Instructions to use CultriX/MoNeuTrix-MoE-4x7B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use CultriX/MoNeuTrix-MoE-4x7B with Transformers:

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

pipe = pipeline("text-generation", model="CultriX/MoNeuTrix-MoE-4x7B")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("CultriX/MoNeuTrix-MoE-4x7B")
model = AutoModelForCausalLM.from_pretrained("CultriX/MoNeuTrix-MoE-4x7B", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use CultriX/MoNeuTrix-MoE-4x7B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "CultriX/MoNeuTrix-MoE-4x7B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CultriX/MoNeuTrix-MoE-4x7B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/CultriX/MoNeuTrix-MoE-4x7B

SGLang

How to use CultriX/MoNeuTrix-MoE-4x7B 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 "CultriX/MoNeuTrix-MoE-4x7B" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CultriX/MoNeuTrix-MoE-4x7B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "CultriX/MoNeuTrix-MoE-4x7B" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CultriX/MoNeuTrix-MoE-4x7B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use CultriX/MoNeuTrix-MoE-4x7B with Docker Model Runner:
```
docker model run hf.co/CultriX/MoNeuTrix-MoE-4x7B
```

MoNeuTrix-MoE-4x7B / mergekit_moe_config.yml

CultriX

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	base_model: "CultriX/MonaTrix-v4"
	dtype: bfloat16
	gate:
	type: "learned"
	temperature: 0.1
	scaling_factor: 10
	experts:
	- source_model: "CultriX/MonaTrix-v4" # Historical Analysis, Geopolitics, and Economic Evaluation
	positive_prompts:
	- "Historical Analysis"
	- "Geopolitical Evaluation"
	- "Economic Insights"
	- "Policy Analysis"
	- "Socio-Economic Impacts"
	- "Geopolitical Analysis"
	- "Cultural Commentary"
	- "Analyze geopolitical"
	- "Analyze historic"
	- "Analyze historical"
	- "Assess the political dynamics of the Cold War and its global impact."
	- "Evaluate the historical significance of the Silk Road in ancient trade."
	negative_prompts:
	- "Technical Writing"
	- "Mathematical Problem Solving"
	- "Software Development"
	- "Artistic Creation"
	- "Machine Learning Development"
	- "Storywriting"
	- "Character Development"
	- "Roleplaying"
	- "Narrative Creation"

	- source_model: "mlabonne/OmniTruthyBeagle-7B-v0" # Multilingual Communication and Cultural Insights
	positive_prompts:
	- "Multilingual Communication"
	- "Cultural Insights"
	- "Translation and Interpretation"
	- "Cultural Norms Exploration"
	- "Intercultural Communication Practices"
	- "Describe cultural significance"
	- "Narrate cultural"
	- "Discuss cultural impact"
	negative_prompts:
	- "Scientific Analysis"
	- "Creative Writing"
	- "Technical Documentation"
	- "Economic Modeling"
	- "Historical Documentation"
	- "Programming"
	- "Algorithm Development"

	- source_model: "CultriX/MoNeuTrix-7B-v1" # Creative Problem Solving and Innovation
	positive_prompts:
	- "Innovation and Design"
	- "Problem Solving"
	- "Creative Thinking"
	- "Strategic Planning"
	- "Conceptual Design"
	- "Innovation and Design"
	- "Problem Solving"
	- "Compose narrative content or poetry."
	- "Create complex puzzles and games."
	- "Devise strategy"
	negative_prompts:
	- "Historical Analysis"
	- "Linguistic Translation"
	- "Economic Forecasting"
	- "Geopolitical Analysis"
	- "Cultural Commentary"
	- "Historical Documentation"
	- "Scientific Explanation"
	- "Data Analysis Techniques"

	- source_model: "paulml/OmniBeagleSquaredMBX-v3-7B" # Scientific and Technical Expertise
	positive_prompts:
	- "Scientific Explanation"
	- "Technical Analysis"
	- "Experimental Design"
	- "Data Analysis Techniques"
	- "Scientific Innovation"
	- "Mathematical Problem Solving"
	- "Algorithm Development"
	- "Programming"
	- "Analyze data"
	- "Analyze statistical data on climate change trends."
	- "Conduct basic data analysis or statistical evaluations."
	negative_prompts:
	- "Cultural Analysis"
	- "Creative Arts"
	- "Linguistic Challenges"
	- "Political Debating"
	- "Marketing Strategies"
	- "Storywriting"
	- "Character Development"
	- "Roleplaying"
	- "Narrative Creation"