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Parent(s):
3e18ae4
Update app.py
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app.py
CHANGED
@@ -1,4 +1,3 @@
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import gradio as gr
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from PIL import Image
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from diffusers import DiffusionPipeline
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@@ -6,9 +5,9 @@ from diffusers import DiffusionPipeline
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# Load model and scheduler
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ldm = DiffusionPipeline.from_pretrained("CompVis/ldm-text2im-large-256")
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def generate_image(prompt, negative_prompt="Low quality", width=512, height=512):
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# Run pipeline in inference (sample random noise and denoise)
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images = ldm([prompt], num_inference_steps=
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# Resize image to desired width and height
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resized_images = [image.resize((width, height)) for image in images]
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# Save images
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@@ -19,13 +18,35 @@ def generate_image(prompt, negative_prompt="Low quality", width=512, height=512)
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# Define the interface
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iface = gr.Interface(
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fn=generate_image,
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inputs=[
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outputs="text",
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layout="vertical",
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title="Image Generation",
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description="Generate images based on prompts.",
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article="
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examples=[
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)
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# Launch the interface
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import gradio as gr
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from PIL import Image
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from diffusers import DiffusionPipeline
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# Load model and scheduler
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ldm = DiffusionPipeline.from_pretrained("CompVis/ldm-text2im-large-256")
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def generate_image(prompt, negative_prompt="Low quality", width=512, height=512, num_steps=50, eta=0.3, guidance_scale=6):
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# Run pipeline in inference (sample random noise and denoise)
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images = ldm([prompt], num_inference_steps=num_steps, eta=eta, guidance_scale=guidance_scale, negative_prompts=[negative_prompt]).images
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# Resize image to desired width and height
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resized_images = [image.resize((width, height)) for image in images]
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# Save images
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# Define the interface
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iface = gr.Interface(
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fn=generate_image,
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inputs=[
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gr.inputs.Textbox(label="Prompt", lines=2),
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gr.inputs.Textbox(label="Negative Prompt (optional)", lines=2),
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gr.inputs.Number(label="Width (optional)", default=512),
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gr.inputs.Number(label="Height (optional)", default=512),
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gr.inputs.Number(label="Number of Inference Steps (optional)", default=50),
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gr.inputs.Number(label="Eta (optional)", default=0.3),
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gr.inputs.Number(label="Guidance Scale (optional)", default=6),
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],
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outputs="text",
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layout="vertical",
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title="Image Generation",
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description="Generate images based on prompts. Adjust the optional parameters for customization. The generated images will be resized to the specified width and height.",
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article="Check out the documentation for more information: [link](https://docs.gradio.app/)",
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examples=[
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["A painting of a squirrel eating a burger", "Low quality", 512, 512, 50, 0.3, 6],
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["A breathtaking landscape with mountains", "Blurry", 800, 600, 30, 0.5, 8],
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["An abstract artwork with vibrant colors", "Dull", 1024, 768, 70, 0.2, 10],
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],
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)
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# Configure styling options
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iface.configure(
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label_font="Arial",
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label_font_size=18,
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border_width=2,
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border_color="blue",
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button_bg_color="lightblue",
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button_text_color="black",
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)
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# Launch the interface
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