update README

examples/flux/README.md

@@ -105,7 +105,7 @@ ModelConfig(path=[
 ])
 ```
 
-The `from_pretrained` method also provides extra arguments to control model loading behavior:
+The `ModelConfig` method also provides extra arguments to control model loading behavior:
 
 * `local_model_path`: Path to save downloaded models. Default is `"./models"`.
 * `skip_download`: Whether to skip downloading. Default is `False`. If your network cannot access [ModelScope](https://modelscope.cn/  ), download the required files manually and set this to `True`.

examples/flux/README_zh.md

@@ -105,7 +105,7 @@ ModelConfig(path=[
 ])
 ```
 
-`from_pretrained` 还提供了额外的参数用于控制模型加载时的行为：
+`ModelConfig` 还提供了额外的参数用于控制模型加载时的行为：
 
 * `local_model_path`: 用于保存下载模型的路径，默认值为 `"./models"`。
 * `skip_download`: 是否跳过下载，默认值为 `False`。当您的网络无法访问[魔搭社区](https://modelscope.cn/)时，请手动下载必要的文件，并将其设置为 `True`。

examples/wanvideo/README.md

@@ -121,11 +121,14 @@ ModelConfig(path=[
 ])
 ```
 
-The `from_pretrained` function also provides additional parameters to control the behavior during model loading:
+The `ModelConfig` function provides additional parameters to control the behavior during model loading:
 
-* `tokenizer_config`: Path to the tokenizer of the Wan model. Default value is `ModelConfig(model_id="Wan-AI/Wan2.1-T2V-1.3B", origin_file_pattern="google/*")`.
 * `local_model_path`: Path where downloaded models are saved. Default value is `"./models"`.
 * `skip_download`: Whether to skip downloading models. Default value is `False`. When your network cannot access [ModelScope](https://modelscope.cn/), manually download the necessary files and set this to `True`.
+
+The `from_pretrained` function provides additional parameters to control the behavior during model loading:
+
+* `tokenizer_config`: Path to the tokenizer of the Wan model. Default value is `ModelConfig(model_id="Wan-AI/Wan2.1-T2V-1.3B", origin_file_pattern="google/*")`.
 * `redirect_common_files`: Whether to redirect duplicate model files. Default value is `True`. Since the Wan series models include multiple base models, some modules like text encoder are shared across these models. To avoid redundant downloads, we redirect the model paths.
 * `use_usp`: Whether to enable Unified Sequence Parallel. Default value is `False`. Used for multi-GPU parallel inference.
 

examples/wanvideo/README_zh.md

@@ -120,11 +120,14 @@ ModelConfig(path=[
 ])
 ```
 
-`from_pretrained` 还提供了额外的参数用于控制模型加载时的行为：
+`ModelConfig` 提供了额外的参数用于控制模型加载时的行为：
 
-* `tokenizer_config`: Wan 模型的 tokenizer 路径，默认值为 `ModelConfig(model_id="Wan-AI/Wan2.1-T2V-1.3B", origin_file_pattern="google/*")`。
 * `local_model_path`: 用于保存下载模型的路径，默认值为 `"./models"`。
 * `skip_download`: 是否跳过下载，默认值为 `False`。当您的网络无法访问[魔搭社区](https://modelscope.cn/)时，请手动下载必要的文件，并将其设置为 `True`。
+
+`from_pretrained` 提供了额外的参数用于控制模型加载时的行为：
+
+* `tokenizer_config`: Wan 模型的 tokenizer 路径，默认值为 `ModelConfig(model_id="Wan-AI/Wan2.1-T2V-1.3B", origin_file_pattern="google/*")`。
 * `redirect_common_files`: 是否重定向重复模型文件，默认值为 `True`。由于 Wan 系列模型包括多个基础模型，每个基础模型的 text encoder 等模块都是相同的，为避免重复下载，我们会对模型路径进行重定向。
 * `use_usp`: 是否启用 Unified Sequence Parallel，默认值为 `False`。用于多 GPU 并行推理。