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# IKEA-7b-UC-0

This model is a fine-tuned version of [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0241
- Rewards/chosen: -1.3913
- Rewards/rejected: -26.2733
- Rewards/accuracies: 0.9940
- Rewards/margins: 24.8821
- Logps/rejected: -348.4335
- Logps/chosen: -162.1273
- Logits/rejected: -2.3713
- Logits/chosen: -2.5987

## 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-07
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 16
- total_eval_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 2

### Training results

| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
| 0.0268        | 0.72  | 500  | 0.0314          | -0.9700        | -9.7922          | 0.9960             | 8.8222          | -183.6220      | -157.9143    | -2.2332         | -2.4086       |
| 0.0022        | 1.44  | 1000 | 0.0229          | -1.6108        | -24.5526         | 0.9960             | 22.9418         | -331.2263      | -164.3232    | -2.4361         | -2.6330       |


### Framework versions

- Transformers 4.36.1
- Pytorch 2.0.1+cu117
- Datasets 2.16.1
- Tokenizers 0.15.0

{"license": "apache-2.0", "tags": ["trl", "dpo", "generated_from_trainer"], "base_model": "alignment-handbook/zephyr-7b-sft-full", "model-index": [{"name": "IKEA-7b-UC-0", "results": []}]}
transformers tensorboard safetensors mistral text-generation trl dpo generated_from_trainer conversational base_model:alignment-handbook/zephyr-7b-sft-full license:apache-2.0 autotrain_compatible endpoints_compatible text-generation-inference region:us