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README.md

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+
+---
+
+base_model:
+- Qwen/Qwen3-8B
+tags:
+- text-generation-inference
+- transformers
+- qwen3
+- ui-generation
+- tailwind-css
+- html
+- reasoning
+- step-by-step-generation
+- hybrid-thinking
+- tool-calling
+license: apache-2.0
+language:
+- en
+
+---
+
+[![QuantFactory Banner](https://lh7-rt.googleusercontent.com/docsz/AD_4nXeiuCm7c8lEwEJuRey9kiVZsRn2W-b4pWlu3-X534V3YmVuVc2ZL-NXg2RkzSOOS2JXGHutDuyyNAUtdJI65jGTo8jT9Y99tMi4H4MqL44Uc5QKG77B0d6-JfIkZHFaUA71-RtjyYZWVIhqsNZcx8-OMaA?key=xt3VSDoCbmTY7o-cwwOFwQ)](https://hf.co/QuantFactory)
+
+
+# QuantFactory/UIGEN-X-8B-GGUF
+This is quantized version of [Tesslate/UIGEN-X-8B](https://huggingface.co/Tesslate/UIGEN-X-8B) created using llama.cpp
+
+# Original Model Card
+
+
+
+
+# UIGEN-X-8B Hybrid Reasoning UI Generation Model
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/-C7uzKoh8rxQKj_x1QpbB.png)
+
+> Tesslate's hybrid reasoning UI generation model built on Qwen3-8B architecture. Trained to systematically plan, architect, and implement complete user interfaces across modern development stacks.
+
+**Live Examples**: [https://uigenoutput.tesslate.com](https://uigenoutput.tesslate.com)  
+**Discord Community**: [https://discord.gg/EcCpcTv93U](https://discord.gg/EcCpcTv93U)  
+**Website**: [https://tesslate.com](https://tesslate.com)
+
+---
+
+## Model Architecture
+
+UIGEN-X-8B implements **hybrid reasoning** from the Qwen3 family - combining systematic planning with direct implementation. The model follows a structured thinking process:
+
+1. **Problem Analysis** — Understanding requirements and constraints
+2. **Architecture Planning** — Component structure and technology decisions  
+3. **Design System Definition** — Color schemes, typography, and styling approach
+4. **Implementation Strategy** — Step-by-step code generation with reasoning
+
+This hybrid approach enables both thoughtful planning and efficient code generation, making it suitable for complex UI development tasks.
+
+---
+
+## Complete Technology Coverage
+
+UIGEN-X-8B supports **26 major categories** spanning **frameworks and libraries** across **7 platforms**:
+
+### Web Frameworks
+- **React**: Next.js, Remix, Gatsby, Create React App, Vite
+- **Vue**: Nuxt.js, Quasar, Gridsome
+- **Angular**: Angular CLI, Ionic Angular
+- **Svelte**: SvelteKit, Astro
+- **Modern**: Solid.js, Qwik, Alpine.js
+- **Static**: Astro, 11ty, Jekyll, Hugo
+
+### Styling Systems
+- **Utility-First**: Tailwind CSS, UnoCSS, Windi CSS
+- **CSS-in-JS**: Styled Components, Emotion, Stitches
+- **Component Systems**: Material-UI, Chakra UI, Mantine
+- **Traditional**: Bootstrap, Bulma, Foundation
+- **Design Systems**: Carbon Design, IBM Design Language
+- **Framework-Specific**: Angular Material, Vuetify, Quasar
+
+### UI Component Libraries
+- **React**: shadcn/ui, Material-UI, Ant Design, Chakra UI, Mantine, PrimeReact, Headless UI, NextUI, DaisyUI
+- **Vue**: Vuetify, PrimeVue, Quasar, Element Plus, Naive UI
+- **Angular**: Angular Material, PrimeNG, ng-bootstrap, Clarity Design
+- **Svelte**: Svelte Material UI, Carbon Components Svelte
+- **Headless**: Radix UI, Reach UI, Ariakit, React Aria
+
+### State Management
+- **React**: Redux Toolkit, Zustand, Jotai, Valtio, Context API
+- **Vue**: Pinia, Vuex, Composables
+- **Angular**: NgRx, Akita, Services
+- **Universal**: MobX, XState, Recoil
+
+### Animation Libraries 
+- **React**: Framer Motion, React Spring, React Transition Group
+- **Vue**: Vue Transition, Vueuse Motion
+- **Universal**: GSAP, Lottie, CSS Animations, Web Animations API
+- **Mobile**: React Native Reanimated, Expo Animations
+
+### Icon Systems 
+Lucide, Heroicons, Material Icons, Font Awesome, Ant Design Icons, Bootstrap Icons, Ionicons, Tabler Icons, Feather, Phosphor, React Icons, Vue Icons
+
+---
+
+## Platform Support
+
+### Web Development
+Complete coverage of modern web development from simple HTML/CSS to complex enterprise applications.
+
+### Mobile Development
+- **React Native**: Expo, CLI, with navigation and state management
+- **Flutter**: Cross-platform mobile with Material and Cupertino designs
+- **Ionic**: Angular, React, and Vue-based hybrid applications
+
+### Desktop Applications
+- **Electron**: Cross-platform desktop apps (Slack, VSCode-style)
+- **Tauri**: Rust-based lightweight desktop applications
+- **Flutter Desktop**: Native desktop performance
+
+### Python Applications
+- **Web UI**: Streamlit, Gradio, Flask, FastAPI
+- **Desktop GUI**: Tkinter, PyQt5/6, Kivy, wxPython, Dear PyGui
+
+### Development Tools
+Build tools, bundlers, testing frameworks, and development environments.
+
+---
+
+## Programming Language Support
+
+**26 Languages and Approaches**:
+JavaScript, TypeScript, Python, Dart, HTML5, CSS3, SCSS, SASS, Less, PostCSS, CSS Modules, Styled Components, JSX, TSX, Vue SFC, Svelte Components, Angular Templates, Tailwind, PHP
+
+---
+
+## Visual Style System
+
+UIGEN-X-8B includes **21 distinct visual style categories** that can be applied to any framework:
+
+### Modern Design Styles
+- **Glassmorphism**: Frosted glass effects with blur and transparency
+- **Neumorphism**: Soft, extruded design elements
+- **Material Design**: Google's design system principles
+- **Fluent Design**: Microsoft's design language
+
+### Traditional & Classic
+- **Skeuomorphism**: Real-world object representations
+- **Swiss Design**: Clean typography and grid systems
+- **Bauhaus**: Functional, geometric design principles
+
+### Contemporary Trends
+- **Brutalism**: Bold, raw, unconventional layouts
+- **Anti-Design**: Intentionally imperfect, organic aesthetics
+- **Minimalism**: Essential elements only, generous whitespace
+
+### Thematic Styles
+- **Cyberpunk**: Neon colors, glitch effects, futuristic elements
+- **Dark Mode**: High contrast, reduced eye strain
+- **Retro-Futurism**: 80s/90s inspired futuristic design
+- **Geocities/90s Web**: Nostalgic early web aesthetics
+
+### Experimental
+- **Maximalism**: Rich, layered, abundant visual elements
+- **Madness/Experimental**: Unconventional, boundary-pushing designs
+- **Abstract Shapes**: Geometric, non-representational elements
+
+---
+
+## Prompt Structure Guide
+
+### Basic Structure
+To achieve the best results, use this prompting structure below: 
+```
+[Action] + [UI Type] + [Framework Stack] + [Specific Features] + [Optional: Style]
+```
+
+### Examples
+
+**Simple Component**:
+```
+Create a navigation bar using React + Tailwind CSS with logo, menu items, and mobile hamburger menu
+```
+
+**Complex Application**:
+```
+Build a complete e-commerce dashboard using Next.js + TypeScript + Tailwind CSS + shadcn/ui with:
+- Product management (CRUD operations)
+- Order tracking with status updates  
+- Customer analytics with charts
+- Responsive design for mobile/desktop
+- Dark mode toggle
+Style: Use a clean, modern glassmorphism aesthetic
+```
+
+**Framework-Specific**:
+```
+Design an Angular Material admin panel with:
+- Sidenav with expandable menu items
+- Data tables with sorting and filtering
+- Form validation with reactive forms
+- Charts using ng2-charts
+- SCSS custom theming
+```
+
+### Advanced Prompt Techniques
+
+**Multi-Page Applications**:
+```
+Create a complete SaaS application using Vue 3 + Nuxt 3 + Tailwind CSS + Pinia:
+
+Pages needed:
+1. Landing page with hero, features, pricing
+2. Dashboard with metrics and quick actions
+3. Settings page with user preferences
+4. Billing page with subscription management
+
+Include: Navigation between pages, state management, responsive design
+Style: Professional, modern with subtle animations
+```
+
+**Style Mixing**:
+```
+Build a portfolio website using Svelte + SvelteKit + Tailwind CSS combining:
+- Minimalist layout principles
+- Cyberpunk color scheme (neon accents)
+- Smooth animations for page transitions
+- Typography-driven content sections
+```
+
+---
+
+## Tool Calling & Agentic Usage
+
+UIGEN-X-8B supports **function calling** for dynamic asset integration and enhanced development workflows.
+
+### Image Integration with Unsplash
+
+Register tools for dynamic image fetching:
+
+```json
+{
+  "type": "function",
+  "function": {
+    "name": "fetch_unsplash_image",
+    "description": "Fetch high-quality images from Unsplash for UI mockups",
+    "parameters": {
+      "type": "object",
+      "properties": {
+        "query": {
+          "type": "string", 
+          "description": "Search term for image (e.g., 'modern office', 'technology', 'nature')"
+        },
+        "orientation": {
+          "type": "string",
+          "enum": ["landscape", "portrait", "squarish"],
+          "description": "Image orientation"
+        },
+        "size": {
+          "type": "string",
+          "enum": ["small", "regular", "full"],
+          "description": "Image size"
+        }
+      },
+      "required": ["query"]
+    }
+  }
+}
+```
+
+### Content Generation Tools
+
+```json
+{
+  "type": "function", 
+  "function": {
+    "name": "generate_content",
+    "description": "Generate realistic content for UI components",
+    "parameters": {
+      "type": "object",
+      "properties": {
+        "type": {
+          "type": "string",
+          "enum": ["user_profiles", "product_data", "blog_posts", "testimonials"],
+          "description": "Type of content to generate"
+        },
+        "count": {
+          "type": "integer",
+          "description": "Number of items to generate"
+        },
+        "theme": {
+          "type": "string", 
+          "description": "Content theme or industry"
+        }
+      },
+      "required": ["type", "count"]
+    }
+  }
+}
+```
+
+### Complete Agentic Workflow Example
+
+```python
+# 1. Plan the application
+response = model.chat([
+    {"role": "user", "content": "Plan a complete travel booking website using React + Next.js + Tailwind CSS + shadcn/ui"}
+], tools=[fetch_unsplash_image, generate_content])
+
+# 2. The model will reason through the requirements and call tools:
+# - fetch_unsplash_image(query="travel destinations", orientation="landscape") 
+# - generate_content(type="destinations", count=10, theme="popular travel")
+# - fetch_unsplash_image(query="hotel rooms", orientation="landscape")
+
+# 3. Generate complete implementation with real assets
+final_response = model.chat([
+    {"role": "user", "content": "Now implement the complete website with the fetched images and content"}
+])
+```
+
+### Tool Integration Patterns
+
+**Dynamic Asset Loading**:
+- Fetch relevant images during UI generation
+- Generate realistic content for components
+- Create cohesive color palettes from images
+- Optimize assets for web performance
+
+**Multi-Step Development**:
+- Plan application architecture
+- Generate individual components  
+- Integrate components into pages
+- Apply consistent styling and theming
+- Test responsive behavior
+
+**Content-Aware Design**:
+- Adapt layouts based on content types
+- Optimize typography for readability
+- Create responsive image galleries
+- Generate accessible alt text
+
+---
+
+## Inference Configuration
+
+### Optimal Parameters
+```python
+{
+    "temperature": 0.6,         # Balanced creativity and consistency (make it lower if quantized!!!!)
+    "top_p": 0.9,               # Nucleus sampling for quality
+    "top_k": 40,                # Vocabulary restriction
+    "max_tokens": 25000,         # Full component generation
+    "repetition_penalty": 1.1,  # Avoid repetitive patterns
+}
+```
+
+---
+
+## Use Cases & Applications
+
+### Rapid Prototyping
+- Quick mockups for client presentations
+- A/B testing different design approaches
+- Concept validation with interactive prototypes
+
+### Production Development
+- Component library creation
+- Design system implementation
+- Template and boilerplate generation
+
+### Educational & Learning
+- Teaching modern web development
+- Framework comparison and evaluation
+- Best practices demonstration
+
+### Enterprise Solutions
+- Dashboard and admin panel generation
+- Internal tool development
+- Legacy system modernization
+
+---
+
+## Technical Requirements
+
+### Hardware
+- **GPU**: 8GB+ VRAM recommended (RTX 3080/4070 or equivalent)
+- **RAM**: 16GB system memory minimum
+- **Storage**: 20GB for model weights and cache
+
+### Software
+- **Python**: 3.8+ with transformers, torch, unsloth
+- **Node.js**: For running generated JavaScript/TypeScript code
+- **Browser**: Modern browser for testing generated UIs
+
+### Integration
+- Compatible with HuggingFace transformers
+- Supports GGML/GGUF quantization
+- Works with text-generation-webui
+- API-ready for production deployment
+
+---
+
+## Limitations & Considerations
+
+- **Token Usage**: Reasoning process increases token consumption
+- **Complex Logic**: Focuses on UI structure rather than business logic
+- **Real-time Features**: Generated code requires backend integration
+- **Testing**: Output may need manual testing and refinement
+- **Accessibility**: While ARIA-aware, manual a11y testing recommended
+
+---
+
+## Community & Support
+
+**Discord**: [https://discord.gg/EcCpcTv93U](https://discord.gg/EcCpcTv93U)  
+**Website**: [https://tesslate.com](https://tesslate.com)  
+**Examples**: [https://uigenoutput.tesslate.com](https://uigenoutput.tesslate.com)
+
+Join our community to share creations, get help, and contribute to the ecosystem.
+
+---
+
+## Citation
+
+```bibtex
+@misc{tesslate_uigen_x_2025,
+  title={UIGEN-X-8B: Hybrid Reasoning UI Generation with Qwen3},
+  author={Tesslate Team},
+  year={2025},
+  publisher={Tesslate},
+  url={https://huggingface.co/tesslate/UIGEN-X-8B}
+}
+```
+
+---
+
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ZhW150gEhg0lkXoSjkiiU.png" alt="UI Screenshot 1" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/NdxVu6Zv6beigOYjbKCl1.png" alt="UI Screenshot 2" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/RX8po_paCIxrrcTvZ3xfA.png" alt="UI Screenshot 3" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/DBssA7zan39uxy9HQOo5N.png" alt="UI Screenshot 4" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ttljEdBcYh1tkmyrCUQku.png" alt="UI Screenshot 5" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/duLxNQAuqv1FPVlsmQsWr.png" alt="UI Screenshot 6" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ja2nhpNrvucf_zwCARXxa.png" alt="UI Screenshot 7" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ca0f_8U9HQdaSVAejpzPn.png" alt="UI Screenshot 8" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/gzZF2CiOjyEbPAPRYSV-N.png" alt="UI Screenshot 9" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/y8wB78PffUUoVLzw3al2R.png" alt="UI Screenshot 10" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/M12dGr0xArAIF7gANSC5T.png" alt="UI Screenshot 11" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/t7r7cYlUwmI1QQf3fxO7o.png" alt="UI Screenshot 12" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/-uCIIJqTrrY9xkJHKCEqC.png" alt="UI Screenshot 13" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/eqT3IUWaPtoNQb-IWQNuy.png" alt="UI Screenshot 14" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/RhbGMcxCNlMIXRLEacUGi.png" alt="UI Screenshot 15" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/FWhs43BKkXku12MwiW0v9.png" alt="UI Screenshot 16" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/67db34a5e7f1d129b294e2af/ILHx-xcn18cyDLX5a63xV.png" alt="UIGEN-X UI Screenshot 1" width="400">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/67db34a5e7f1d129b294e2af/A-zKo1J4HYftjiOjq_GB4.png" alt="UIGEN-X UI Screenshot 2" width="400">
+
+
+*Built with hybrid reasoning capabilities from Qwen3, UIGEN-X-8B represents a comprehensive approach to AI-driven UI development across the entire modern web development ecosystem.*