fix spelling and markdown pre-commit issues

fastvideo/train/methods/rl/reward/HPSv3/hpsv3/model/differentiable_image_processor.py

@@ -172,7 +172,7 @@ class Qwen2VLImageProcessor(BaseImageProcessor):
         max_pixels (`int`, *optional*, defaults to `28 * 28 * 1280`):
             The max pixels of the image to resize the image.
         patch_size (`int`, *optional*, defaults to 14):
-            The spacial patch size of the vision encoder.
+            The spatial patch size of the vision encoder.
         temporal_patch_size (`int`, *optional*, defaults to 2):
             The temporal patch size of the vision encoder.
         merge_size (`int`, *optional*, defaults to 2):
@@ -626,4 +626,4 @@ class Qwen2VLImageProcessor(BaseImageProcessor):
             vision_grid_thws = np.array(vision_grid_thws)
             data = {"pixel_values_videos": pixel_values, "video_grid_thw": vision_grid_thws}
 
-        return BatchFeature(data=data, tensor_type=return_tensors)
+        return BatchFeature(data=data, tensor_type=return_tensors)

fastvideo/train/methods/rl/reward/VideoAlign/checkpoints/README.md

@@ -5,4 +5,4 @@ cd checkpoints
 git lfs install
 git clone https://huggingface.co/KwaiVGI/VideoReward
 cd ..
-```
+```