---
base_model: []
library_name: transformers
tags:
- mergekit
- merge

---

Use ChatML or MistralNemo format.

Conclusion: These types of merge methods tend to work better when at least 1 model has a much higher weight then the rest

After further testing this is the best Nemo model I have ever used

### Configuration

The following YAML configuration was used to produce this model:

```yaml
models:
  - model: mistral-nemo-gutenberg-12B-v4
    parameters:
      weight: 0.2
  - model: Violet_Twilight-v0.2
    parameters:
      weight: 0.3
  - model: Lyra-Gutenberg-mistral-nemo-12B
    parameters:
      weight: 0.5
  - model: Grey-12b
    parameters:
      weight: 0.2
base_model: Mistral-Nemo-Base-2407
parameters:
  density: 0.5
  epsilon: 0.1
  lambda: 1.1
  normalize: false
  int8_mask: true
  rescale: true
merge_method: della_linear
tokenizer:
  source: union
dtype: bfloat16
```