PyWebSol commited on
Commit
3111b11
1 Parent(s): 8fe83dc

Create app.py

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  1. app.py +45 -0
app.py ADDED
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+ import gradio as gr
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+ from PIL import Image
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+
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+ import torch
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+ from diffusers import AutoPipelineForInpainting
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+ from diffusers.utils import load_image
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+
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+ def draw_on_image(image, prompt):
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+ print(image, prompt)
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+
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+ if not prompt:
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+ return
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+
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+ init_image = load_image(
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+ image["image"]
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+ )
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+ mask_image = load_image(
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+ image["mask"]
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+ )
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+
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+ res_image = pipeline(prompt=prompt, image=init_image, mask_image=mask_image).images[0]
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+
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+ return res_image
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+
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+ inputs = [
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+ gr.Image(tool="sketch", label="Image", type="pil"),
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+ gr.Text(max_lines=1)
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+ ]
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+
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+ if torch.cuda.is_available():
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+ torch_dtype = torch.float32
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+ device = "cuda"
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+ else:
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+ torch_dtype = torch.float16
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+ device = "cpu"
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+
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+ pipeline = AutoPipelineForInpainting.from_pretrained(
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+ "kandinsky-community/kandinsky-2-2-decoder-inpaint", torch_dtype=torch_dtype
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+ )
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+
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+ pipeline.to(device)
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+
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+ app = gr.Interface(draw_on_image, inputs=inputs, outputs="image")
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+ app.queue()
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+ app.launch(share=True)