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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 I2VGenXLPipeline
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from diffusers.utils import export_to_gif, load_image
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import spaces
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# Initialize the pipeline
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pipeline = I2VGenXLPipeline.from_pretrained("ali-vilab/i2vgen-xl", torch_dtype=torch.float16, variant="fp16")
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pipeline.enable_model_cpu_offload()
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@spaces.GPU
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def generate_gif(image, prompt, negative_prompt, num_inference_steps, guidance_scale, seed):
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# Load the image
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image = load_image(image).convert("RGB")
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# Set the generator seed
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generator = torch.manual_seed(seed)
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# Generate the frames
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frames = pipeline(
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prompt=prompt,
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image=image,
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num_inference_steps=num_inference_steps,
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negative_prompt=negative_prompt,
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guidance_scale=guidance_scale,
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generator=generator
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).frames[0]
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# Export to GIF
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gif_path = "i2v.gif"
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export_to_gif(frames, gif_path)
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return gif_path
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# Create the Gradio interface
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iface = gr.Interface(
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fn=generate_gif,
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inputs=[
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gr.Image(type="filepath", label="Input Image"),
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gr.Textbox(lines=2, placeholder="Enter your prompt here...", label="Prompt"),
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gr.Textbox(lines=2, placeholder="Enter your negative prompt here...", label="Negative Prompt"),
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gr.Slider(1, 100, step=1, default=50, label="Number of Inference Steps"),
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gr.Slider(1, 20, step=0.1, default=9.0, label="Guidance Scale"),
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gr.Number(label="Seed", default=8888)
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],
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outputs=gr.File(label="Generated GIF"),
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title="I2VGen-XL GIF Generator",
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description="Generate a GIF from an image and a prompt using the I2VGen-XL model."
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)
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# Launch the interface
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iface.launch()
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