---
license: apache-2.0
tags:
- merge
- model_stock
- technical-assistance
- code-generation
- mathematics
- structured-output
- roleplaying
- instruction-following
- long-form-generation
base_model:
- ValiantLabs/Llama3.1-8B-ShiningValiant2
- ValiantLabs/Llama3.1-8B-Cobalt
- ValiantLabs/Llama3.1-8B-Fireplace2
- ValiantLabs/Llama3.1-8B-Enigma

---

# **Llama3.1-8B-Titanium-Forge**

**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.

This model's goal is to blend high-level technical knowledge, including advanced mathematics and programming, with rich conversational abilities and structured data outputs.

---

## **🛠️ Model Merge Details**

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.

```yaml
base_model: ValiantLabs/Llama3.1-8B-ShiningValiant2
dtype: float32
merge_method: model_stock
slices:
  - sources:
    - layer_range: [0, 32]
      model: ValiantLabs/Llama3.1-8B-Cobalt
    - layer_range: [0, 32]
      model: ValiantLabs/Llama3.1-8B-Fireplace2
    - layer_range: [0, 32]
      model: ValiantLabs/Llama3.1-8B-Enigma
    - layer_range: [0, 32]
      model: ValiantLabs/Llama3.1-8B-ShiningValiant2
out_dtype: bfloat16

```

---

## **🔍 Key Features & Capabilities**

### **1. Conversational Mastery:**

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.

### **2. Mathematics & Structured Reasoning:**

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.

### **3. Enhanced Technical & Code Capabilities:**

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.

### **4. Structured Output & Data Handling:**

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.

---

## **🚀 Use Cases**

- **Technical Assistance**: Provide advanced technical support and guidance in areas like software development, debugging, and hardware.
- **Educational Support**: Assist students or professionals in learning complex subjects such as mathematics, science, and programming.
- **Conversational Agents**: Deploy as an intelligent assistant that can engage users with deep, insightful discussions and helpful responses.
- **Data Science & Analysis**: Use for generating structured outputs like SQL queries, JSON data, or even generating data visualizations for analysis tasks.
- **Creative Writing**: Leverage its storytelling capabilities to create rich narratives and engage in roleplaying scenarios.

---

## **🌟 Source Models**

### **A: ValiantLabs/Llama3.1-8B-ShiningValiant2**

- Optimized for general chat, technical support, and structured reasoning, Shining Valiant 2 adds personality, enthusiasm, and a strong grasp of scientific topics.

### **B: ValiantLabs/Llama3.1-8B-Cobalt**

- A math-instruct model built for advanced mathematical reasoning and structured problem-solving, perfect for technical tasks that require precision.

### **C: ValiantLabs/Llama3.1-8B-Fireplace2**

- Specializes in structured data outputs, including function calls, SQL queries, and JSON formatting, providing flexibility for technical and data-driven conversations.

### **D: ValiantLabs/Llama3.1-8B-Enigma**

- A code-instruct model designed for software development and technical explanations, Enigma adds depth to the model’s programming and coding capabilities.

---

## **📜 License**

This model is open-sourced under the **Apache-2.0 License**, allowing free use, modification, and distribution with proper attribution.

---