Instructions to use Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M

Use Docker

docker model run hf.co/Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M

Ollama
How to use Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF with Ollama:
```
ollama run hf.co/Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF with Docker Model Runner:
```
docker model run hf.co/Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M
```

Lemonade

How to use Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Doctor-Shotgun/ML2-123B-Magnum-Diamond-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.ML2-123B-Magnum-Diamond-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

Awesome Model

by Rednero - opened Jul 2, 2025

Discussion

Rednero

Jul 2, 2025

This language model works great for creative writing and roleplay. Excellent work!

Doctor-Shotgun

Owner Jul 3, 2025

Thanks!

I've actually had some nice results using the sysprompt from Sukino's Game Master preset, as suggested by another user, in combination with the Magnum Mistral v7 context/instruct templates provided on my model card, so might be worth giving that a whirl too.

Rednero

Jul 6, 2025

I will definitely try that sysprompt out and will be on the look out for any other merges you throw together!

Rednero changed discussion status to closed Jul 10, 2025

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