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README.md

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+---
+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](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
+* [CultriX/MonaTrix-v4](https://huggingface.co/CultriX/MonaTrix-v4)
+* [mlabonne/OmniTruthyBeagle-7B-v0](https://huggingface.co/mlabonne/OmniTruthyBeagle-7B-v0)
+* [CultriX/MoNeuTrix-7B-v1](https://huggingface.co/CultriX/MoNeuTrix-7B-v1)
+* [paulml/OmniBeagleSquaredMBX-v3-7B](https://huggingface.co/paulml/OmniBeagleSquaredMBX-v3-7B)
+
+## 🧩 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
+      tasks:
+        - "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."
+      exclude_tasks:
+        - "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
+      tasks:
+        - "Multilingual Communication"
+        - "Cultural Insights"
+        - "Translation and Interpretation"
+        - "Cultural Norms Exploration"
+        - "Intercultural Communication Practices"
+        - "Describe cultural significance"
+        - "Narrate cultural"
+        - "Discuss cultural impact"
+      exclude_tasks:
+        - "Scientific Analysis"
+        - "Creative Writing"
+        - "Technical Documentation"
+        - "Economic Modeling"
+        - "Historical Documentation"
+        - "Programming"
+        - "Algorithm Development"
+
+    - source_model: "CultriX/MoNeuTrix-7B-v1"  # Creative Problem Solving and Innovation
+      tasks:
+        - "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"
+      exclude_tasks:
+        - "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
+      tasks:
+        - "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."
+      exclude_tasks:
+        - "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"])
+```