base_model: | |
- psmathur/orca_mini_v3_13b | |
- garage-bAInd/Platypus2-13B | |
- TheBloke/Llama-2-13B-fp16 | |
- WizardLM/WizardMath-13B-V1.0 | |
library_name: transformers | |
tags: | |
- mergekit | |
- merge | |
# output-model-directory | |
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 [TheBloke/Llama-2-13B-fp16](https://huggingface.co/TheBloke/Llama-2-13B-fp16) as a base. | |
### Models Merged | |
The following models were included in the merge: | |
* [psmathur/orca_mini_v3_13b](https://huggingface.co/psmathur/orca_mini_v3_13b) | |
* [garage-bAInd/Platypus2-13B](https://huggingface.co/garage-bAInd/Platypus2-13B) | |
* [WizardLM/WizardMath-13B-V1.0](https://huggingface.co/WizardLM/WizardMath-13B-V1.0) | |
### Configuration | |
The following YAML configuration was used to produce this model: | |
```yaml | |
models: | |
- model: psmathur/orca_mini_v3_13b | |
parameters: | |
density: [1, 0.7, 0.1] # density gradient | |
weight: 1.0 | |
- model: garage-bAInd/Platypus2-13B | |
parameters: | |
density: 0.5 | |
weight: [0, 0.3, 0.7, 1] # weight gradient | |
- model: WizardLM/WizardMath-13B-V1.0 | |
parameters: | |
density: 0.33 | |
weight: | |
- filter: mlp | |
value: 0.5 | |
- value: 0 | |
merge_method: ties | |
base_model: TheBloke/Llama-2-13B-fp16 | |
parameters: | |
normalize: true | |
int8_mask: true | |
dtype: float16 | |
``` | |