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Duplicate from cafeai/cafe_aesthetic_demo

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Co-authored-by: cafe <[email protected]>

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  1. .gitattributes +34 -0
  2. README.md +14 -0
  3. app.py +31 -0
  4. requirements.txt +3 -0
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README.md ADDED
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+ ---
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+ title: Cafe Aesthetic Demo
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+ emoji: 📊
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+ colorFrom: green
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+ colorTo: indigo
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+ sdk: gradio
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+ sdk_version: 3.9.1
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+ app_file: app.py
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+ pinned: false
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+ license: agpl-3.0
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+ duplicated_from: cafeai/cafe_aesthetic_demo
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+ ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ pipe_aesthetic = pipeline("image-classification", "cafeai/cafe_aesthetic")
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+ def aesthetic(input_img):
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+ data = pipe_aesthetic(input_img, top_k=2)
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+ final = {}
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+ for d in data:
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+ final[d["label"]] = d["score"]
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+ return final
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+ demo_aesthetic = gr.Interface(fn=aesthetic, inputs=gr.Image(type="pil"), outputs=gr.Label(label="aesthetic"))
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+
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+ pipe_style = pipeline("image-classification", "cafeai/cafe_style")
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+ def style(input_img):
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+ data = pipe_style(input_img, top_k=5)
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+ final = {}
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+ for d in data:
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+ final[d["label"]] = d["score"]
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+ return final
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+ demo_style = gr.Interface(fn=style, inputs=gr.Image(type="pil"), outputs=gr.Label(label="style"))
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+
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+ pipe_waifu = pipeline("image-classification", "cafeai/cafe_waifu")
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+ def waifu(input_img):
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+ data = pipe_waifu(input_img, top_k=5)
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+ final = {}
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+ for d in data:
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+ final[d["label"]] = d["score"]
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+ return final
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+ demo_waifu = gr.Interface(fn=waifu, inputs=gr.Image(type="pil"), outputs=gr.Label(label="waifu"))
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+
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+ gr.Parallel(demo_aesthetic, demo_style, demo_waifu).launch()
requirements.txt ADDED
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+ --extra-index-url https://download.pytorch.org/whl/cu113
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+ torch
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+ transformers==4.23.1