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bbc-to-ind-nmt-v8
kepinsam/bbc-to-ind-nmt-v8
bbc-to-ind-nmt-v8 is a machine learning model from kepinsam. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as cc-by-nc-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- transformers
- License
- cc-by-nc-4.0
- Model type
- m2m_100
- Access
- Public
- Created
- Jul 13, 2024
- Updated
- Jul 13, 2024
- SHA
- 3cbb830c
Base models
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
bbc-to-ind-nmt-v8
This model is a fine-tuned version of facebook/nllb-200-distilled-600M on the nusatranslation_mt dataset. It achieves the following results on the evaluation set:
- Loss: 1.1397
- Sacrebleu: 37.8271
- Gen Len: 37.329
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Sacrebleu | Gen Len |
|---|---|---|---|---|---|
| 5.9033 | 1.0 | 207 | 3.5144 | 25.8748 | 39.2155 |
| 2.4501 | 2.0 | 414 | 1.4664 | 31.5752 | 38.098 |
| 1.2896 | 3.0 | 621 | 1.1951 | 35.3334 | 37.154 |
| 1.0669 | 4.0 | 828 | 1.1503 | 36.5808 | 36.977 |
| 0.969 | 5.0 | 1035 | 1.1384 | 37.1725 | 37.2425 |
| 0.9036 | 6.0 | 1242 | 1.1310 | 37.6427 | 37.141 |
| 0.8572 | 7.0 | 1449 | 1.1333 | 37.6234 | 37.264 |
| 0.821 | 8.0 | 1656 | 1.1333 | 37.7638 | 37.222 |
| 0.7971 | 9.0 | 1863 | 1.1385 | 37.8469 | 37.378 |
| 0.7811 | 10.0 | 2070 | 1.1397 | 37.8271 | 37.329 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Datasets 2.14.6
- Tokenizers 0.19.1
- Library
- transformers
- Type
- m2m_100
- License
- cc-by-nc-4.0
- Created
- Jul 13, 2024
- Updated
- Jul 13, 2024