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devagonal
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flan-t5-small-squad-qag

Transformers
Safetensors
t5
text2text-generation
Generated from Trainer
text-generation-inference
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  1. README.md +159 -0
  2. config.json +62 -0
  3. generation_config.json +7 -0
  4. model.safetensors +3 -0
  5. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ 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: flan-t5-small-squad-qag
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # flan-t5-small-squad-qag
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+
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+ This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 6.1573
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 3e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - gradient_accumulation_steps: 4
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+ - total_train_batch_size: 32
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 100
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss |
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+ |:-------------:|:-------:|:----:|:---------------:|
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+ | 40.773 | 0.5714 | 1 | 41.7049 |
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+ | 58.3411 | 1.5714 | 2 | 39.3183 |
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+ | 54.8652 | 2.5714 | 3 | 37.3843 |
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+ | 53.7579 | 3.5714 | 4 | 35.8088 |
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+ | 52.5214 | 4.5714 | 5 | 34.5335 |
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+ | 50.0236 | 5.5714 | 6 | 33.5388 |
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+ | 49.5252 | 6.5714 | 7 | 32.7734 |
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+ | 48.018 | 7.5714 | 8 | 32.1632 |
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+ | 46.7346 | 8.5714 | 9 | 31.6080 |
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+ | 45.4348 | 9.5714 | 10 | 31.0589 |
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+ | 44.8246 | 10.5714 | 11 | 30.5032 |
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+ | 44.1633 | 11.5714 | 12 | 29.9093 |
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+ | 42.8213 | 12.5714 | 13 | 29.2965 |
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+ | 43.2365 | 13.5714 | 14 | 28.6880 |
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+ | 41.5266 | 14.5714 | 15 | 28.0847 |
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+ | 40.6435 | 15.5714 | 16 | 27.4881 |
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+ | 40.1899 | 16.5714 | 17 | 26.9148 |
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+ | 39.3795 | 17.5714 | 18 | 26.3482 |
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+ | 38.4061 | 18.5714 | 19 | 25.8042 |
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+ | 38.4415 | 19.5714 | 20 | 25.2741 |
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+ | 36.9642 | 20.5714 | 21 | 24.7624 |
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+ | 36.3868 | 21.5714 | 22 | 24.2690 |
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+ | 36.2422 | 22.5714 | 23 | 23.7877 |
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+ | 35.3793 | 23.5714 | 24 | 23.3194 |
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+ | 34.9853 | 24.5714 | 25 | 22.8591 |
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+ | 34.0927 | 25.5714 | 26 | 22.4058 |
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+ | 33.2451 | 26.5714 | 27 | 21.9624 |
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+ | 32.8551 | 27.5714 | 28 | 21.5381 |
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+ | 32.1326 | 28.5714 | 29 | 21.1176 |
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+ | 31.84 | 29.5714 | 30 | 20.6980 |
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+ | 31.2982 | 30.5714 | 31 | 20.2775 |
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+ | 30.8415 | 31.5714 | 32 | 19.8578 |
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+ | 30.073 | 32.5714 | 33 | 19.4395 |
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+ | 29.8896 | 33.5714 | 34 | 19.0213 |
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+ | 29.2583 | 34.5714 | 35 | 18.6041 |
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+ | 28.5195 | 35.5714 | 36 | 18.1902 |
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+ | 27.7352 | 36.5714 | 37 | 17.7715 |
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+ | 28.0043 | 37.5714 | 38 | 17.3529 |
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+ | 26.7202 | 38.5714 | 39 | 16.9311 |
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+ | 26.8391 | 39.5714 | 40 | 16.5091 |
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+ | 26.0355 | 40.5714 | 41 | 16.0881 |
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+ | 25.5678 | 41.5714 | 42 | 15.6670 |
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+ | 25.281 | 42.5714 | 43 | 15.2460 |
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+ | 24.9389 | 43.5714 | 44 | 14.8265 |
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+ | 24.2087 | 44.5714 | 45 | 14.4072 |
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+ | 24.0442 | 45.5714 | 46 | 13.9871 |
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+ | 23.5964 | 46.5714 | 47 | 13.5686 |
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+ | 22.5465 | 47.5714 | 48 | 13.1483 |
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+ | 22.0742 | 48.5714 | 49 | 12.7263 |
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+ | 21.9666 | 49.5714 | 50 | 12.3055 |
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+ | 21.1685 | 50.5714 | 51 | 11.8917 |
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+ | 21.1257 | 51.5714 | 52 | 11.4814 |
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+ | 20.2889 | 52.5714 | 53 | 11.0750 |
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+ | 20.3047 | 53.5714 | 54 | 10.6724 |
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+ | 19.8761 | 54.5714 | 55 | 10.2840 |
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+ | 19.0577 | 55.5714 | 56 | 9.9060 |
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+ | 18.6548 | 56.5714 | 57 | 9.5428 |
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+ | 18.7313 | 57.5714 | 58 | 9.2004 |
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+ | 18.247 | 58.5714 | 59 | 8.8795 |
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+ | 17.7508 | 59.5714 | 60 | 8.5831 |
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+ | 17.1485 | 60.5714 | 61 | 8.3108 |
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+ | 16.8734 | 61.5714 | 62 | 8.0638 |
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+ | 16.7851 | 62.5714 | 63 | 7.8416 |
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+ | 16.2609 | 63.5714 | 64 | 7.6450 |
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+ | 16.1574 | 64.5714 | 65 | 7.4740 |
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+ | 15.8518 | 65.5714 | 66 | 7.3281 |
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+ | 15.8425 | 66.5714 | 67 | 7.2009 |
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+ | 15.3619 | 67.5714 | 68 | 7.0914 |
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+ | 15.5268 | 68.5714 | 69 | 6.9991 |
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+ | 15.3891 | 69.5714 | 70 | 6.9188 |
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+ | 14.7154 | 70.5714 | 71 | 6.8483 |
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+ | 14.5997 | 71.5714 | 72 | 6.7852 |
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+ | 14.6067 | 72.5714 | 73 | 6.7290 |
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+ | 14.4925 | 73.5714 | 74 | 6.6800 |
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+ | 14.326 | 74.5714 | 75 | 6.6356 |
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+ | 14.0346 | 75.5714 | 76 | 6.5929 |
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+ | 13.9427 | 76.5714 | 77 | 6.5531 |
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+ | 13.8931 | 77.5714 | 78 | 6.5155 |
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+ | 13.6341 | 78.5714 | 79 | 6.4793 |
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+ | 13.7549 | 79.5714 | 80 | 6.4462 |
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+ | 13.4067 | 80.5714 | 81 | 6.4152 |
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+ | 13.4218 | 81.5714 | 82 | 6.3872 |
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+ | 13.1982 | 82.5714 | 83 | 6.3615 |
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+ | 13.0855 | 83.5714 | 84 | 6.3381 |
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+ | 12.9228 | 84.5714 | 85 | 6.3163 |
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+ | 12.8098 | 85.5714 | 86 | 6.2966 |
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+ | 12.9304 | 86.5714 | 87 | 6.2780 |
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+ | 13.0 | 87.5714 | 88 | 6.2604 |
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+ | 12.6473 | 88.5714 | 89 | 6.2440 |
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+ | 12.4884 | 89.5714 | 90 | 6.2286 |
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+ | 12.8845 | 90.5714 | 91 | 6.2152 |
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+ | 12.3722 | 91.5714 | 92 | 6.2033 |
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+ | 12.5444 | 92.5714 | 93 | 6.1931 |
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+ | 12.3583 | 93.5714 | 94 | 6.1844 |
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+ | 12.3182 | 94.5714 | 95 | 6.1766 |
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+ | 12.345 | 95.5714 | 96 | 6.1702 |
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+ | 12.3766 | 96.5714 | 97 | 6.1649 |
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+ | 12.7799 | 97.5714 | 98 | 6.1610 |
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+ | 12.505 | 98.5714 | 99 | 6.1586 |
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+ | 12.2264 | 99.5714 | 100 | 6.1573 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.48.3
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+ - Pytorch 2.5.1+cu124
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+ - Datasets 3.3.0
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+ - Tokenizers 0.21.0
config.json ADDED
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+ {
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+ "_name_or_path": "google/flan-t5-small",
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+ "architectures": [
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+ "T5ForConditionalGeneration"
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+ "is_encoder_decoder": true,
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+ "is_gated_act": true,
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+ "layer_norm_epsilon": 1e-06,
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+ "model_type": "t5",
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+ "n_positions": 512,
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+ "num_decoder_layers": 8,
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+ "num_heads": 6,
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+ "num_layers": 8,
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+ "output_past": true,
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+ "pad_token_id": 0,
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+ "relative_attention_max_distance": 128,
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+ "relative_attention_num_buckets": 32,
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+ "task_specific_params": {
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+ "summarization": {
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+ "early_stopping": true,
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+ "length_penalty": 2.0,
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+ "min_length": 30,
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+ "no_repeat_ngram_size": 3,
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+ "num_beams": 4,
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+ "prefix": "summarize: "
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+ },
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+ "translation_en_to_de": {
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+ "early_stopping": true,
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+ "max_length": 300,
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+ "num_beams": 4,
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+ "prefix": "translate English to German: "
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+ },
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+ "translation_en_to_fr": {
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+ "early_stopping": true,
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+ "max_length": 300,
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+ "num_beams": 4,
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+ "prefix": "translate English to French: "
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+ },
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+ "translation_en_to_ro": {
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+ "num_beams": 4,
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+ "prefix": "translate English to Romanian: "
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+ }
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+ },
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.48.3",
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+ "use_cache": true,
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+ "vocab_size": 32128
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+ }
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+ "transformers_version": "4.48.3"
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+ }
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