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Update app.py
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app.py
CHANGED
@@ -15,10 +15,10 @@ from underthesea import word_tokenize
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#from phoBERT import BERT_predict
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#Load LSTM
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fp = Path(__file__).with_name('lstm_model.h5')
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@@ -40,7 +40,7 @@ def tokenizer_pad(tokenizer,comment_text,max_length=200):
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return padded_sequences
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def LSTM_predict(x):
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pred_proba = LSTM_model.predict(x)[0]
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@@ -51,7 +51,7 @@ def LSTM_predict(x):
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return pred_proba
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def GRU_predict(x):
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pred_proba = GRU_model.predict(x)[0]
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@@ -93,16 +93,3 @@ def judge(x):
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result.append((result_lstm[i]+result_gru[i])/2)
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return (result)
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# if __name__ == "__main__":
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# # print("Loading")
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# # while(True):
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# # string = input("\nMời nhập văn bản: ")
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# # os.system('cls')
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# # print(f"Văn bản đã nhập: {string}")
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# # judge(string)
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# interface = gr.Interface(fn=judge,
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# inputs=gr.Textbox(lines=2, placeholder='Please write something', label="Input Text"),
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# outputs=['text','plot','text'])
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# interface.launch()
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#from phoBERT import BERT_predict
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Load tokenizer
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fp = Path(__file__).with_name('tokenizer.pkl')
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with open(fp,mode="rb") as f:
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tokenizer = pickle.load(f)
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#Load LSTM
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fp = Path(__file__).with_name('lstm_model.h5')
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return padded_sequences
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def LSTM_predict(x):
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x = tokenizer_pad(tokenizer=tokenizer,comment_text=x)
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pred_proba = LSTM_model.predict(x)[0]
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return pred_proba
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def GRU_predict(x):
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x = tokenizer_pad(tokenizer=tokenizer,comment_text=x)
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pred_proba = GRU_model.predict(x)[0]
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result.append((result_lstm[i]+result_gru[i])/2)
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return (result)
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