|
| 58 |
+
"<extra_id_55>",
|
| 59 |
+
"<extra_id_56>",
|
| 60 |
+
"<extra_id_57>",
|
| 61 |
+
"<extra_id_58>",
|
| 62 |
+
"<extra_id_59>",
|
| 63 |
+
"<extra_id_60>",
|
| 64 |
+
"<extra_id_61>",
|
| 65 |
+
"<extra_id_62>",
|
| 66 |
+
"<extra_id_63>",
|
| 67 |
+
"<extra_id_64>",
|
| 68 |
+
"<extra_id_65>",
|
| 69 |
+
"<extra_id_66>",
|
| 70 |
+
"<extra_id_67>",
|
| 71 |
+
"<extra_id_68>",
|
| 72 |
+
"<extra_id_69>",
|
| 73 |
+
"<extra_id_70>",
|
| 74 |
+
"<extra_id_71>",
|
| 75 |
+
"<extra_id_72>",
|
| 76 |
+
"<extra_id_73>",
|
| 77 |
+
"<extra_id_74>",
|
| 78 |
+
"<extra_id_75>",
|
| 79 |
+
"<extra_id_76>",
|
| 80 |
+
"<extra_id_77>",
|
| 81 |
+
"<extra_id_78>",
|
| 82 |
+
"<extra_id_79>",
|
| 83 |
+
"<extra_id_80>",
|
| 84 |
+
"<extra_id_81>",
|
| 85 |
+
"<extra_id_82>",
|
| 86 |
+
"<extra_id_83>",
|
| 87 |
+
"<extra_id_84>",
|
| 88 |
+
"<extra_id_85>",
|
| 89 |
+
"<extra_id_86>",
|
| 90 |
+
"<extra_id_87>",
|
| 91 |
+
"<extra_id_88>",
|
| 92 |
+
"<extra_id_89>",
|
| 93 |
+
"<extra_id_90>",
|
| 94 |
+
"<extra_id_91>",
|
| 95 |
+
"<extra_id_92>",
|
| 96 |
+
"<extra_id_93>",
|
| 97 |
+
"<extra_id_94>",
|
| 98 |
+
"<extra_id_95>",
|
| 99 |
+
"<extra_id_96>",
|
| 100 |
+
"<extra_id_97>",
|
| 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 |
+
"pad_token": {
|
| 112 |
+
"content": "<pad>",
|
| 113 |
+
"lstrip": false,
|
| 114 |
+
"normalized": false,
|
| 115 |
+
"rstrip": false,
|
| 116 |
+
"single_word": false
|
| 117 |
+
},
|
| 118 |
+
"unk_token": {
|
| 119 |
+
"content": "<unk>",
|
| 120 |
+
"lstrip": false,
|
| 121 |
+
"normalized": false,
|
| 122 |
+
"rstrip": false,
|
| 123 |
+
"single_word": false
|
| 124 |
+
}
|
| 125 |
+
}
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,937 @@
|
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| 1 |
+
{
|
| 2 |
+
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|
| 3 |
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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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| 211 |
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| 212 |
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| 216 |
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| 217 |
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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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| 233 |
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| 234 |
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| 244 |
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| 283 |
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| 727 |
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|
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|
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|
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|
| 731 |
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|
| 732 |
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|
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|
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|
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|
| 737 |
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|
| 738 |
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| 739 |
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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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|
| 746 |
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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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|
| 761 |
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|
| 762 |
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| 763 |
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|
| 764 |
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|
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|
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|
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|
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| 779 |
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|
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|
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| 922 |
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| 923 |
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|
| 924 |
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| 925 |
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| 926 |
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|
| 927 |
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|
| 928 |
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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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|
| 935 |
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"tokenizer_class": "T5Tokenizer",
|
| 936 |
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"unk_token": "<unk>"
|
| 937 |
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}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f533c6661b65eebd32a375d60159cdbd3dcb8919b1ddf8b9e074a2ff1bfae414
|
| 3 |
+
size 5048
|