bob-bob-bob-3
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Parent(s):
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End of training
Browse files- README.md +66 -0
- config.json +50 -0
- model.safetensors +3 -0
- runs/Jun19_13-48-39_990747e3a267/events.out.tfevents.1718804922.990747e3a267.1861.8 +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: classification-hate-speech
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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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# classification-hate-speech
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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: 2.3971
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- F1 macro: 0.3764
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- Weighted: 0.5676
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- Balanced accuracy: 0.5202
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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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| 1.1881 | 1.0 | 98 | 1.2881 | 0.3632 | 0.5818 | 0.4714 |
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| 0.9442 | 2.0 | 196 | 1.6041 | 0.3525 | 0.4977 | 0.5128 |
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| 0.5045 | 3.0 | 294 | 2.1271 | 0.3236 | 0.4088 | 0.5040 |
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| 0.111 | 4.0 | 392 | 1.9956 | 0.3627 | 0.5579 | 0.5034 |
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| 0.0279 | 5.0 | 490 | 2.3665 | 0.3740 | 0.5627 | 0.5203 |
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| 0.0203 | 6.0 | 588 | 2.4468 | 0.3662 | 0.5512 | 0.5170 |
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| 0.006 | 7.0 | 686 | 2.3971 | 0.3764 | 0.5676 | 0.5202 |
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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": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2",
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"3": "LABEL_3",
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"4": "LABEL_4",
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"5": "LABEL_5",
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"6": "LABEL_6",
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"7": "LABEL_7"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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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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"LABEL_3": 3,
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"LABEL_4": 4,
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"LABEL_5": 5,
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"LABEL_6": 6,
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"LABEL_7": 7
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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": 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:bad5290b6d92b4e1c10ff18ce76a6fbe1596545ef20ce3235a7c7cec7c91a516
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size 442280976
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runs/Jun19_13-48-39_990747e3a267/events.out.tfevents.1718804922.990747e3a267.1861.8
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version https://git-lfs.github.com/spec/v1
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oid sha256:82f0eb3e58ffd469ef9c288958a741da756b8f1d55bad9cd35a2af299e4895ae
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size 23010
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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:bb63fcf036561593d3871b2da091a66fc534e34885a710286cfa9f072426644f
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size 5176
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