ahmed792002/Finetuning_Longformer_IMDb_movie_reviews_Classification
Browse files- README.md +5 -16
- config.json +1 -2
- model.safetensors +1 -1
- runs/Aug02_08-38-20_c8e36b5c51d3/events.out.tfevents.1754123902.c8e36b5c51d3.19.0 +3 -0
- tokenizer_config.json +1 -0
- training_args.bin +1 -1
README.md
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base_model: allenai/longformer-base-4096
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: Finetuning_Longformer_IMDb_movie_reviews_Classification
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results: []
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# Finetuning_Longformer_IMDb_movie_reviews_Classification
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This model is a fine-tuned version of [allenai/longformer-base-4096](https://huggingface.co/allenai/longformer-base-4096) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4155
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- Accuracy: 0.9173
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- F1: 0.9173
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## Model description
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- optimizer: Use
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- lr_scheduler_type: linear
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|
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| 0.3594 | 1.0 | 9000 | 0.4529 | 0.897 | 0.8967 |
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| 0.2779 | 2.0 | 18000 | 0.4155 | 0.9173 | 0.9173 |
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### Framework versions
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- Transformers 4.
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- Pytorch 2.
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- Datasets 3.
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- Tokenizers 0.
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base_model: allenai/longformer-base-4096
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tags:
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- generated_from_trainer
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model-index:
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- name: Finetuning_Longformer_IMDb_movie_reviews_Classification
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results: []
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# Finetuning_Longformer_IMDb_movie_reviews_Classification
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This model is a fine-tuned version of [allenai/longformer-base-4096](https://huggingface.co/allenai/longformer-base-4096) on the None dataset.
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## Model description
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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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: 2
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### Training results
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### Framework versions
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- Transformers 4.52.4
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- Pytorch 2.6.0+cu124
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- Datasets 3.6.0
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- Tokenizers 0.21.2
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config.json
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{
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"_name_or_path": "allenai/longformer-base-4096",
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"architectures": [
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"LongformerForSequenceClassification"
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],
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"problem_type": "single_label_classification",
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"sep_token_id": 2,
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"torch_dtype": "float32",
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"transformers_version": "4.
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"type_vocab_size": 1,
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"vocab_size": 50265
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}
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{
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"architectures": [
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"LongformerForSequenceClassification"
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],
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"problem_type": "single_label_classification",
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"sep_token_id": 2,
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"torch_dtype": "float32",
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"transformers_version": "4.52.4",
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"type_vocab_size": 1,
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"vocab_size": 50265
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}
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model.safetensors
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runs/Aug02_08-38-20_c8e36b5c51d3/events.out.tfevents.1754123902.c8e36b5c51d3.19.0
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tokenizer_config.json
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"mask_token": "<mask>",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<pad>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"extra_special_tokens": {},
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"mask_token": "<mask>",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<pad>",
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training_args.bin
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