llama2-7b-chat-hf-english-to-hinglish
This model is a fine-tuned version of NousResearch/Llama-2-7b-chat-hf on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.1746
- Rouge Scores: {'rouge1': 0.8885908254946812, 'rouge2': 0.7710863010584095, 'rougeL': 0.5959196285242199, 'rougeLsum': 0.8887611638083375}
- Bleu Scores: [0.9146534717527709, 0.8952839315431885, 0.8704729625819737, 0.8440396772968578]
- Gen Len: 2048.0
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: 0.0002
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 3
Training results
Training Loss | Epoch | Step | Validation Loss | Rouge Scores | Bleu Scores | Gen Len |
---|---|---|---|---|---|---|
2.4347 | 1.0 | 19 | 2.2502 | {'rouge1': 0.8978799395571857, 'rouge2': 0.7786106895702147, 'rougeL': 0.5929935988553734, 'rougeLsum': 0.8979590919999867} | [0.8924998190589056, 0.8765058761668494, 0.8529072060046804, 0.8271335845757618] | 2048.0 |
2.1641 | 2.0 | 38 | 2.1817 | {'rouge1': 0.8908622699691104, 'rouge2': 0.787877924739433, 'rougeL': 0.5912826901692394, 'rougeLsum': 0.8911134776621241} | [0.9026796342264707, 0.887688173576005, 0.8645415966459645, 0.839085075553431] | 2048.0 |
2.085 | 3.0 | 57 | 2.1746 | {'rouge1': 0.8885908254946812, 'rouge2': 0.7710863010584095, 'rougeL': 0.5959196285242199, 'rougeLsum': 0.8887611638083375} | [0.9146534717527709, 0.8952839315431885, 0.8704729625819737, 0.8440396772968578] | 2048.0 |
Framework versions
- PEFT 0.9.1.dev0
- Transformers 4.37.0
- Pytorch 2.1.0+cu121
- Datasets 2.18.1.dev0
- Tokenizers 0.15.2
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Base model
NousResearch/Llama-2-7b-chat-hf