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README.md
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---
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license: apache-2.0
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language:
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- en
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library_name: transformers
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tags:
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- multimodal
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- aria
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---
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<p align="center">
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<br>Aria</br>
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</p>
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<p align="center">
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π <a href="https://huggingface.co" target="_blank"> Try Aria!</a> Β· π <a href="https://huggingface.co" target="_blank">Blog</a> Β· π <a href="https://huggingface.co" target="_blank">Paper</a> Β·
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Β·π€ <a href="https://huggingface.co" target="_blank">GitHub</a> π <a href="https://huggingface.co" target="_blank">Discord</a>
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Β· π <a href="https://huggingface.co" target="_blank">Twitter</a>
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</p>
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# Highlights
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- Aria is the **first open multimodal native MoE** model, capable of seamlessly handling various input modalities within a MoE architecture.
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- Aria performs **on par with GPT-4o mini and Gemini 1.5 Flash** across a range of multimodal tasks while maintaining strong performance on **text**-only tasks.
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- Compared to similar or even larger models, Aria boasts **faster speeds** and **lower costs**. This high efficiency stems from its ability to activate only 3.9B parameters during inference β the **fewest** among models with comparable performance.
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# Key features
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- **Robust multimodal understanding**: Aria processes various input modalities, including video, images, code, and text. It demonstrates strong performance across diverse downstream tasks such as long-context video and image understanding and OCR. Moreover, it excels in instruction following.
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- **Flexible image handling**: Aria supports variable image sizes and aspect ratios while maintaining high quality.
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- **Extended context capacity**: Aria can manage multiple images within a long context window of 64k tokens.
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- **Advanced text understanding**: Aria demonstrates competitive performance across language and coding tasks.
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# Model Info
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| Model | Download | Parameter | Context Length |
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| :---- | :------- | :------------ | :------ |
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| Aria | < HF link - TBD> | β’ Activation: 3.9B (3.5B MoE + 0.4B Visual Encoder) <br> β’ Total: 25.3B | 64K |
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# Benchmark
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# Quick Start
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# License
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This repo is released under the Apache 2.0 License.
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