bob-bob-bob-3
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End of training
Browse files- README.md +66 -0
- config.json +40 -0
- model.safetensors +3 -0
- runs/Jun19_19-22-54_80516ee61c48/events.out.tfevents.1718824975.80516ee61c48.721.8 +3 -0
- training_args.bin +3 -0
README.md
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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_overunder
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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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# buburayam2024_indobtwt_7_overunder
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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: 2.0210
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- F1 macro: 0.3275
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- Weighted: 0.4492
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- Balanced accuracy: 0.4916
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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: 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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### Training results
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| Training Loss | Epoch | Step | Validation Loss | F1 macro | Weighted | Balanced accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:--------:|:-----------------:|
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| 1.9685 | 1.0 | 43 | 1.7035 | 0.1920 | 0.4257 | 0.2649 |
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| 1.4692 | 2.0 | 86 | 1.5573 | 0.2713 | 0.4184 | 0.4311 |
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| 0.8033 | 3.0 | 129 | 1.4403 | 0.3597 | 0.5636 | 0.5084 |
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| 0.3962 | 4.0 | 172 | 1.6567 | 0.3514 | 0.4921 | 0.5171 |
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| 0.1335 | 5.0 | 215 | 1.9523 | 0.3306 | 0.4306 | 0.5034 |
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| 0.0797 | 6.0 | 258 | 2.1614 | 0.3126 | 0.4075 | 0.4914 |
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| 0.0392 | 7.0 | 301 | 2.0210 | 0.3275 | 0.4492 | 0.4916 |
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### Framework versions
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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
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config.json
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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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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c7f88dcebb50e073c6069507373fd47e51d8eb7e5bbd4954946d572700a0d4b9
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size 442280976
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runs/Jun19_19-22-54_80516ee61c48/events.out.tfevents.1718824975.80516ee61c48.721.8
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version https://git-lfs.github.com/spec/v1
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oid sha256:f5731243365d51dd45f1dc74efa21a9ece8009bee083c6b6f109b50279b9c507
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size 14879
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:3cd5635ed7b8832d2e8db9667e22331f2bcce2004482eaf5dce1065f3caad867
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size 5176
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