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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 modin.pandas as pd
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import torch
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import numpy as np
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from PIL import Image
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from diffusers import AutoPipelineForImage2Image
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from diffusers.utils import load_image
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import math
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device = "cuda" if torch.cuda.is_available() else "cpu"
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pipe = AutoPipelineForImage2Image.from_pretrained("stabilityai/sdxl-turbo", torch_dtype=torch.float16) if torch.cuda.is_available() else AutoPipelineForImage2Image.from_pretrained("stabilityai/sdxl-turbo")
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pipe = pipe.to(device)
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def resize(value,img):
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img = Image.open(img)
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img = img.resize((value,value))
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return img
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def infer(source_img, prompt, steps, seed, Strength):
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generator = torch.Generator(device).manual_seed(seed)
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if int(steps * Strength) < 1:
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steps = math.ceil(1 / max(0.10, Strength))
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source_image = resize(512, source_img)
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source_image.save('source.png')
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image = pipe(prompt, image=source_image, strength=Strength, guidance_scale=0.0, num_inference_steps=steps).images[0]
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return image
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gr.Interface(fn=infer, inputs=[
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gr.Image(sources=["upload", "webcam", "clipboard"], type="filepath", label="Raw Image."),
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gr.Textbox(label = 'Prompt Input Text. 77 Token (Keyword or Symbol) Maximum'),
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gr.Slider(1, 5, value = 2, step = 1, label = 'Number of Iterations'),
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gr.Slider(label = "Seed", minimum = 0, maximum = 987654321987654321, step = 1, randomize = True),
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gr.Slider(label='Strength', minimum = 0.1, maximum = 1, step = .05, value = .5)],
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outputs='image', title = "Stable Diffusion XL Turbo Image to Image Pipeline CPU", description = "For more information on Stable Diffusion XL Turbo see https://huggingface.co/stabilityai/sdxl-turbo <br><br>Upload an Image, Use your Cam, or Paste an Image. Then enter a Prompt, or let it just do its Thing, then click submit. For more informationon about Stable Diffusion or Suggestions for prompts, keywords, artists or styles see https://github.com/Maks-s/sd-akashic",
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article = "Code Monkey: <a href=\"https://huggingface.co/Manjushri\">Manjushri</a>").queue(max_size=10).launch()
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