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8406177
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Parent(s):
6226130
Create app.py
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app.py
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import gradio as gr
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import torch
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from diffusers import StableDiffusionPipeline, StableDiffusionImg2ImgPipeline
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from PIL import Image
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import requests
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from io import BytesIO
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# Set up the Stable Diffusion pipeline for text to image
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text_to_image_pipe = StableDiffusionPipeline.from_pretrained("runwayml/stable-diffusion-v1-5", torch_dtype=torch.float16)
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text_to_image_pipe = text_to_image_pipe.to("cuda")
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# Set up the Stable Diffusion pipeline for image to image
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image_to_image_pipe = StableDiffusionImg2ImgPipeline.from_pretrained("runwayml/stable-diffusion-v1-5", torch_dtype=torch.float16)
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device = "cuda"
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image_to_image_pipe = image_to_image_pipe.to(device)
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def text_to_image(prompt):
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image = text_to_image_pipe(prompt).images[0]
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image = Image.fromarray(image)
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return image
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def image_to_image(file, prompt):
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response = requests.get(file)
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init_image = Image.open(BytesIO(response.content)).convert("RGB")
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init_image = init_image.resize((768, 512))
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images = image_to_image_pipe(prompt=prompt, image=init_image, strength=0.75, guidance_scale=7.5).images
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return images[0]
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# Create the Gradio interface
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image_to_image_interface = gr.inputs.Image(label="Input Image")
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text_prompt_interface = gr.inputs.Textbox(label="Text Prompt")
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io_choice = gr.dropdown(["Text to Image", "Image to Image"], label="Choose Input Type")
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outputs = []
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if io_choice.lower() == "text to image":
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outputs.append(gr.outputs.Image(label="Generated Image"))
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interface = gr.Interface(fn=text_to_image, inputs=text_prompt_interface, outputs=outputs)
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else:
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outputs.append(gr.outputs.Image(label="Generated Image"))
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interface = gr.Interface(fn=image_to_image, inputs=[image_to_image_interface, text_prompt_interface], outputs=outputs)
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# Launch the interface
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interface.launch()
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