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Update app.py
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app.py
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@@ -5,32 +5,33 @@ from sklearn.metrics.pairwise import cosine_similarity
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title = "๐๊ณ ๋ฏผ ํด๊ฒฐ ๋์ ์ถ์ฒ ์ฑ๋ด๐"
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description = "๊ณ ๋ฏผ์ด ๋ฌด์์ธ๊ฐ์? ๊ณ ๋ฏผ ํด๊ฒฐ์ ๋์์ค ์ฑ
์ ์ถ์ฒํด๋๋ฆฝ๋๋ค"
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examples = [["์์ฆ ์ ์ด ์ ์จ๋ค"]]
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model = SentenceTransformer('jhgan/ko-sroberta-multitask')
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df = pd.read_pickle('BookData_emb.pkl')
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df_emb = df[['์ํ์๋ฒ ๋ฉ']].copy()
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def recommend(message):
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gr.ChatInterface(
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fn=recommend,
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textbox=gr.Textbox(placeholder="๋ง๊ฑธ์ด์ฃผ์ธ์..", container=False, scale=7),
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title=
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description=
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theme="soft",
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examples=
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retry_btn="๋ค์๋ณด๋ด๊ธฐ โฉ",
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undo_btn="์ด์ ์ฑ ์ญ์ โ",
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clear_btn="์ ์ฑ ์ญ์ ๐ซ").launch()
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title = "๐๊ณ ๋ฏผ ํด๊ฒฐ ๋์ ์ถ์ฒ ์ฑ๋ด๐"
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description = "๊ณ ๋ฏผ์ด ๋ฌด์์ธ๊ฐ์? ๊ณ ๋ฏผ ํด๊ฒฐ์ ๋์์ค ์ฑ
์ ์ถ์ฒํด๋๋ฆฝ๋๋ค"
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examples = [["์์ฆ ์ ์ด ์ ์จ๋ค"], ["ํ๋ถ์ด ์ ์๋ผ์ง ์์"]]
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# model = SentenceTransformer('jhgan/ko-sroberta-multitask')
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df = pd.read_pickle('BookData_emb.pkl')
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df_emb = df[['์ํ์๋ฒ ๋ฉ']].copy()
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def recommend(message):
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text = df_emb['์ํ์๋ฒ ๋ฉ'][0]
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# embedding = model.encode(message)
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# df_emb['๊ฑฐ๋ฆฌ'] = df_emb['์ํ์๋ฒ ๋ฉ'].map(lambda x: cosine_similarity([embedding], [x]).squeeze())
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# answer = df.loc[df_emb['๊ฑฐ๋ฆฌ'].idxmax()]
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# Book_title = answer['์ ๋ชฉ']
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# Book_author = answer['์๊ฐ']
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# Book_publisher = answer['์ถํ์ฌ']
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# Book_comment = answer['์ํ']
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return message + text
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gr.ChatInterface(
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fn=recommend,
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textbox=gr.Textbox(placeholder="๋ง๊ฑธ์ด์ฃผ์ธ์..", container=False, scale=7),
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title=title,
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description=description,
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theme="soft",
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examples=examples,
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retry_btn="๋ค์๋ณด๋ด๊ธฐ โฉ",
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undo_btn="์ด์ ์ฑ ์ญ์ โ",
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clear_btn="์ ์ฑ ์ญ์ ๐ซ").launch()
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