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End of training

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: indolem/indobertweet-base-uncased
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: buburayam2024_indobtwt_7_reprsample
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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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+ # buburayam2024_indobtwt_7_reprsample
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+
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+ This model is a fine-tuned version of [indolem/indobertweet-base-uncased](https://huggingface.co/indolem/indobertweet-base-uncased) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.9512
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+ - F1 macro: 0.4163
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+ - Weighted: 0.6765
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+ - Balanced accuracy: 0.4952
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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: 8
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+ - eval_batch_size: 8
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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: 7
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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 macro | Weighted | Balanced accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:--------:|:-----------------:|
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+ | 1.1941 | 1.0 | 186 | 0.9804 | 0.3927 | 0.6619 | 0.4570 |
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+ | 0.8084 | 2.0 | 372 | 0.9803 | 0.4381 | 0.7056 | 0.4876 |
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+ | 0.3287 | 3.0 | 558 | 1.3391 | 0.3943 | 0.6546 | 0.4784 |
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+ | 0.1292 | 4.0 | 744 | 1.4696 | 0.4297 | 0.6830 | 0.5058 |
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+ | 0.0639 | 5.0 | 930 | 1.8854 | 0.4131 | 0.6647 | 0.4981 |
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+ | 0.0088 | 6.0 | 1116 | 1.9583 | 0.4109 | 0.6704 | 0.4882 |
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+ | 0.0156 | 7.0 | 1302 | 1.9512 | 0.4163 | 0.6765 | 0.4952 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.41.2
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+ - Pytorch 2.3.0+cu121
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+ - Datasets 2.20.0
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+ - Tokenizers 0.19.1
config.json ADDED
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+ {
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+ "_name_or_path": "indolem/indobertweet-base-uncased",
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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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+ "bos_token_id": 0,
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+ "classifier_dropout": null,
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+ "eos_token_ids": 0,
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+ "gradient_checkpointing": false,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "Sumber Daya Alam",
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+ "1": "Politik",
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+ "2": "Demografi",
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+ "3": "Pertahanan dan Keamanan",
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+ "4": "Ideologi",
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+ "5": "Ekonomi",
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+ "6": "Sosial Budaya",
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+ "7": "Geografi"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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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": 12,
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+ "num_hidden_layers": 12,
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+ "output_past": true,
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+ "pad_token_id": 0,
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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": "4.41.2",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 31923
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+ }
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