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README.md

@@ -5,7 +5,7 @@ license: apache-2.0
 
 This model is one of the open-source Diffusion Templates series models from [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio). It is an Aesthetic alignment model that allows adjusting the degree of aesthetic alignment in generated images by modifying the `scale` parameter.
 
-## Results Showcase
+## Results
 
 > **Prompt:** A cat is sitting on a stone.
 
@@ -39,12 +39,13 @@ cd DiffSynth-Studio
 pip install -e .
 ```
 
-* Direct inference (requires 40GB GPU memory)
+* Direct inference (requires 40G GPU memory)
 
 ```python
 from diffsynth.diffusion.template import TemplatePipeline
 from diffsynth.pipelines.flux2_image import Flux2ImagePipeline, ModelConfig
 import torch
+```
 
 pipe = Flux2ImagePipeline.from_pretrained(
     torch_dtype=torch.bfloat16,
@@ -165,7 +166,7 @@ image.save("image_Aesthetic_2.5.jpg")
 
 ```
 
-## Training Code
+## Training Script
 
 After installing DiffSynth-Studio, use the following script to start training. For more information, please refer to the [DiffSynth-Studio Documentation](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/).