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README.md

@@ -3,7 +3,7 @@ license: apache-2.0
 ---
 # Templates-Super-Resolution (FLUX.2-klein-base-4B)
 
-This model is one of the Diffusion Templates series models in the open-source [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio). Specifically designed for image super-resolution, it takes low-resolution input images and redraws them with rich high-definition details while preserving the original composition and semantics.
+This model is part of the open-source Diffusion Templates series by [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio). Specifically designed for image super-resolution, it takes low-resolution input images and redraws them with rich high-definition details while preserving the original composition and semantics.
 
 ## Results
 
@@ -74,11 +74,11 @@ image = template(
     pipe,
     prompt="A cat is sitting on a stone.",
     seed=0, cfg_scale=4, num_inference_steps=50,
-    template_inputs = [{
+    template_inputs=[{
         "image": Image.open("data/examples/templates/image_lowres_512.jpg"),
         "prompt": "A cat is sitting on a stone.",
     }],
-    negative_template_inputs = [{
+    negative_template_inputs=[{
         "image": Image.open("data/examples/templates/image_lowres_512.jpg"),
         "prompt": "",
     }],
@@ -88,11 +88,11 @@ image = template(
     pipe,
     prompt="A cat is sitting on a stone.",
     seed=0, cfg_scale=4, num_inference_steps=50,
-    template_inputs = [{
+    template_inputs=[{
         "image": Image.open("data/examples/templates/image_lowres_100.jpg"),
         "prompt": "A cat is sitting on a stone.",
     }],
-    negative_template_inputs = [{
+    negative_template_inputs=[{
         "image": Image.open("data/examples/templates/image_lowres_100.jpg"),
         "prompt": "",
     }],
@@ -173,7 +173,7 @@ image.save("image_Upscaler_2.png")
 
 ```
 
-## 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/).