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README.md
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# Qwen3.5-9B
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<img width="400px" src="https://
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> [!Note]
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> This repository contains model weights and configuration files for the post-trained model in the Hugging Face Transformers format.
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> These artifacts are compatible with Hugging Face Transformers, vLLM, SGLang, KTransformers, etc.
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Over recent months, we have intensified our focus on developing foundation models that deliver exceptional utility and performance. Qwen3.5 represents a significant leap forward, integrating breakthroughs in multimodal learning, architectural efficiency, reinforcement learning scale, and global accessibility to empower developers and enterprises with unprecedented capability and efficiency.
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# Qwen3.5-9B
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<img width="400px" src="https://huggingface.co/surogate/Qwen3.5-4B-FP8/resolve/main/Surogate-Logo-White.png">
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**This Qwen3.5 variant is recommended for Surogate. Check out [http://surogate.ai](http://surogate.ai)**
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> [!Note]
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> This repository contains FP8-quantized model weights and configuration files for the post-trained model in the Hugging Face Transformers format.
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> These artifacts are compatible with Hugging Face Transformers, vLLM, SGLang, KTransformers, etc.
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> The quantization method is fine-grained fp8 quantization with block size of 128, and its performance metrics are nearly identical to those of the original model.
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Over recent months, we have intensified our focus on developing foundation models that deliver exceptional utility and performance. Qwen3.5 represents a significant leap forward, integrating breakthroughs in multimodal learning, architectural efficiency, reinforcement learning scale, and global accessibility to empower developers and enterprises with unprecedented capability and efficiency.
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