Instructions to use Solshine/Brimful-290B-merged-replete with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Solshine/Brimful-290B-merged-replete with Transformers:

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

pipe = pipeline("text-generation", model="Solshine/Brimful-290B-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-290B-merged-replete")
model = AutoModelForCausalLM.from_pretrained("Solshine/Brimful-290B-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 Settings

vLLM

How to use Solshine/Brimful-290B-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-290B-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-290B-merged-replete",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Solshine/Brimful-290B-merged-replete

SGLang

How to use Solshine/Brimful-290B-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-290B-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-290B-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-290B-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-290B-merged-replete",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Solshine/Brimful-290B-merged-replete with Docker Model Runner:
```
docker model run hf.co/Solshine/Brimful-290B-merged-replete
```

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.

This model recieved no post merge retraining (yet) and minimal testing. Please contribute any feedback or evaluations of any kind via the community tab.

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, 80]

merge_method: passthrough
dtype: float16

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290B params

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F16

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