bookdabang commited on
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5aa25da
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1 Parent(s): 7a97bb3

Update app.py

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  1. app.py +13 -10
app.py CHANGED
@@ -18,9 +18,6 @@ LABELS = {
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  5: "๊ธฐํƒ€ ์งˆ๋ณ‘"
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  }
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- # ๋ผ๋ฒจ ์ถœ๋ ฅ (Logs์—์„œ ํ™•์ธ ๊ฐ€๋Šฅ)
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- print("๐Ÿ” ๋ผ๋ฒจ ๋งคํ•‘:", LABELS)
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-
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  # 3. ์˜ˆ์ธก ํ•จ์ˆ˜ ์ •์˜
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  def predict(text):
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  try:
@@ -36,21 +33,27 @@ def predict(text):
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  # ์˜ˆ์ธก ๊ฒฐ๊ณผ ์ƒ์œ„ 3๊ฐœ ์ถ”์ถœ
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  topk = torch.topk(probs, 3)
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- result = {
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- LABELS.get(int(idx), f"Label {idx}") : f"{prob:.2%}"
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  for idx, prob in zip(topk.indices, topk.values)
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- if float(prob) > 0.1 # 10% ์ด์ƒ๋งŒ ๋ณด์—ฌ์คŒ
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- }
 
 
 
 
 
 
 
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- return result if result else {"์˜ˆ์ธก๋œ ์งˆ๋ณ‘ ์—†์Œ": "๐Ÿซฅ"}
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  except Exception as e:
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- return {"์˜ค๋ฅ˜ ๋ฐœ์ƒ": str(e)}
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  # 4. Gradio UI ๊ตฌ์„ฑ
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  demo = gr.Interface(
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  fn=predict,
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  inputs=gr.Textbox(label="๋ฐ˜๋ ค๋™๋ฌผ ์ฆ์ƒ ์ž…๋ ฅ", placeholder="์˜ˆ: ๊ฐ•์•„์ง€๊ฐ€ ์ž์ฃผ ๊ธฐ์นจํ•ด"),
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- outputs=gr.JSON(label="์˜ˆ์ธก ์งˆ๋ณ‘ ๋ชฉ๋ก"),
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  title="๐Ÿพ PetBERT ICD ์ˆ˜์˜์‚ฌ ์˜ˆ์ธก๊ธฐ",
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  description="๋ฐ˜๋ ค๋™๋ฌผ์˜ ์ฆ์ƒ ๋ฌธ์žฅ์„ ์ž…๋ ฅํ•˜๋ฉด AI๊ฐ€ ์งˆ๋ณ‘ ๊ฐ€๋Šฅ์„ฑ์„ ์˜ˆ์ธกํ•ด๋“œ๋ฆฝ๋‹ˆ๋‹ค."
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  )
 
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  5: "๊ธฐํƒ€ ์งˆ๋ณ‘"
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  }
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  # 3. ์˜ˆ์ธก ํ•จ์ˆ˜ ์ •์˜
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  def predict(text):
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  try:
 
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  # ์˜ˆ์ธก ๊ฒฐ๊ณผ ์ƒ์œ„ 3๊ฐœ ์ถ”์ถœ
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  topk = torch.topk(probs, 3)
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+ results = [
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+ f"{LABELS.get(int(idx), f'Label {idx}')} ({prob:.1%})"
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  for idx, prob in zip(topk.indices, topk.values)
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+ if float(prob) > 0.1
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+ ]
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+
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+ if results:
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+ summary_text = "์˜ˆ์ธก๋œ ์งˆ๋ณ‘:\n" + "\n".join(results)
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+ else:
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+ summary_text = "์˜ˆ์ธก๋œ ์งˆ๋ณ‘ ์—†์Œ ๐Ÿซฅ"
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+
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+ return summary_text
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  except Exception as e:
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+ return f"์˜ค๋ฅ˜ ๋ฐœ์ƒ: {str(e)}"
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  # 4. Gradio UI ๊ตฌ์„ฑ
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  demo = gr.Interface(
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  fn=predict,
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  inputs=gr.Textbox(label="๋ฐ˜๋ ค๋™๋ฌผ ์ฆ์ƒ ์ž…๋ ฅ", placeholder="์˜ˆ: ๊ฐ•์•„์ง€๊ฐ€ ์ž์ฃผ ๊ธฐ์นจํ•ด"),
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+ outputs=gr.Textbox(label="์˜ˆ์ธก ๊ฒฐ๊ณผ"),
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  title="๐Ÿพ PetBERT ICD ์ˆ˜์˜์‚ฌ ์˜ˆ์ธก๊ธฐ",
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  description="๋ฐ˜๋ ค๋™๋ฌผ์˜ ์ฆ์ƒ ๋ฌธ์žฅ์„ ์ž…๋ ฅํ•˜๋ฉด AI๊ฐ€ ์งˆ๋ณ‘ ๊ฐ€๋Šฅ์„ฑ์„ ์˜ˆ์ธกํ•ด๋“œ๋ฆฝ๋‹ˆ๋‹ค."
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  )