docs: update docs to use image arg

Author: fboulnois

README.md

@@ -280,7 +280,7 @@ init_image = init_image.resize((768, 512))
 
 prompt = "A fantasy landscape, trending on artstation"
 
-images = pipe(prompt=prompt, init_image=init_image, strength=0.75, guidance_scale=7.5).images
+images = pipe(prompt=prompt, image=init_image, strength=0.75, guidance_scale=7.5).images
 
 images[0].save("fantasy_landscape.png")
 ```

docs/source/api/pipelines/cycle_diffusion.mdx

@@ -57,7 +57,7 @@ prompt = "An astronaut riding an elephant"
 image = pipe(
     prompt=prompt,
     source_prompt=source_prompt,
-    init_image=init_image,
+    image=init_image,
     num_inference_steps=100,
     eta=0.1,
     strength=0.8,
@@ -83,7 +83,7 @@ torch.manual_seed(0)
 image = pipe(
     prompt=prompt,
     source_prompt=source_prompt,
-    init_image=init_image,
+    image=init_image,
     num_inference_steps=100,
     eta=0.1,
     strength=0.85,

docs/source/api/pipelines/overview.mdx

@@ -142,7 +142,7 @@ init_image = init_image.resize((768, 512))
 
 prompt = "A fantasy landscape, trending on artstation"
 
-images = pipe(prompt=prompt, init_image=init_image, strength=0.75, guidance_scale=7.5).images
+images = pipe(prompt=prompt, image=init_image, strength=0.75, guidance_scale=7.5).images
 
 images[0].save("fantasy_landscape.png")
 ```

docs/source/using-diffusers/custom_pipeline_examples.mdx

@@ -177,7 +177,7 @@ init_image = download_image(
 
 prompt = "A fantasy landscape, trending on artstation"
 
-images = pipe.img2img(prompt=prompt, init_image=init_image, strength=0.75, guidance_scale=7.5).images
+images = pipe.img2img(prompt=prompt, image=init_image, strength=0.75, guidance_scale=7.5).images
 
 ### Inpainting
 
@@ -187,7 +187,7 @@ init_image = download_image(img_url).resize((512, 512))
 mask_image = download_image(mask_url).resize((512, 512))
 
 prompt = "a cat sitting on a bench"
-images = pipe.inpaint(prompt=prompt, init_image=init_image, mask_image=mask_image, strength=0.75).images
+images = pipe.inpaint(prompt=prompt, image=init_image, mask_image=mask_image, strength=0.75).images
 ```
 
 As shown above this one pipeline can run all both "text-to-image", "image-to-image", and "inpainting" in one pipeline.

docs/source/using-diffusers/img2img.mdx

@@ -37,7 +37,7 @@ init_image.thumbnail((768, 768))
 
 prompt = "A fantasy landscape, trending on artstation"
 
-images = pipe(prompt=prompt, init_image=init_image, strength=0.75, guidance_scale=7.5).images
+images = pipe(prompt=prompt, image=init_image, strength=0.75, guidance_scale=7.5).images
 
 images[0].save("fantasy_landscape.png")
 ```

examples/community/README.md

@@ -165,7 +165,7 @@ init_image = download_image("https://raw.githubusercontent.com/CompVis/stable-di
 
 prompt = "A fantasy landscape, trending on artstation"
 
-images = pipe.img2img(prompt=prompt, init_image=init_image, strength=0.75, guidance_scale=7.5).images
+images = pipe.img2img(prompt=prompt, image=init_image, strength=0.75, guidance_scale=7.5).images
 
 ### Inpainting
 
@@ -175,7 +175,7 @@ init_image = download_image(img_url).resize((512, 512))
 mask_image = download_image(mask_url).resize((512, 512))
 
 prompt = "a cat sitting on a bench"
-images = pipe.inpaint(prompt=prompt, init_image=init_image, mask_image=mask_image, strength=0.75).images
+images = pipe.inpaint(prompt=prompt, image=init_image, mask_image=mask_image, strength=0.75).images
 ```
 
 As shown above this one pipeline can run all both "text-to-image", "image-to-image", and "inpainting" in one pipeline.
@@ -419,7 +419,7 @@ init_image = Image.open(BytesIO(response.content)).convert("RGB")
 init_image = init_image.resize((512, 512))
 res = pipe.train(
     prompt,
-    init_image,
+    image=init_image,
     guidance_scale=7.5,
     num_inference_steps=50,
     generator=generator)

src/diffusers/pipelines/README.md

@@ -126,7 +126,7 @@ init_image = init_image.resize((768, 512))
 
 prompt = "A fantasy landscape, trending on artstation"
 
-images = pipe(prompt=prompt, init_image=init_image, strength=0.75, guidance_scale=7.5).images
+images = pipe(prompt=prompt, image=init_image, strength=0.75, guidance_scale=7.5).images
 
 images[0].save("fantasy_landscape.png")
 ```

src/diffusers/pipelines/stable_diffusion/README.md

@@ -138,7 +138,7 @@ prompt = "An astronaut riding an elephant"
 image = pipe(
     prompt=prompt,
     source_prompt=source_prompt,
-    init_image=init_image,
+    image=init_image,
     num_inference_steps=100,
     eta=0.1,
     strength=0.8,
@@ -164,7 +164,7 @@ torch.manual_seed(0)
 image = pipe(
     prompt=prompt,
     source_prompt=source_prompt,
-    init_image=init_image,
+    image=init_image,
     num_inference_steps=100,
     eta=0.1,
     strength=0.85,