playgroundai/playground-v2.5-1024px-aesthetic · Use playground for inpainting

Hello

I am trying to use this model for inpainting, but the quality of the generated images is not good. I am using the code below.

Am I doing something wrong?

import torch
from diffusers import AutoPipelineForInpainting, AutoencoderKL
from diffusers.utils import load_image, make_image_grid

MODEL_ID = "playgroundai/playground-v2.5-1024px-aesthetic"
VAE_ID = "madebyollin/sdxl-vae-fp16-fix"
MODEL_CACHE = "data/diffusers-cache"

vae = AutoencoderKL.from_pretrained(
    VAE_ID,
    torch_dtype=torch.float16,
    cache_dir=MODEL_CACHE,
)

model = AutoPipelineForInpainting.from_pretrained(
    MODEL_ID,
    vae=vae,
    cache_dir=MODEL_CACHE,
    # variant="fp16",
    torch_dtype=torch.float16,
    use_safetensors=True,
)
model.to("cuda")
model.scheduler = EDMDPMSolverMultistepScheduler()

generator = torch.Generator("cuda").manual_seed(seed)

imgs = []
prompt = "tomato soup"
for i in range(4):
    output = model(
        prompt=prompt,
        negative_prompt="",
        image=temp_image,
        mask_image=mask_image,
        num_images_per_prompt=1,
        guidance_scale=3.0,
        generator=generator,
        num_inference_steps=30,
        # strength=1.0,
    ).images[0]

    imgs.append(output)

make_image_grid(imgs, 2, 2, 400)