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hf_model_readme.md
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---
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license: apache-2.0
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base_model: unsloth/Qwen2.5-Omni-3B
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tags:
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- multimodal
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- text
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- image
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- audio
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- video
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- senter
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- omnimodal
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- 4b
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- 128k
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- uncensored
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pipeline_tag: text-generation
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---
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# π Senter-Omni
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**Multimodal AI Assistant with Cross-Modal Embeddings**
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## π Overview
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Senter-Omni is a 4B parameter multimodal AI assistant that understands and reasons across text, images, audio, and video simultaneously. Built on Qwen2.5-Omni with extended 128K context and Apache 2.0 licensing.
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## β¨ Key Features
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- **π― ONE MODEL, ALL MODALITIES** - Single model for text, image, audio, and video
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- **β‘ TRUE STREAMING** - Real-time token generation (~0.234s time-to-first-token)
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- **π OPEN & UNCENSORED** - Apache 2.0 licensed with unrestricted responses
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- **π§ 128K CONTEXT** - Extended RoPE scaling for massive documents
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- **πΎ MEMORY EFFICIENT** - 4-bit quantized model for consumer GPUs
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- **π CROSS-MODAL EMBEDDINGS** - Unified 1024D space for all modalities
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## π Quick Start
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```python
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from omni import OmniClient
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# Initialize Senter-Omni
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client = OmniClient()
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# Multimodal chat
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response = client.chat([
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{"role": "user", "content": [
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{"type": "image", "image": "photo.jpg"},
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{"type": "text", "text": "What do you see?"}
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]}
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])
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# Cross-modal embeddings
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embedding = client.embed("any content", modality="auto")
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```
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## π Model Specifications
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- **Parameters**: 4B (quantized to 4-bit)
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- **Context Length**: 128K tokens (RoPE scaled)
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- **Memory Usage**: ~8GB VRAM
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- **Modalities**: Text, Image, Audio, Video
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- **License**: Apache 2.0
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## π Links
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- **GitHub Repository**: https://github.com/SouthpawIN/senter-omni
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- **Training Dataset**: https://huggingface.co/datasets/SouthpawIN/senter-omni-data
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- **Demo Script**: Run `python senter_omni_demo.py` in the GitHub repo
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## π― Performance
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- **Time to First Token**: ~0.234s
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- **Text Generation**: 2-5 seconds
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- **Image Analysis**: 3-6 seconds
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- **Audio Processing**: 4-8 seconds
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- **Multimodal Chat**: 5-10 seconds
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## π οΈ Installation
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```bash
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git clone https://github.com/SouthpawIN/senter-omni.git
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cd senter-omni
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pip install -r requirements.txt
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python senter_omni_demo.py
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```
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## π Citation
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```bibtex
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@misc{senter-omni,
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title={Senter-Omni: Multimodal AI Assistant with Cross-Modal Embeddings},
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author={Chris at Alignment Lab AI},
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year={2024},
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url={https://github.com/SouthpawIN/senter-omni}
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}
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```
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---
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**Built with β€οΈ by Chris at Alignment Lab AI**
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