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Update app.py
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app.py
CHANGED
@@ -16,16 +16,18 @@ def find(query):
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quran = pd.read_csv('quran-simple-clean.txt', delimiter="|")
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file = open('encoded_quran_text_split_multilingual-e5-large-instruct.sav','rb')
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document_embeddings = pickle.load(file)
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model = SentenceTransformer('intfloat/multilingual-e5-large-instruct')
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query_embeddings = model.encode(queries, convert_to_tensor=True, normalize_embeddings=True)
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scores = (query_embeddings @ document_embeddings.T) * 100
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# insert the similarity value to dataframe & sort it
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file = open('quran-splitted.sav','rb')
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quran_splitted = pickle.load(file)
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quran_splitted['similarity'] = scores.tolist()[0]
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sorted_quran = quran_splitted.sort_values(by='similarity', ascending=False)
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results = ""
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i = 0
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quran = pd.read_csv('quran-simple-clean.txt', delimiter="|")
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file = open('encoded_quran_text_split_multilingual-e5-large-instruct.sav','rb')
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document_embeddings = pickle.load(file)
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print("cekpoin1\n")
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model = SentenceTransformer('intfloat/multilingual-e5-large-instruct')
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query_embeddings = model.encode(queries, convert_to_tensor=True, normalize_embeddings=True)
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scores = (query_embeddings @ document_embeddings.T) * 100
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print("cekpoin2\n")
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# insert the similarity value to dataframe & sort it
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file = open('quran-splitted.sav','rb')
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quran_splitted = pickle.load(file)
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quran_splitted['similarity'] = scores.tolist()[0]
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sorted_quran = quran_splitted.sort_values(by='similarity', ascending=False)
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print("cekpoin3\n")
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results = ""
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i = 0
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