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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 PIL import Image
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from diffusers import QwenImageEditPipeline
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import os
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# Initialize model
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model_id = "Qwen/Qwen-Image-Edit"
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pipe = None
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def load_model():
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global pipe
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if pipe is None:
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try:
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pipe = QwenImageEditPipeline.from_pretrained(model_id, torch_dtype=torch.float32)
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# For CPU compatibility, remove CUDA-specific optimizations
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# Note: This will be slower but functional on CPU
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pipe = pipe.to("cpu")
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print("Model loaded successfully.")
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except Exception as e:
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print(f"Error loading model: {e}")
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raise gr.Error("Failed to load model. Please check logs.")
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# Load model on startup
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load_model()
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def process_image(image, prompt):
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if pipe is None:
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raise gr.Error("Model not loaded.")
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# Ensure image is RGB
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if image.mode != "RGB":
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image = image.convert("RGB")
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# Prepare inputs
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inputs = {
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"image": image,
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"prompt": prompt,
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"generator": torch.manual_seed(0),
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"true_cfg_scale": 4.0,
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"negative_prompt": " ",
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"num_inference_steps": 50,
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}
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# Run inference
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with torch.inference_mode():
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output = pipe(**inputs)
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output_image = output.images[0]
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return output_image
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# Gradio Interface
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with gr.Blocks(title="Qwen Image Editor", theme=gr.themes.Default(primary_hue="#615ced")) as demo:
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gr.Markdown("# 🎨 Qwen Image Editor")
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gr.Image(value="https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/qwen_image_edit_logo.png", label="", height=80)
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gr.Markdown("Edit images using text prompts powered by Qwen-Image-Edit")
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with gr.Row():
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with gr.Column():
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image_input = gr.Image(type="pil", label="Input Image")
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prompt_input = gr.Textbox(label="Edit Prompt", placeholder="Example: Change the rabbit's color to purple...")
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submit_btn = gr.Button("Generate Edited Image", variant="primary")
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with gr.Column():
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image_output = gr.Image(label="Output Image", interactive=False)
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submit_btn.click(
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fn=process_image,
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inputs=[image_input, prompt_input],
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outputs=image_output
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)
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gr.Examples(
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examples=[
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["https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit_en/%E5%B9%BB%E7%81%AF%E7%89%873.JPG", "Make the capybara wear sunglasses"],
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["https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit_en/%E5%B9%BB%E7%81%AF%E7%89%8712.JPG", "Rotate the object 90 degrees clockwise"],
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["https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/edit_en/%E5%B9%BB%E7%81%AF%E7%89%8715.JPG", "Change the text to 'Hello World' in blue"],
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],
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inputs=[image_input, prompt_input],
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outputs=image_output,
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fn=process_image,
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cache_examples=False
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)
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if __name__ == "__main__":
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demo.launch()
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