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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 DiffusionPipeline
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from PIL import Image, ImageDraw, ImageFont
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# Load the model
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model = DiffusionPipeline.from_pretrained("ginipick/flux-lora-eric-cat", torch_dtype=torch.float16)
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model = model.to("cuda") # Move the model to GPU if available
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def generate_image(caption):
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# Generate the image from the caption
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image = model(caption).images[0]
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# Convert to PIL Image for drawing
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image = image.convert("RGBA")
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# Create a draw object
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draw = ImageDraw.Draw(image)
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# Define font size and color
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font_size = 40
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font_color = "white"
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# Load a font
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font = ImageFont.load_default() # You can specify a TTF font file if needed
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# Calculate text size and position
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text_width, text_height = draw.textsize(caption, font=font)
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text_position = ((image.width - text_width) // 2, 10) # Centered at the top
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# Draw the text on the image
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draw.text(text_position, caption, font=font, fill=font_color)
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return image
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# Create the Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown("# Text to Image Generation with Meme Caption")
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with gr.Row():
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caption_input = gr.Textbox(label="Enter your caption", placeholder="Type your caption here...")
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generate_button = gr.Button("Generate Image")
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output_image = gr.Image(label="Generated Image")
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generate_button.click(fn=generate_image, inputs=caption_input, outputs=output_image)
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# Launch the app
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demo.launch()
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