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marian_mt_rom_ro
IoanRazvan/marian_mt_rom_ro
marian_mt_rom_ro is a machine learning model from IoanRazvan. 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 apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- transformers
- License
- apache-2.0
- Model type
- marian
- Access
- Public
- Created
- Mar 15, 2024
- Updated
- Mar 15, 2024
- SHA
- d0f207f5
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. -->
MarianMT Romani-Romanian NMT
This model is a fine-tuned version of Helsinki-NLP/opus-mt-en-ro on the IoanRazvan/ro-romani dataset. It achieves the following results on the evaluation set:
- Loss: 0.3277
- Bleu: 0.6077
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: 1e-05
- train_batch_size: 64
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- training_steps: 6000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Bleu |
|---|---|---|---|---|
| 0.5152 | 5.19 | 1000 | 0.4979 | 0.4753 |
| 0.4051 | 10.39 | 2000 | 0.3960 | 0.5528 |
| 0.351 | 15.58 | 3000 | 0.3577 | 0.5847 |
| 0.3222 | 20.78 | 4000 | 0.3394 | 0.5983 |
| 0.3108 | 25.97 | 5000 | 0.3305 | 0.6056 |
| 0.3005 | 31.17 | 6000 | 0.3277 | 0.6077 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Library
- transformers
- Type
- marian
- License
- apache-2.0
- Languages
- ro
- Created
- Mar 15, 2024
- Updated
- Mar 15, 2024