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Browse files- models/distil_bert_tuned_2/README.md +68 -0
- models/distil_bert_tuned_2/checkpoint-1210/config.json +24 -0
- models/distil_bert_tuned_2/checkpoint-1210/optimizer.pt +3 -0
- models/distil_bert_tuned_2/checkpoint-1210/pytorch_model.bin +3 -0
- models/distil_bert_tuned_2/checkpoint-1210/rng_state.pth +3 -0
- models/distil_bert_tuned_2/checkpoint-1210/scheduler.pt +3 -0
- models/distil_bert_tuned_2/checkpoint-1210/special_tokens_map.json +7 -0
- models/distil_bert_tuned_2/checkpoint-1210/tokenizer.json +0 -0
- models/distil_bert_tuned_2/checkpoint-1210/tokenizer_config.json +13 -0
- models/distil_bert_tuned_2/checkpoint-1210/trainer_state.json +55 -0
- models/distil_bert_tuned_2/checkpoint-1210/training_args.bin +3 -0
- models/distil_bert_tuned_2/checkpoint-1210/vocab.txt +0 -0
- models/distil_bert_tuned_2/checkpoint-1815/config.json +24 -0
- models/distil_bert_tuned_2/checkpoint-1815/optimizer.pt +3 -0
- models/distil_bert_tuned_2/checkpoint-1815/pytorch_model.bin +3 -0
- models/distil_bert_tuned_2/checkpoint-1815/rng_state.pth +3 -0
- models/distil_bert_tuned_2/checkpoint-1815/scheduler.pt +3 -0
- models/distil_bert_tuned_2/checkpoint-1815/special_tokens_map.json +7 -0
- models/distil_bert_tuned_2/checkpoint-1815/tokenizer.json +0 -0
- models/distil_bert_tuned_2/checkpoint-1815/tokenizer_config.json +13 -0
- models/distil_bert_tuned_2/checkpoint-1815/trainer_state.json +73 -0
- models/distil_bert_tuned_2/checkpoint-1815/training_args.bin +3 -0
- models/distil_bert_tuned_2/checkpoint-1815/vocab.txt +0 -0
- models/distil_bert_tuned_2/checkpoint-605/config.json +24 -0
- models/distil_bert_tuned_2/checkpoint-605/optimizer.pt +3 -0
- models/distil_bert_tuned_2/checkpoint-605/pytorch_model.bin +3 -0
- models/distil_bert_tuned_2/checkpoint-605/rng_state.pth +3 -0
- models/distil_bert_tuned_2/checkpoint-605/scheduler.pt +3 -0
- models/distil_bert_tuned_2/checkpoint-605/special_tokens_map.json +7 -0
- models/distil_bert_tuned_2/checkpoint-605/tokenizer.json +0 -0
- models/distil_bert_tuned_2/checkpoint-605/tokenizer_config.json +13 -0
- models/distil_bert_tuned_2/checkpoint-605/trainer_state.json +37 -0
- models/distil_bert_tuned_2/checkpoint-605/training_args.bin +3 -0
- models/distil_bert_tuned_2/checkpoint-605/vocab.txt +0 -0
- models/distil_bert_tuned_2/config.json +24 -0
- models/distil_bert_tuned_2/pytorch_model.bin +3 -0
- models/distil_bert_tuned_2/special_tokens_map.json +7 -0
- models/distil_bert_tuned_2/tokenizer.json +0 -0
- models/distil_bert_tuned_2/tokenizer_config.json +13 -0
- models/distil_bert_tuned_2/training_args.bin +3 -0
- models/distil_bert_tuned_2/vocab.txt +0 -0
- models/lgbm_model_1/lgbm_model_1.pkl +3 -0
- models/lgbm_model_1/vectorizer.pkl +3 -0
- models/lgbm_model_2/lgbm_model_2.pkl +3 -0
- models/lgbm_model_3/lgbm_model_3.pkl +3 -0
- models/xgb_tuned_2/vectorizer.pkl +3 -0
- models/xgb_tuned_2/xgb_model_tuned_2.pkl +3 -0
models/distil_bert_tuned_2/README.md
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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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<!-- 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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# distil_bert_tuned_2
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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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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 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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### Training results
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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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### Framework versions
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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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models/distil_bert_tuned_2/checkpoint-1210/config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.33.3",
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"vocab_size": 30522
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}
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models/distil_bert_tuned_2/checkpoint-1210/optimizer.pt
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models/distil_bert_tuned_2/checkpoint-1210/pytorch_model.bin
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models/distil_bert_tuned_2/checkpoint-1210/rng_state.pth
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models/distil_bert_tuned_2/checkpoint-1210/scheduler.pt
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models/distil_bert_tuned_2/checkpoint-1210/special_tokens_map.json
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models/distil_bert_tuned_2/checkpoint-1210/tokenizer.json
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models/distil_bert_tuned_2/checkpoint-1210/tokenizer_config.json
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models/distil_bert_tuned_2/checkpoint-1210/trainer_state.json
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models/distil_bert_tuned_2/checkpoint-1210/training_args.bin
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models/distil_bert_tuned_2/checkpoint-1210/vocab.txt
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models/distil_bert_tuned_2/checkpoint-1815/config.json
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models/distil_bert_tuned_2/checkpoint-1815/optimizer.pt
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models/distil_bert_tuned_2/checkpoint-1815/pytorch_model.bin
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models/distil_bert_tuned_2/checkpoint-1815/rng_state.pth
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