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--- |
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license: apache-2.0 |
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tags: |
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- merge |
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- model_stock |
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- technical-assistance |
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- code-generation |
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- mathematics |
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- structured-output |
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- roleplaying |
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- instruction-following |
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- long-form-generation |
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base_model: |
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- ValiantLabs/Llama3.1-8B-ShiningValiant2 |
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- ValiantLabs/Llama3.1-8B-Cobalt |
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- ValiantLabs/Llama3.1-8B-Fireplace2 |
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- ValiantLabs/Llama3.1-8B-Enigma |
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--- |
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# **Llama3.1-8B-Titanium-Forge** |
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**Llama3.1-8B-Titanium-Forge** is a robust, multi-disciplinary large language model (LLM) designed for a wide range of technical and creative applications. The model merges the most powerful elements from **ShiningValiant2**, **Cobalt**, **Fireplace2**, and **Enigma**, resulting in an exceptionally versatile system that excels in general-purpose reasoning, structured outputs, code generation, and immersive conversations. |
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This model's goal is to blend high-level technical knowledge, including advanced mathematics and programming, with rich conversational abilities and structured data outputs. |
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--- |
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## **🛠️ Model Merge Details** |
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This model was created using the **model_stock merge method**, balancing contributions from all source models across the full range of its layers. This ensures that **Titanium Forge** retains a well-rounded skillset, including technical expertise, mathematical prowess, conversational skills, and more. |
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```yaml |
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base_model: ValiantLabs/Llama3.1-8B-ShiningValiant2 |
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dtype: float32 |
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merge_method: model_stock |
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slices: |
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- sources: |
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- layer_range: [0, 32] |
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model: ValiantLabs/Llama3.1-8B-Cobalt |
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- layer_range: [0, 32] |
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model: ValiantLabs/Llama3.1-8B-Fireplace2 |
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- layer_range: [0, 32] |
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model: ValiantLabs/Llama3.1-8B-Enigma |
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- layer_range: [0, 32] |
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model: ValiantLabs/Llama3.1-8B-ShiningValiant2 |
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out_dtype: bfloat16 |
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``` |
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--- |
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## **🔍 Key Features & Capabilities** |
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### **1. Conversational Mastery:** |
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Powered by **Shining Valiant 2**, the model is optimized for engaging, friendly conversations with a focus on insight and knowledge. It’s perfect for a wide range of conversational agents and interactive systems. |
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### **2. Mathematics & Structured Reasoning:** |
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Thanks to **Cobalt**, this model excels in **mathematical reasoning** and structured problem-solving. Whether solving complex equations or breaking down logical problems, **Titanium Forge** is equipped for precision and clarity. |
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### **3. Enhanced Technical & Code Capabilities:** |
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Incorporating **Enigma**, this model shines in **code generation** and technical instruction. It’s particularly adept at explaining programming concepts, generating high-quality code, and responding to technical queries. |
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### **4. Structured Output & Data Handling:** |
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With the contributions of **Fireplace2**, this model can generate structured outputs like **SQL queries, JSON objects, and even data visualizations**. This makes it ideal for use cases where structured data handling is essential. |
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--- |
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## **🚀 Use Cases** |
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- **Technical Assistance**: Provide advanced technical support and guidance in areas like software development, debugging, and hardware. |
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- **Educational Support**: Assist students or professionals in learning complex subjects such as mathematics, science, and programming. |
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- **Conversational Agents**: Deploy as an intelligent assistant that can engage users with deep, insightful discussions and helpful responses. |
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- **Data Science & Analysis**: Use for generating structured outputs like SQL queries, JSON data, or even generating data visualizations for analysis tasks. |
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- **Creative Writing**: Leverage its storytelling capabilities to create rich narratives and engage in roleplaying scenarios. |
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--- |
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## **🌟 Source Models** |
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### **A: ValiantLabs/Llama3.1-8B-ShiningValiant2** |
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- Optimized for general chat, technical support, and structured reasoning, Shining Valiant 2 adds personality, enthusiasm, and a strong grasp of scientific topics. |
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### **B: ValiantLabs/Llama3.1-8B-Cobalt** |
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- A math-instruct model built for advanced mathematical reasoning and structured problem-solving, perfect for technical tasks that require precision. |
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### **C: ValiantLabs/Llama3.1-8B-Fireplace2** |
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- Specializes in structured data outputs, including function calls, SQL queries, and JSON formatting, providing flexibility for technical and data-driven conversations. |
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### **D: ValiantLabs/Llama3.1-8B-Enigma** |
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- A code-instruct model designed for software development and technical explanations, Enigma adds depth to the model’s programming and coding capabilities. |
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--- |
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## **📜 License** |
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This model is open-sourced under the **Apache-2.0 License**, allowing free use, modification, and distribution with proper attribution. |
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