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import torch | |
import gradio as gr | |
from diffusers import FluxInpaintPipeline | |
MARKDOWN = """ | |
# FLUX.1 Inpainting 🔥 | |
Shoutout to [Black Forest Labs](https://huggingface.co/black-forest-labs) team for | |
creating this amazing model, and a big thanks to [Gothos](https://github.com/Gothos) | |
for taking it to the next level by enabling inpainting with the FLUX. | |
""" | |
DEVICE = "cuda" if torch.cuda.is_available() else "cpu" | |
pipe = FluxInpaintPipeline.from_pretrained( | |
"black-forest-labs/FLUX.1-schnell", torch_dtype=torch.bfloat16).to(DEVICE) | |
def process(input_image_editor, input_text, progress=gr.Progress(track_tqdm=True)): | |
if not input_text: | |
gr.Info("Please enter a text prompt.") | |
return None | |
image = input_image_editor['background'] | |
mask_image = input_image_editor['layers'][0] | |
if not image: | |
gr.Info("Please upload an image.") | |
return None | |
if not mask_image: | |
gr.Info("Please draw a mask on the image.") | |
return None | |
generator = torch.Generator().manual_seed(42) | |
return pipe( | |
prompt=input_text, | |
image=image, | |
mask_image=mask_image, | |
width=1024, | |
height=1024, | |
strength=0.9 | |
).images[0] | |
with gr.Blocks() as demo: | |
gr.Markdown(MARKDOWN) | |
with gr.Row(): | |
with gr.Column(): | |
input_image_editor_component = gr.ImageEditor( | |
label='Image', | |
type='pil', | |
sources=["upload", "webcam"], | |
image_mode='RGB', | |
layers=False, | |
brush=gr.Brush(colors=["#000000"], color_mode="fixed")) | |
input_text_component = gr.Textbox( | |
label='Text prompt', | |
placeholder='Cartoon cactus',) | |
submit_button_component = gr.Button( | |
value='Submit', variant='primary') | |
with gr.Column(): | |
output_image_component = gr.Image( | |
type='pil', image_mode='RGB', label='Generated image') | |
submit_button_component.click( | |
fn=process, | |
inputs=[ | |
input_image_editor_component, | |
input_text_component | |
], | |
outputs=[ | |
output_image_component | |
] | |
) | |
demo.launch(debug=False, show_error=True) | |