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# HW5_Llama2_arithmetic_3

This model is a fine-tuned version of [baffo32/decapoda-research-llama-7B-hf](https://huggingface.co/baffo32/decapoda-research-llama-7B-hf) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0126

## 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: 0.0003
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 40
- training_steps: 1500
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| 0.2554        | 0.0   | 100  | 0.1135          |
| 0.1178        | 0.0   | 200  | 0.0988          |
| 0.0966        | 0.0   | 300  | 0.0782          |
| 0.0833        | 0.0   | 400  | 0.0743          |
| 0.0609        | 0.01  | 500  | 0.0424          |
| 0.0491        | 0.01  | 600  | 0.0346          |
| 0.038         | 0.01  | 700  | 0.0384          |
| 0.0331        | 0.01  | 800  | 0.0235          |
| 0.0323        | 0.01  | 900  | 0.0235          |
| 0.0292        | 0.01  | 1000 | 0.0205          |
| 0.0219        | 0.01  | 1100 | 0.0175          |
| 0.0219        | 0.01  | 1200 | 0.0174          |
| 0.0182        | 0.01  | 1300 | 0.0135          |
| 0.017         | 0.02  | 1400 | 0.0145          |
| 0.0148        | 0.02  | 1500 | 0.0126          |


### Framework versions

- Transformers 4.35.0
- Pytorch 2.0.1+cu118
- Datasets 2.15.0
- Tokenizers 0.14.1

{"license": "other", "tags": ["generated_from_trainer"], "base_model": "baffo32/decapoda-research-llama-7B-hf", "model-index": [{"name": "HW5_Llama2_arithmetic_3", "results": []}]}
safetensors generated_from_trainer base_model:baffo32/decapoda-research-llama-7B-hf license:other region:us