You can deploy this model and start earning money today!

RichardErkhov/
CultriX_-_MoNeuTrix-MoE-4x7B-gguf

Name: CultriX_-_MoNeuTrix-MoE-4x7B-gguf
Availability: InStock

endpoints_compatible

gguf

template

Views

No views yet

Quantization made by Richard Erkhov.

Github

Discord

Request more models

MoNeuTrix-MoE-4x7B - GGUF

Model creator: https://huggingface.co/CultriX/
Original model: https://huggingface.co/CultriX/MoNeuTrix-MoE-4x7B/

Name	Quant method	Size
MoNeuTrix-MoE-4x7B.Q2_K.gguf	Q2_K	8.24GB
MoNeuTrix-MoE-4x7B.IQ3_XS.gguf	IQ3_XS	9.21GB
MoNeuTrix-MoE-4x7B.IQ3_S.gguf	IQ3_S	9.73GB
MoNeuTrix-MoE-4x7B.Q3_K_S.gguf	Q3_K_S	9.72GB
MoNeuTrix-MoE-4x7B.IQ3_M.gguf	IQ3_M	9.92GB
MoNeuTrix-MoE-4x7B.Q3_K.gguf	Q3_K	10.79GB
MoNeuTrix-MoE-4x7B.Q3_K_M.gguf	Q3_K_M	10.79GB
MoNeuTrix-MoE-4x7B.Q3_K_L.gguf	Q3_K_L	11.68GB
MoNeuTrix-MoE-4x7B.IQ4_XS.gguf	IQ4_XS	12.15GB
MoNeuTrix-MoE-4x7B.Q4_0.gguf	Q4_0	12.69GB
MoNeuTrix-MoE-4x7B.IQ4_NL.gguf	IQ4_NL	12.81GB
MoNeuTrix-MoE-4x7B.Q4_K_S.gguf	Q4_K_S	12.8GB
MoNeuTrix-MoE-4x7B.Q4_K.gguf	Q4_K	13.61GB
MoNeuTrix-MoE-4x7B.Q4_K_M.gguf	Q4_K_M	13.61GB
MoNeuTrix-MoE-4x7B.Q4_1.gguf	Q4_1	14.09GB
MoNeuTrix-MoE-4x7B.Q5_0.gguf	Q5_0	15.48GB
MoNeuTrix-MoE-4x7B.Q5_K_S.gguf	Q5_K_S	15.48GB
MoNeuTrix-MoE-4x7B.Q5_K.gguf	Q5_K	15.96GB
MoNeuTrix-MoE-4x7B.Q5_K_M.gguf	Q5_K_M	15.96GB
MoNeuTrix-MoE-4x7B.Q5_1.gguf	Q5_1	16.88GB
MoNeuTrix-MoE-4x7B.Q6_K.gguf	Q6_K	18.46GB
MoNeuTrix-MoE-4x7B.Q8_0.gguf	Q8_0	23.9GB

Original model description:

license: apache-2.0 tags:

moe
frankenmoe
merge
mergekit
lazymergekit
CultriX/MonaTrix-v4
mlabonne/OmniTruthyBeagle-7B-v0
CultriX/MoNeuTrix-7B-v1
paulml/OmniBeagleSquaredMBX-v3-7B base_model:
CultriX/MonaTrix-v4
mlabonne/OmniTruthyBeagle-7B-v0
CultriX/MoNeuTrix-7B-v1
paulml/OmniBeagleSquaredMBX-v3-7B

MoNeuTrix-MoE-4x7B

MoNeuTrix-MoE-4x7B is a Mixture of Experts (MoE) made with the following models using LazyMergekit:

🧩 Configuration

yaml

  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"

💻 Usage

python

!pip install -qU transformers bitsandbytes accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "CultriX/MoNeuTrix-MoE-4x7B"

tokenizer = AutoTokenizer.from_pretrained(model)
pipeline = transformers.pipeline(
    "text-generation",
    model=model,
    model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
)

messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])

RichardErkhov/CultriX_-_MoNeuTrix-MoE-4x7B-gguf

Original model description:

MoNeuTrix-MoE-4x7B

🧩 Configuration

💻 Usage

RichardErkhov/
CultriX_-_MoNeuTrix-MoE-4x7B-gguf