Llama2-7B-lora-r-32-generic-step-1200-lr-1e-5-labels_40.0-4
This model is a fine-tuned version of meta-llama/Llama-2-7b-hf on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.8857
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: 16
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 50
- training_steps: 1200
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 5.4809 | 0.9132 | 50 | 4.9196 |
| 4.2651 | 1.8265 | 100 | 3.8889 |
| 3.6786 | 2.7397 | 150 | 3.5590 |
| 3.3958 | 3.6530 | 200 | 3.3616 |
| 3.1947 | 4.5662 | 250 | 3.2255 |
| 3.0476 | 5.4795 | 300 | 3.1306 |
| 2.9537 | 6.3927 | 350 | 3.0624 |
| 2.8502 | 7.3059 | 400 | 3.0163 |
| 2.7741 | 8.2192 | 450 | 2.9761 |
| 2.7038 | 9.1324 | 500 | 2.9509 |
| 2.6587 | 10.0457 | 550 | 2.9295 |
| 2.6098 | 10.9589 | 600 | 2.9147 |
| 2.5678 | 11.8721 | 650 | 2.9058 |
| 2.5428 | 12.7854 | 700 | 2.8959 |
| 2.5852 | 13.6986 | 750 | 2.8937 |
| 2.5312 | 14.6119 | 800 | 2.8897 |
| 2.4594 | 15.5251 | 850 | 2.8861 |
| 2.4514 | 16.4384 | 900 | 2.8875 |
| 2.4842 | 17.3516 | 950 | 2.8851 |
| 2.4602 | 18.2648 | 1000 | 2.8845 |
| 2.498 | 19.1781 | 1050 | 2.8843 |
| 2.4345 | 20.0913 | 1100 | 2.8851 |
| 2.4501 | 21.0046 | 1150 | 2.8855 |
| 2.4594 | 21.9178 | 1200 | 2.8857 |
Framework versions
- PEFT 0.15.2
- Transformers 4.45.2
- Pytorch 2.5.0+cu121
- Datasets 3.2.0
- Tokenizers 0.20.3
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Model tree for Siqi-Hu/Llama2-7B-lora-r-32-generic-step-1200-lr-1e-5-labels_40.0-4
Base model
meta-llama/Llama-2-7b-hf