msVision_3 / app.py
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import gradio as gr
from transformers import pipeline
# ์ด๋ฏธ์ง€ ์ธ์‹ ํŒŒ์ดํ”„๋ผ์ธ ๋กœ๋“œ, ๋ชจ๋ธ์„ ๋ช…์‹œ์ ์œผ๋กœ ์ง€์ •
model = pipeline("image-classification", model="google/vit-base-patch16-224")
def classify_image(image):
predictions = model(image)
return {prediction['label']: prediction['score'] for prediction in predictions}
# Gradio ์ธํ„ฐํŽ˜์ด์Šค ์ƒ์„ฑ (shape ์ธ์ž ์—†์ด)
iface = gr.Interface(fn=classify_image,
inputs=gr.Image(),
outputs=gr.Label(num_top_classes=3),
title="์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜๊ธฐ",
description="์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•˜๋ฉด, ์‚ฌ๋ฌผ์„ ์ธ์‹ํ•˜๊ณ  ์ตœ์ƒ์œ„ 3๊ฐœ์˜ ๋ถ„๋ฅ˜ ๊ฒฐ๊ณผ๋ฅผ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค.")
# ์ธํ„ฐํŽ˜์ด์Šค ์‹คํ–‰
iface.launch()