# Kimi-VL-A3B-Thinking: Advanced Vision-Language Model with Extended Reasoning
## 🚀 Overview
Kimi-VL-A3B-Thinking is a powerful vision-language model from Moonshot AI featuring extended thinking capabilities. Built on the DeepSeek2 architecture with Mixture of Experts (MoE), it excels at complex visual reasoning tasks, mathematical problem-solving from images, and detailed image analysis with chain-of-thought explanations.
## 🎯 Key Features
- **Extended Thinking** - Chain-of-thought reasoning for complex visual problems
- **MoE Architecture** - 64 experts + 2 shared experts for efficient inference
- **128K Context** - Massive 131,072 token context window
- **MLA Attention** - Multi-head Latent Attention for improved performance
- **MIT License** - Fully open source
## 📊 Capabilities
- **Visual Math**: Solve mathematical problems from handwritten or printed equations
- **Document Analysis**: Extract and reason about document content
- **Chart Understanding**: Interpret graphs, charts, and data visualizations
- **Scene Reasoning**: Complex multi-step reasoning about image content
- **OCR + Reasoning**: Read text and apply logical reasoning
## 🏷️ Available Versions
| Tag | Size | RAM Required | Description |
|-----|------|--------------|-------------|
| `q4_k_m` | 9.8 GB | ~16GB | **Recommended** - best quality/size ratio |
| `f16` | 30 GB | ~40GB | Full precision, maximum quality |
## 💻 Quick Start
```bash
# Recommended version (Q4_K_M)
ollama run richardyoung/kimi-vl-a3b-thinking "Solve this math problem step by step"
# Full precision version
ollama run richardyoung/kimi-vl-a3b-thinking:f16 "Analyze this diagram in detail"
```
## 🛠️ Example Use Cases
### Math Problem Solving
```bash
ollama run richardyoung/kimi-vl-a3b-thinking "Solve this equation and show your work"
```
### Document Analysis
```bash
ollama run richardyoung/kimi-vl-a3b-thinking "Extract key information from this document"
```
### Visual Reasoning
```bash
ollama run richardyoung/kimi-vl-a3b-thinking "What can you infer about this scene?"
```
### Chart Interpretation
```bash
ollama run richardyoung/kimi-vl-a3b-thinking "Analyze the trends shown in this chart"
```
## 📋 System Requirements
### Minimum Requirements
- **RAM**: 16GB
- **GPU**: 8GB+ VRAM recommended
- **Storage**: 12GB free space
### Recommended Setup
- **RAM**: 32GB+ or Apple Silicon with 24GB+ unified memory
- **GPU**: 16GB+ VRAM for best performance
- **Storage**: 35GB free space (for all versions)
## 🌟 What Makes This Model Special
1. **Thinking Mode**: Extended reasoning chains for complex problems
2. **MoE Efficiency**: 64 experts activated selectively for better performance
3. **Huge Context**: 128K tokens handles large documents and conversations
4. **Math Excellence**: Superior performance on visual math benchmarks
5. **Production Quality**: Extensively tested by Moonshot AI team
## 🔗 Links
- **Original Model**: [moonshotai/Kimi-VL-A3B-Thinking-2506](https://huggingface.co/moonshotai/Kimi-VL-A3B-Thinking-2506)
- **GGUF Files**: [richardyoung/Kimi-VL-A3B-Thinking-GGUF](https://huggingface.co/richardyoung/Kimi-VL-A3B-Thinking-GGUF)
## 🤝 Credits
- **Original Model**: Moonshot AI
- **GGUF Conversion**: Richard Young (deepneuro.ai)
- **Quantization**: llama.cpp (PR #15458 branch for Kimi-VL support)
## 📝 License
MIT License - Free for commercial and personal use.
---
**Note**: For vision tasks, use with an Ollama client that supports image input (e.g., Open WebUI, Ollama API with base64 images). The model performs best when asked to "think step by step".