Training completed!
Browse files
README.md
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---
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license: apache-2.0
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base_model: google-bert/bert-base-multilingual-cased
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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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- f1
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model-index:
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- name: SingSeqBERT-UCIRetail
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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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# SingSeqBERT-UCIRetail
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This model is a fine-tuned version of [google-bert/bert-base-multilingual-cased](https://huggingface.co/google-bert/bert-base-multilingual-cased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4882
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- Accuracy: 0.7685
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- F1: 0.7672
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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: 2e-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: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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| No log | 1.0 | 456 | 0.5482 | 0.7479 | 0.7425 |
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| 0.6336 | 2.0 | 912 | 0.5108 | 0.7570 | 0.7569 |
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| 0.5437 | 3.0 | 1368 | 0.4882 | 0.7685 | 0.7672 |
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| 0.4872 | 4.0 | 1824 | 0.5918 | 0.7825 | 0.7825 |
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| 0.4329 | 5.0 | 2280 | 0.6156 | 0.7652 | 0.7652 |
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| 0.3957 | 6.0 | 2736 | 0.6598 | 0.7685 | 0.7683 |
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| 0.3439 | 7.0 | 3192 | 0.7881 | 0.7768 | 0.7756 |
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| 0.3068 | 8.0 | 3648 | 0.9189 | 0.7545 | 0.7536 |
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| 0.2635 | 9.0 | 4104 | 1.0319 | 0.7619 | 0.7619 |
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| 0.2305 | 10.0 | 4560 | 1.0976 | 0.7586 | 0.7586 |
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### Framework versions
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- Transformers 4.36.0.dev0
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- Pytorch 2.0.0
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- Datasets 2.14.5
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- Tokenizers 0.14.1
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model.safetensors
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runs/May16_09-17-55_0551480a1390/events.out.tfevents.1715852767.0551480a1390.36373.1
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size 457
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