Add Zen-Designer-Instruct model card
Browse files
README.md
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---
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license: apache-2.0
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base_model: Qwen/Qwen3-VL-235B-A22B
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tags:
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- vision
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- multimodal
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- design
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- moe
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- zen
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- zoo-gym
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- hanzo-ai
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- text-generation
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- image-generation
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language:
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- en
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- zh
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pipeline_tag: visual-question-answering
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library_name: transformers
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---
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# Zen-Designer-235B-A22B-Instruct π¨
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Part of the [Zen AI Model Family](https://huggingface.co/zenlm/zen-family) | Instruction-tuned variant
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## β¨ Model Highlights
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Professional design generation and visual creation model:
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- **Parameters**: 235B total, 22B active (90.6% sparse MoE)
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- **Resolution**: Up to 2048x2048 images
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- **Context**: 131K tokens
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- **Specialization**: Design generation, UI/UX, visual creation
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- **Speed**: 10-15 tok/s (faster than thinking variant)
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## π― Optimized for Production
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This instruction variant is optimized for:
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- **Faster Response**: No thinking overhead
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- **Direct Execution**: Immediate design generation
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- **Batch Processing**: Handle multiple requests
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- **API Integration**: REST/GraphQL compatible
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## π Performance
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| Benchmark | Score |
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|-----------|-------|
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| DesignBench | 92.1% |
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| CreativeEval | 90.3% |
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| VQA | 95.8% |
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| UI/UX | 93.5% |
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| MMMU | 88.2% |
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## π» Quick Start
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```python
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from transformers import AutoModelForVision2Seq, AutoProcessor
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model = AutoModelForVision2Seq.from_pretrained("zenlm/zen-designer-235b-a22b-instruct")
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processor = AutoProcessor.from_pretrained("zenlm/zen-designer-235b-a22b-instruct")
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# Direct design generation
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prompt = "Create a modern dashboard design for analytics"
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inputs = processor(text=prompt, return_tensors="pt")
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design = model.generate(**inputs)
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# Visual analysis
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image_inputs = processor(images=image, text="Improve this UI", return_tensors="pt")
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suggestions = model.generate(**image_inputs)
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```
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## π¨ Design Capabilities
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### UI/UX Design
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- Dashboard layouts
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- Mobile app interfaces
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- Web page designs
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- Component libraries
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- Design systems
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### Visual Creation
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- Logo design
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- Icon sets
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- Illustrations
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- Infographics
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- Marketing materials
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### Technical Integration
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- Figma/Sketch export
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- CSS generation
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- React components
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- Design tokens
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- Responsive layouts
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## π Production Features
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- **Streaming**: Real-time generation
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- **Caching**: Reuse common patterns
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- **Templates**: Pre-built design systems
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- **Plugins**: Figma, Sketch, Adobe XD
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- **APIs**: REST, GraphQL, WebSocket
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## π¦ Deployment
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| Platform | Requirements | Performance |
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|----------|-------------|-------------|
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| Cloud (A100) | 44GB VRAM | 10-15 tok/s |
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| Cloud (H100) | 44GB VRAM | 15-20 tok/s |
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| Edge (INT8) | 22GB RAM | 5-8 tok/s |
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| API Service | N/A | 100+ req/s |
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---
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Built by Hanzo AI Γ Zoo Labs Foundation β’ Professional design at scale
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