---
base_model:
- Qwen/Qwen2.5-72B-Instruct
- Replete-AI/Replete-LLM-V2.5-Qwen-7b
library_name: transformers
tags:
- mergekit
- merge

---
# merge

EXPIRIMENTAL UNTESTED BIG-SMALL PASSTHROUGH 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 passthrough merge method.

### Models Merged

The following models were included in the merge:
* [Qwen/Qwen2.5-72B-Instruct](https://huggingface.co./Qwen/Qwen2.5-72B-Instruct)
* [Replete-AI/Replete-LLM-V2.5-Qwen-7b](https://huggingface.co./Replete-AI/Replete-LLM-V2.5-Qwen-7b)

### Configuration

The following YAML configuration was used to produce this model:

```yaml
slices:
  # Replete-AI Layer 0, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [0, 1]

  # Qwen 72B Layer 0, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [0, 1]

  # Replete-AI Layer 1, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [1, 2]

  # Qwen 72B Layer 1, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [1, 2]

  # Replete-AI Layer 2, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [2, 3]

  # Qwen 72B Layer 2, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [2, 3]

  # Replete-AI Layer 3, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [3, 4]

  # Qwen 72B Layer 3, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [3, 4]

  # Replete-AI Layer 4, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [4, 5]

  # Qwen 72B Layer 4, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [4, 5]

  # Replete-AI Layer 5, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [5, 6]

  # Qwen 72B Layer 5, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [5, 6]

  # Replete-AI Layer 6, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [6, 7]

  # Qwen 72B Layer 6, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [6, 7]

  # Replete-AI Layer 7, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [7, 8]

  # Qwen 72B Layer 7, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [7, 8]

  # Replete-AI Layer 8, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [8, 9]

  # Qwen 72B Layer 8, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [8, 9]

  # Replete-AI Layer 9, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [9, 10]

  # Qwen 72B Layer 9, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [9, 10]

  # Replete-AI Layer 10, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [10, 11]

  # Qwen 72B Layer 10, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [10, 11]

  # Replete-AI Layer 11, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [11, 12]

  # Qwen 72B Layer 11, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [11, 12]

  # Replete-AI Layer 12, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [12, 13]

  # Qwen 72B Layer 12, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [12, 13]

  # Replete-AI Layer 13, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [13, 14]

  # Qwen 72B Layer 13, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [13, 14]

  # Replete-AI Layer 14, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [14, 15]

  # Qwen 72B Layer 14, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [14, 15]

  # Replete-AI Layer 15, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [15, 16]

  # Qwen 72B Layer 15, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [15, 16]

  # Replete-AI Layer 16, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [16, 17]

  # Qwen 72B Layer 16, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [16, 17]

  # Replete-AI Layer 17, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [17, 18]

  # Qwen 72B Layer 17, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [17, 18]

  # Replete-AI Layer 18, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [18, 19]

  # Qwen 72B Layer 18, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [18, 19]

  # Replete-AI Layer 19, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [19, 20]

  # Qwen 72B Layer 19, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [19, 20]

  # Replete-AI Layer 20, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [20, 21]

  # Qwen 72B Layer 20, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [20, 21]

  # Replete-AI Layer 21, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [21, 22]

  # Qwen 72B Layer 21, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [21, 22]

  # Replete-AI Layer 22, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [22, 23]

  # Qwen 72B Layer 22, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [22, 23]

  # Replete-AI Layer 23, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [23, 24]

  # Qwen 72B Layer 23, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [23, 24]

  # Replete-AI Layer 24, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [24, 25]

  # Qwen 72B Layer 24, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [24, 25]

  # Replete-AI Layer 25, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [25, 26]

  # Qwen 72B Layer 25, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [25, 26]

  # Replete-AI Layer 26, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [26, 27]

  # Qwen 72B Layer 26, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [26, 27]

  # Replete-AI Layer 27, repeated 8 times
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]
  - sources:
      - model: Replete-AI/Replete-LLM-V2.5-Qwen-7b
        layer_range: [27, 28]

  # Qwen 72B Layer 27, repeated 8 times
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]
  - sources:
      - model: Qwen/Qwen2.5-72B-Instruct
        layer_range: [27, 28]

merge_method: passthrough
dtype: float16

```