End of training
Browse files- README.md +79 -0
- config.json +33 -0
- model.safetensors +3 -0
- special_tokens_map.json +15 -0
- spiece.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- training_args.bin +3 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: albert/albert-large-v1
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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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model-index:
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- name: d80397db0ea0d34eec1577aaae2d31cd
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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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# d80397db0ea0d34eec1577aaae2d31cd
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This model is a fine-tuned version of [albert/albert-large-v1](https://huggingface.co/albert/albert-large-v1) on the contemmcm/clickbait dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2128
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- Data Size: 1.0
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- Epoch Runtime: 40.4139
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- Accuracy: 0.9416
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- F1 Macro: 0.9368
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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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- distributed_type: multi-GPU
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- num_devices: 4
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- total_train_batch_size: 32
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- total_eval_batch_size: 32
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: constant
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- num_epochs: 50
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:-------------:|:--------:|:--------:|
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| No log | 0 | 0 | 0.7052 | 0 | 3.4264 | 0.4809 | 0.4313 |
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| No log | 1 | 650 | 0.3530 | 0.0078 | 3.9987 | 0.8951 | 0.8852 |
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| No log | 2 | 1300 | 0.0785 | 0.0156 | 4.0945 | 0.9776 | 0.9765 |
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| No log | 3 | 1950 | 0.1048 | 0.0312 | 4.7470 | 0.9686 | 0.9672 |
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| No log | 4 | 2600 | 0.1221 | 0.0625 | 5.7612 | 0.9510 | 0.9471 |
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| 0.0075 | 5 | 3250 | 0.0807 | 0.125 | 8.2096 | 0.9728 | 0.9710 |
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| 0.0501 | 6 | 3900 | 0.0544 | 0.25 | 12.6979 | 0.9865 | 0.9858 |
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| 0.0666 | 7 | 4550 | 0.0446 | 0.5 | 22.1560 | 0.9904 | 0.9898 |
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| 0.6766 | 8.0 | 5200 | 0.6740 | 1.0 | 41.1326 | 0.6130 | 0.3801 |
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| 0.6684 | 9.0 | 5850 | 0.6729 | 1.0 | 40.1185 | 0.6130 | 0.3801 |
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| 0.5126 | 10.0 | 6500 | 0.4935 | 1.0 | 40.8441 | 0.7743 | 0.7167 |
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| 0.2079 | 11.0 | 7150 | 0.2128 | 1.0 | 40.4139 | 0.9416 | 0.9368 |
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### Framework versions
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- Transformers 4.57.0
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- Pytorch 2.8.0+cu128
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- Datasets 4.3.0
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- Tokenizers 0.22.1
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config.json
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{
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"architectures": [
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"AlbertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 2,
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"classifier_dropout_prob": 0.1,
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"down_scale_factor": 1,
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"dtype": "float32",
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"embedding_size": 128,
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"eos_token_id": 3,
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"gap_size": 0,
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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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"initializer_range": 0.02,
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"inner_group_num": 1,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "albert",
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"net_structure_type": 0,
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"num_attention_heads": 16,
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"num_hidden_groups": 1,
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"num_hidden_layers": 24,
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"num_memory_blocks": 0,
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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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"transformers_version": "4.57.0",
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"type_vocab_size": 2,
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"vocab_size": 30000
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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:d48da55a66ed3a584ba9d4e5f4e443f1c671700b8a5f155c6ca9d9ad7f948e3d
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size 70747520
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special_tokens_map.json
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{
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"bos_token": "[CLS]",
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"cls_token": "[CLS]",
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"eos_token": "[SEP]",
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"mask_token": {
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"content": "[MASK]",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"sep_token": "[SEP]",
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"unk_token": "<unk>"
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}
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spiece.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:fefb02b667a6c5c2fe27602d28e5fb3428f66ab89c7d6f388e7c8d44a02d0336
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size 760289
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tokenizer.json
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The diff for this file is too large to render.
See raw diff
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"4": {
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"content": "[MASK]",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "[CLS]",
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"clean_up_tokenization_spaces": false,
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"eos_token": "[SEP]",
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"extra_special_tokens": {},
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"keep_accents": false,
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"remove_space": true,
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"sep_token": "[SEP]",
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"tokenizer_class": "AlbertTokenizer",
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"unk_token": "<unk>"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:3fe5daf0d7dcdaef8b7472a236cdcaf51e3e16f9a27ae77866cc9a77b7dee305
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size 5969
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