bob-bob-bob-3 commited on
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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: sv1
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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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+ # sv1
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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: 3.0499
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+ - F1 macro: 0.3977
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+ - Weighted: 0.6145
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+ - Balanced accuracy: 0.5186
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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: 14
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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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+ | 1.2727 | 1.0 | 154 | 1.2213 | 0.3786 | 0.5827 | 0.4776 |
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+ | 0.8729 | 2.0 | 308 | 1.4909 | 0.3204 | 0.5293 | 0.4454 |
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+ | 0.3299 | 3.0 | 462 | 1.6163 | 0.3885 | 0.5956 | 0.5035 |
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+ | 0.2233 | 4.0 | 616 | 1.9917 | 0.3709 | 0.5977 | 0.4661 |
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+ | 0.1323 | 5.0 | 770 | 2.5400 | 0.3797 | 0.5718 | 0.4903 |
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+ | 0.0014 | 6.0 | 924 | 3.0973 | 0.3555 | 0.5244 | 0.5040 |
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+ | 0.0012 | 7.0 | 1078 | 2.8258 | 0.3961 | 0.6119 | 0.5142 |
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+ | 0.0013 | 8.0 | 1232 | 2.8277 | 0.3864 | 0.6097 | 0.5067 |
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+ | 0.0006 | 9.0 | 1386 | 2.9388 | 0.3911 | 0.6087 | 0.5121 |
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+ | 0.0006 | 10.0 | 1540 | 2.9096 | 0.4015 | 0.6235 | 0.5205 |
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+ | 0.0004 | 11.0 | 1694 | 3.2002 | 0.3856 | 0.5798 | 0.5138 |
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+ | 0.0005 | 12.0 | 1848 | 3.1226 | 0.3945 | 0.6052 | 0.5185 |
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+ | 0.0004 | 13.0 | 2002 | 3.0566 | 0.3968 | 0.6123 | 0.5181 |
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+ | 0.0004 | 14.0 | 2156 | 3.0499 | 0.3977 | 0.6145 | 0.5186 |
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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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+ "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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