Kontext fixes (#11815)

fix

docs/source/en/api/pipelines/flux.md

@@ -302,11 +302,11 @@ image.save("flux-kontext.png")
 Flux Kontext comes with an integrity safety checker, which should be run after the image generation step. To run the safety checker, install the official repository from [black-forest-labs/flux](https://github.com/black-forest-labs/flux) and add the following code:
 
 ```python
-from flux.safety import PixtralIntegrity
+from flux.content_filters import PixtralContentFilter
 
 # ... pipeline invocation to generate images
 
-integrity_checker = PixtralIntegrity(torch.device("cuda"))
+integrity_checker = PixtralContentFilter(torch.device("cuda"))
 image_ = np.array(image) / 255.0
 image_ = 2 * image_ - 1
 image_ = torch.from_numpy(image_).to("cuda", dtype=torch.float32).unsqueeze(0).permute(0, 3, 1, 2)

src/diffusers/pipelines/flux/pipeline_flux_kontext.py

@@ -65,8 +65,10 @@ EXAMPLE_DOC_STRING = """
         ... )
         >>> pipe.to("cuda")
 
-        >>> image = load_image("inputs/yarn-art-pikachu.png").convert("RGB")
-        >>> prompt = "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/yarn-art-pikachu.png"
+        >>> image = load_image(
+        ...     "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/yarn-art-pikachu.png"
+        ... ).convert("RGB")
+        >>> prompt = "Make Pikachu hold a sign that says 'Black Forest Labs is awesome', yarn art style, detailed, vibrant colors"
         >>> image = pipe(
         ...     image=image,
         ...     prompt=prompt,