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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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from diffusers import StableDiffusionPipeline
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import torch
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model_id = "runwayml/stable-diffusion-v1-5"
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pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
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pipe = pipe.to("cuda")
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def generate_image(prompt, guidance_scale=7.5, num_inference_steps=50):
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image = pipe(prompt, guidance_scale=guidance_scale, num_inference_steps=num_inference_steps).images[0]
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return image
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with gr.Blocks() as demo:
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with gr.Tab("Генерация"):
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with gr.Row():
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with gr.Column():
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prompt_input = gr.Textbox(label="Введите описание картинки", lines=2)
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generate_button = gr.Button(label="Сгенерировать")
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with gr.Column():
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image_output = gr.Image(label="Результат")
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with gr.Tab("Настройки"):
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with gr.Row():
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guidance_scale_slider = gr.Slider(label="Guidance Scale (чем больше, тем больше соответствует описанию)", minimum=1, maximum=20, step=0.5, value=7.5)
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num_inference_steps_slider = gr.Slider(label="Number of Inference Steps (чем больше, тем качественнее, но дольше)", minimum=10, maximum=100, step=10, value=50)
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generate_button.click(fn=generate_image,
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inputs=[prompt_input, guidance_scale_slider, num_inference_steps_slider],
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outputs=image_output)
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demo.launch()
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