Instructions to use Solshine/Brimful-251B-merged-replete with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Solshine/Brimful-251B-merged-replete with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="Solshine/Brimful-251B-merged-replete")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Solshine/Brimful-251B-merged-replete")
model = AutoModelForCausalLM.from_pretrained("Solshine/Brimful-251B-merged-replete")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use Solshine/Brimful-251B-merged-replete with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Solshine/Brimful-251B-merged-replete"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Solshine/Brimful-251B-merged-replete",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Solshine/Brimful-251B-merged-replete

SGLang

How to use Solshine/Brimful-251B-merged-replete with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "Solshine/Brimful-251B-merged-replete" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Solshine/Brimful-251B-merged-replete",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "Solshine/Brimful-251B-merged-replete" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Solshine/Brimful-251B-merged-replete",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Solshine/Brimful-251B-merged-replete with Docker Model Runner:
```
docker model run hf.co/Solshine/Brimful-251B-merged-replete
```

merge

EXPIRIMENTAL UNTESTED BIG-SMALL PASSTHROUGH MERGE. This is a merge of pre-trained language models created using mergekit.

Merge Details

Merge Method

This model was merged using the passthrough merge method.

Models Merged

The following models were included in the merge:

Configuration

The following YAML configuration was used to produce this model:

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

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251B params

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F16

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