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End of training

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  1. README.md +70 -0
  2. config.json +44 -0
  3. pytorch_model.bin +3 -0
  4. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: mit
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+ base_model: indobenchmark/indobert-large-p2
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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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+ - precision
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+ - recall
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+ model-index:
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+ - name: indonli-indobert-large
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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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+ # indonli-indobert-large
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+
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+ This model is a fine-tuned version of [indobenchmark/indobert-large-p2](https://huggingface.co/indobenchmark/indobert-large-p2) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.9753
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+ - Accuracy: 0.6350
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+ - Precision: 0.6350
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+ - Recall: 0.6350
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+ - F1 Score: 0.6362
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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-06
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+ - train_batch_size: 4
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+ - eval_batch_size: 4
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+ - seed: 101
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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: 6
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 Score |
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+ |:-------------:|:-----:|:-----:|:---------------:|:--------:|:---------:|:------:|:--------:|
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+ | 1.0324 | 1.0 | 2583 | 0.9492 | 0.5508 | 0.5508 | 0.5508 | 0.5172 |
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+ | 0.9234 | 2.0 | 5166 | 0.8837 | 0.6099 | 0.6099 | 0.6099 | 0.6106 |
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+ | 0.8318 | 3.0 | 7749 | 0.8718 | 0.6277 | 0.6277 | 0.6277 | 0.6302 |
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+ | 0.7417 | 4.0 | 10332 | 0.9005 | 0.6313 | 0.6313 | 0.6313 | 0.6326 |
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+ | 0.6788 | 5.0 | 12915 | 0.9380 | 0.6368 | 0.6368 | 0.6368 | 0.6381 |
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+ | 0.6263 | 6.0 | 15498 | 0.9753 | 0.6350 | 0.6350 | 0.6350 | 0.6362 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.33.0
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+ - Pytorch 2.0.0
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+ - Datasets 2.1.0
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+ - Tokenizers 0.13.3
config.json ADDED
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+ {
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+ "_name_or_path": "indobenchmark/indobert-large-p2",
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+ "_num_labels": 5,
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+ "architectures": [
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+ "BertForSequenceClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "classifier_dropout": null,
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+ "directionality": "bidi",
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 1024,
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+ "id2label": {
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+ "0": "LABEL_0",
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+ "1": "LABEL_1",
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+ "2": "LABEL_2"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 4096,
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+ "label2id": {
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+ "LABEL_0": 0,
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+ "LABEL_1": 1,
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+ "LABEL_2": 2
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "max_position_embeddings": 512,
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+ "model_type": "bert",
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+ "num_attention_heads": 16,
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+ "num_hidden_layers": 24,
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+ "output_past": true,
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+ "pad_token_id": 0,
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+ "pooler_fc_size": 768,
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+ "pooler_num_attention_heads": 12,
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+ "pooler_num_fc_layers": 3,
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+ "pooler_size_per_head": 128,
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+ "pooler_type": "first_token_transform",
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+ "position_embedding_type": "absolute",
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+ "problem_type": "single_label_classification",
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.33.0",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 30522
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+ }
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