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Update app.py
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app.py
CHANGED
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@@ -29,11 +29,6 @@ def generation_model():
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generator = pipeline(model=model_name, tokenizer=model_name, task="text-generation")
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return generator
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@st.cache(show_spinner=False, allow_output_mutation=True)
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def sentiment_model():
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sentiment_analysis = pipeline("sentiment-analysis")
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return sentiment_analysis
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if option == "Extractive question answering":
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st.markdown("<h2 style='text-align: center; color:red;'>Extract answer from text</h2>", unsafe_allow_html=True)
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source = st.radio("How would you like to start? Choose an option below", ["I want to input some text", "I want to upload a file"])
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@@ -103,15 +98,4 @@ elif option == "Text generation":
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generator = generation_model()
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with st.spinner(text="Generating text..."):
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generated_text = generator(text, max_length=50)
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st.write(generated_text[0]["generated_text"])
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elif option == "Sentiment analysis":
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st.markdown("<h2 style='text-align: center; color:grey;'>Classify review</h2>", unsafe_allow_html=True)
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text = st.text_input(label='Enter a sentence to get its sentiment analysis')
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button = st.button("Get sentiment analysis")
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if button:
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with st.spinner(text="Loading sentiment analysis model..."):
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sentiment_analysis = sentiment_model()
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with st.spinner(text="Getting sentiment analysis..."):
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sentiment = sentiment_analysis(text)
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st.write(sentiment[0]["label"])
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generator = pipeline(model=model_name, tokenizer=model_name, task="text-generation")
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return generator
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if option == "Extractive question answering":
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st.markdown("<h2 style='text-align: center; color:red;'>Extract answer from text</h2>", unsafe_allow_html=True)
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source = st.radio("How would you like to start? Choose an option below", ["I want to input some text", "I want to upload a file"])
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generator = generation_model()
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with st.spinner(text="Generating text..."):
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generated_text = generator(text, max_length=50)
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st.write(generated_text[0]["generated_text"])
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