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Update app.py
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app.py
CHANGED
@@ -2,14 +2,40 @@ from diffusers import StableDiffusionPipeline
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import gradio as gr
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import torch
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if torch.cuda.is_available():
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pipe = pipe.to("cuda")
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def inference(prompt, guidance, steps):
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image = pipe(prompt, num_inference_steps=int(steps), guidance_scale=guidance, width=512, height=512).images[0]
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return image
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@@ -26,11 +52,11 @@ with gr.Blocks() as demo:
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"
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>
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<h1 style="font-weight: 900; margin-bottom: 7px;">
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</h1>
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</div>
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<p style="margin-bottom: 10px; font-size: 94%">
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Demo for
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</p>
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</div>
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"""
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@@ -38,20 +64,22 @@ with gr.Blocks() as demo:
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with gr.Row():
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with gr.Column():
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run = gr.Button(value="Run")
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gr.Markdown(f"Running on: {device}")
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with gr.Column():
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image_out = gr.Image(height=512)
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run.click(inference, inputs=[prompt, guidance, steps], outputs=image_out)
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gr.Examples([
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["jason bateman disassembling the demon core", 7.5, 50],
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["portrait of dwayne johnson", 7.0, 75],
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["portrait of a beautiful alyx vance half life
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["Aloy from Horizon: Zero Dawn, half body portrait,
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["fantasy portrait painting, digital art", 4, 30],
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], [prompt, guidance, steps], image_out, inference, cache_examples=torch.cuda.is_available())
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gr.HTML('''
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import gradio as gr
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import torch
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models = [
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"nitrosocke/Arcane-Diffusion",
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"nitrosocke/archer-diffusion",
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"nitrosocke/elden-ring-diffusion",
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"nitrosocke/spider-verse-diffusion"
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]
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prompt_prefixes = {
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models[0]: "arcane style ",
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models[1]: "archer style ",
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models[2]: "elden ring style ",
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models[3]: "spiderverse style "
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}
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current_model = models[0]
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pipe = StableDiffusionPipeline.from_pretrained(current_model, torch_dtype=torch.float16)
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if torch.cuda.is_available():
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pipe = pipe.to("cuda")
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device = "GPU 🔥" if torch.cuda.is_available() else "CPU 🥶"
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def on_model_change(model):
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global current_model
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global pipe
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if model != current_model:
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current_model = model
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pipe = StableDiffusionPipeline.from_pretrained(current_model, torch_dtype=torch.float16)
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if torch.cuda.is_available():
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pipe = pipe.to("cuda")
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def inference(prompt, guidance, steps):
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prompt = prompt_prefixes[current_model] + prompt
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image = pipe(prompt, num_inference_steps=int(steps), guidance_scale=guidance, width=512, height=512).images[0]
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return image
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"
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>
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<h1 style="font-weight: 900; margin-bottom: 7px;">
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Finetuned Diffusion
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</h1>
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</div>
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<p style="margin-bottom: 10px; font-size: 94%">
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Demo for multiple fine-tuned Stable Diffusion models, trained on different styles: Arcane, Archer, Elden Ring, Spiderverse.
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</p>
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</div>
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"""
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with gr.Row():
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with gr.Column():
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model = gr.Dropdown(label="Model", choices=models, value=models[0])
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prompt = gr.Textbox(label="Prompt", placeholder="{} is added automatically".format(prompt_prefixes[current_model]))
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guidance = gr.Slider(label="Guidance scale", value=7.5, maximum=15)
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steps = gr.Slider(label="Steps", value=50, maximum=100, minimum=2)
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run = gr.Button(value="Run")
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gr.Markdown(f"Running on: {device}")
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with gr.Column():
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image_out = gr.Image(height=512)
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model.change(on_model_change, inputs=model, outputs=[])
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run.click(inference, inputs=[prompt, guidance, steps], outputs=image_out)
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gr.Examples([
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["jason bateman disassembling the demon core", 7.5, 50],
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["portrait of dwayne johnson", 7.0, 75],
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["portrait of a beautiful alyx vance half life", 7, 50],
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["Aloy from Horizon: Zero Dawn, half body portrait, smooth, detailed armor, beautiful face, illustration", 7, 50],
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["fantasy portrait painting, digital art", 4, 30],
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], [prompt, guidance, steps], image_out, inference, cache_examples=torch.cuda.is_available())
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gr.HTML('''
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