---
base_model:
- mistralai/Mistral-7B-Instruct-v0.2
library_name: transformers
tags:
- mergekit
- merge

---
# merge

This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).

## Merge Details
### Merge Method

This model was merged using the [linear](https://arxiv.org/abs/2203.05482) merge method.

### Models Merged

The following models were included in the merge:
* [mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2)

### Configuration

The following YAML configuration was used to produce this model:

```yaml
dtype: float16
merge_method: linear
slices:
 - sources:
      - layer_range: [0, 8] # Reduce the first half of the model to 4B parameters
        model: mistralai/Mistral-7B-Instruct-v0.2
        parameters:
          weight: 0.25 # Reduce the weight of the first half to make room for the second half
      - layer_range: [8, 16] # Reduce the second half of the model to 4B parameters
        model: mistralai/Mistral-7B-Instruct-v0.2
        parameters:
          weight: 0.25 # Maintain the weight of the second half
      - layer_range: [16, 24] # Reduce the third half of the model to 4B parameters
        model: mistralai/Mistral-7B-Instruct-v0.2
        parameters:
          weight: 0.25 # Reduce the weight of the third half
      - layer_range: [24, 32] # Reduce the fourth half of the model to 4B parameters
        model: mistralai/Mistral-7B-Instruct-v0.2
        parameters:
          weight: 0.25 # Maintain the weight of the fourth half
```