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  1. models/distil_bert_tuned_2/README.md +68 -0
  2. models/distil_bert_tuned_2/checkpoint-1210/config.json +24 -0
  3. models/distil_bert_tuned_2/checkpoint-1210/optimizer.pt +3 -0
  4. models/distil_bert_tuned_2/checkpoint-1210/pytorch_model.bin +3 -0
  5. models/distil_bert_tuned_2/checkpoint-1210/rng_state.pth +3 -0
  6. models/distil_bert_tuned_2/checkpoint-1210/scheduler.pt +3 -0
  7. models/distil_bert_tuned_2/checkpoint-1210/special_tokens_map.json +7 -0
  8. models/distil_bert_tuned_2/checkpoint-1210/tokenizer.json +0 -0
  9. models/distil_bert_tuned_2/checkpoint-1210/tokenizer_config.json +13 -0
  10. models/distil_bert_tuned_2/checkpoint-1210/trainer_state.json +55 -0
  11. models/distil_bert_tuned_2/checkpoint-1210/training_args.bin +3 -0
  12. models/distil_bert_tuned_2/checkpoint-1210/vocab.txt +0 -0
  13. models/distil_bert_tuned_2/checkpoint-1815/config.json +24 -0
  14. models/distil_bert_tuned_2/checkpoint-1815/optimizer.pt +3 -0
  15. models/distil_bert_tuned_2/checkpoint-1815/pytorch_model.bin +3 -0
  16. models/distil_bert_tuned_2/checkpoint-1815/rng_state.pth +3 -0
  17. models/distil_bert_tuned_2/checkpoint-1815/scheduler.pt +3 -0
  18. models/distil_bert_tuned_2/checkpoint-1815/special_tokens_map.json +7 -0
  19. models/distil_bert_tuned_2/checkpoint-1815/tokenizer.json +0 -0
  20. models/distil_bert_tuned_2/checkpoint-1815/tokenizer_config.json +13 -0
  21. models/distil_bert_tuned_2/checkpoint-1815/trainer_state.json +73 -0
  22. models/distil_bert_tuned_2/checkpoint-1815/training_args.bin +3 -0
  23. models/distil_bert_tuned_2/checkpoint-1815/vocab.txt +0 -0
  24. models/distil_bert_tuned_2/checkpoint-605/config.json +24 -0
  25. models/distil_bert_tuned_2/checkpoint-605/optimizer.pt +3 -0
  26. models/distil_bert_tuned_2/checkpoint-605/pytorch_model.bin +3 -0
  27. models/distil_bert_tuned_2/checkpoint-605/rng_state.pth +3 -0
  28. models/distil_bert_tuned_2/checkpoint-605/scheduler.pt +3 -0
  29. models/distil_bert_tuned_2/checkpoint-605/special_tokens_map.json +7 -0
  30. models/distil_bert_tuned_2/checkpoint-605/tokenizer.json +0 -0
  31. models/distil_bert_tuned_2/checkpoint-605/tokenizer_config.json +13 -0
  32. models/distil_bert_tuned_2/checkpoint-605/trainer_state.json +37 -0
  33. models/distil_bert_tuned_2/checkpoint-605/training_args.bin +3 -0
  34. models/distil_bert_tuned_2/checkpoint-605/vocab.txt +0 -0
  35. models/distil_bert_tuned_2/config.json +24 -0
  36. models/distil_bert_tuned_2/pytorch_model.bin +3 -0
  37. models/distil_bert_tuned_2/special_tokens_map.json +7 -0
  38. models/distil_bert_tuned_2/tokenizer.json +0 -0
  39. models/distil_bert_tuned_2/tokenizer_config.json +13 -0
  40. models/distil_bert_tuned_2/training_args.bin +3 -0
  41. models/distil_bert_tuned_2/vocab.txt +0 -0
  42. models/lgbm_model_1/lgbm_model_1.pkl +3 -0
  43. models/lgbm_model_1/vectorizer.pkl +3 -0
  44. models/lgbm_model_2/lgbm_model_2.pkl +3 -0
  45. models/lgbm_model_3/lgbm_model_3.pkl +3 -0
  46. models/xgb_tuned_2/vectorizer.pkl +3 -0
  47. models/xgb_tuned_2/xgb_model_tuned_2.pkl +3 -0
models/distil_bert_tuned_2/README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: distilbert-base-uncased
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - f1
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+ - accuracy
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+ - recall
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+ - precision
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+ model-index:
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+ - name: distil_bert_tuned_2
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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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+ # distil_bert_tuned_2
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+
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+ This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.5698
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+ - F1: 0.8253
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+ - Accuracy: 0.7816
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+ - Recall: 0.7088
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+ - Precision: 0.2347
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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: 5e-05
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+ - train_batch_size: 64
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+ - eval_batch_size: 64
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 3
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | F1 | Accuracy | Recall | Precision |
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+ |:-------------:|:-----:|:----:|:---------------:|:------:|:--------:|:------:|:---------:|
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+ | 0.5698 | 1.0 | 605 | 0.5390 | 0.8419 | 0.8063 | 0.6549 | 0.2502 |
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+ | 0.5006 | 2.0 | 1210 | 0.5075 | 0.8052 | 0.7527 | 0.7599 | 0.2192 |
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+ | 0.4526 | 3.0 | 1815 | 0.5698 | 0.8253 | 0.7816 | 0.7088 | 0.2347 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.33.3
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+ - Pytorch 2.0.1+cpu
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+ - Datasets 2.14.5
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+ - Tokenizers 0.13.3
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