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@@ -22,7 +22,6 @@ Qwen3 is the latest generation of large language models in Qwen series, offering
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  ## Model Overview
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- ## Model Overview
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  **Qwen3-235B-A22B** has the following features:
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  - Type: Causal Language Models
@@ -40,13 +39,19 @@ For more details, including benchmark evaluation, hardware requirements, and inf
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  ## Quickstart
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- The code of Qwen3 has been in the latest Hugging Face `transformers` and we advise you to use the latest version of `transformers`.
 
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- With `transformers<4.51.0`, you will encounter the following error:
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- ```
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  KeyError: 'qwen3'
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  ```
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  The following contains a code snippet illustrating how to use the model generate content based on given inputs.
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  ```python
 
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  ## Model Overview
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  **Qwen3-235B-A22B** has the following features:
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  - Type: Causal Language Models
 
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  ## Quickstart
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+ The code of Qwen3 has been in the latest versions of both **`transformers` (≥ 4.52.4)** and **`mlx_lm` (≥ 0.25.2)**, and we advise you to use the latest version of `transformers` and `mlx_lm`.
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+ Older versions (e.g., `transformers<4.51.0`) may raise errors like:
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+ ```text
 
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  KeyError: 'qwen3'
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  ```
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+ Install or upgrade both packages:
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+
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+ ```bash
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+ pip install --upgrade transformers mlx_lm
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+ ```
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+
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  The following contains a code snippet illustrating how to use the model generate content based on given inputs.
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  ```python