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  This model is a mixed gguf:q2ks of [Qwen/Qwen3-235B-A22B](https://huggingface.co/Qwen/Qwen3-235B-A22B) generated by [intel/auto-round](https://github.com/intel/auto-round) algorithm. Embedding layer and lm-head layer are fallback to 8 bits and non expert layers are fallback to 4 bits. Please refer to Section `Generate the model` for more details.
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- Theoretically, this model(https://huggingface.co/Intel/Qwen3-235B-A22B-q2ks-mixed-AutoRound-inc-v1) should perform better, but we don’t yet have accuracy metrics to confirm it.
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  ## How To Use
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  This model is a mixed gguf:q2ks of [Qwen/Qwen3-235B-A22B](https://huggingface.co/Qwen/Qwen3-235B-A22B) generated by [intel/auto-round](https://github.com/intel/auto-round) algorithm. Embedding layer and lm-head layer are fallback to 8 bits and non expert layers are fallback to 4 bits. Please refer to Section `Generate the model` for more details.
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+ **Theoretically, this model(https://huggingface.co/Intel/Qwen3-235B-A22B-q2ks-mixed-AutoRound-inc-v1) should perform better, but we don’t yet have accuracy metrics to confirm it.**
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  ## How To Use
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