base_model: | |
- codellama/CodeLlama-7b-hf | |
- MrezaPRZ/CodeLlama-7B-sqlite-expert | |
- MrezaPRZ/CodeLlama-7B-bigquery-expert | |
- MrezaPRZ/CodeLlama-7B-postgres-expert | |
library_name: transformers | |
tags: | |
- mergekit | |
- merge | |
# ties_experts | |
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 [TIES](https://arxiv.org/abs/2306.01708) merge method using [codellama/CodeLlama-7b-hf](https://huggingface.co/codellama/CodeLlama-7b-hf) as a base. | |
### Models Merged | |
The following models were included in the merge: | |
* [MrezaPRZ/CodeLlama-7B-sqlite-expert](https://huggingface.co/MrezaPRZ/CodeLlama-7B-sqlite-expert) | |
* [MrezaPRZ/CodeLlama-7B-bigquery-expert](https://huggingface.co/MrezaPRZ/CodeLlama-7B-bigquery-expert) | |
* [MrezaPRZ/CodeLlama-7B-postgres-expert](https://huggingface.co/MrezaPRZ/CodeLlama-7B-postgres-expert) | |
### Configuration | |
The following YAML configuration was used to produce this model: | |
```yaml | |
models: | |
- model: MrezaPRZ/CodeLlama-7B-sqlite-expert | |
parameters: | |
density: 0.5 | |
weight: 0.33 | |
- model: MrezaPRZ/CodeLlama-7B-bigquery-expert | |
parameters: | |
density: 0.5 | |
weight: 0.33 | |
- model: MrezaPRZ/CodeLlama-7B-postgres-expert | |
parameters: | |
density: 0.5 | |
weight: 0.33 | |
merge_method: ties | |
base_model: codellama/CodeLlama-7b-hf | |
parameters: | |
normalize: true | |
dtype: bfloat16 | |
``` | |