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  <p align="center">
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  <img src="https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*4QxcQrBlTiAAAAAAQXAAAAgAemJ7AQ/original" width="100"/>
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  <p>
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- <p align="center">🤗 <a href="https://huggingface.co/inclusionAI">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="https://modelscope.cn/organization/inclusionAI">ModelScope</a></p>
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  ## Introduction
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  <div style="display: flex; justify-content: center;">
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  <div style="text-align: center;">
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- <img src="https://cdn-uploads.huggingface.co/production/uploads/68d20104a6f8ea66da0cb447/aSC3iV1m0CDRs6Zl6RXqA.png" width="100%">
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  <p style="margin-top: 8px; font-size: 14px;"><strong>Figure 2:</strong> Model Performance Comparison </p>
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  </div>
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  </div>
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  --gpu-memory-utilization 0.90 \
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  ```
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  <p align="center">
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  <img src="https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*4QxcQrBlTiAAAAAAQXAAAAgAemJ7AQ/original" width="100"/>
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  <p>
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+ <p align="center">🤗 <a href="https://huggingface.co/inclusionAI/Ring-mini-linear-2.0">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="https://modelscope.cn/organization/inclusionAI/Ring-mini-linear-2.0">ModelScope</a></p>
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  ## Introduction
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  <div style="display: flex; justify-content: center;">
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  <div style="text-align: center;">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/68d20104a6f8ea66da0cb447/R60ZUq0UgrdQixlDPX-G3.png" width="100%">
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  <p style="margin-top: 8px; font-size: 14px;"><strong>Figure 2:</strong> Model Performance Comparison </p>
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  </div>
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  </div>
 
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  --gpu-memory-utilization 0.90 \
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  --no-enable-prefix-caching
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  ```