---
base_model:
- FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-Flash-32B-Preview
- Rombo-Org/Rombo-LLM-V3.1-QWQ-32b
- FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview
- FuseAI/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview
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 [SCE](https://arxiv.org/abs/2408.07990) merge method using [Rombo-Org/Rombo-LLM-V3.1-QWQ-32b](https://huggingface.co/Rombo-Org/Rombo-LLM-V3.1-QWQ-32b) as a base.

### Models Merged

The following models were included in the merge:
* [FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-Flash-32B-Preview](https://huggingface.co/FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-Flash-32B-Preview)
* [FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview](https://huggingface.co/FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview)
* [FuseAI/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview](https://huggingface.co/FuseAI/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview)

### Configuration

The following YAML configuration was used to produce this model:

```yaml
models:
  - model: FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview
    parameters:
      weight: 1.2      # Slightly favor
      density: 0.9     # Sparsified a bit to reduce noise
  - model: FuseAI/FuseO1-DeepSeekR1-Qwen2.5-Coder-32B-Preview
    parameters:
      weight: 1
      density: 0.9
  - model: FuseAI/FuseO1-DeepSeekR1-QwQ-SkyT1-Flash-32B-Preview
    parameters:
      weight: 1
      density: 0.9
merge_method: sce         # SCE for adaptive weighting
base_model: Rombo-Org/Rombo-LLM-V3.1-QWQ-32b
parameters:
  normalize: true
  int8_mask: true
  select_topk: 0.1        # Retain the top 10% high-variance elements
tokenizer_source: union    # Union to combine vocabularies
dtype: bfloat16
```