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wrapper228
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09ffd87
1
Parent(s):
3d8f9f7
Update app.py
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app.py
CHANGED
@@ -11,9 +11,9 @@ with open('labels.pickle', 'rb') as handle:
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# @st.cache
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def predict_topic_by_title_and_abstract(text):
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with torch.no_grad():
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logits = model(**
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probs = torch.nn.functional.softmax(logits[0], dim=0).numpy() * 100
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ans = list(zip(probs,labels.values()))
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ans.sort(reverse=True)
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@@ -40,9 +40,9 @@ st.image(image)
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st.markdown("##### This app predicts the probabilities of the article belonging to the following topics: \'biology\', \'computer science\', \'economics\', \'electrics\', \'finance\', \'math\', \'physics\', \'statistics\'.")
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st.markdown("##### To get an article topic prediction, please write down it's title, abstract, or both.")
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title = st.text_area("Write article title:", height=30)
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abstract = st.text_area("Write article abstract:", height=60)
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input_text = title + " " + abstract
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# @st.cache
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def predict_topic_by_title_and_abstract(text):
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tokens = tokenizer(text, return_tensors='pt', truncation=True)
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with torch.no_grad():
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logits = model(**tokens).logits
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probs = torch.nn.functional.softmax(logits[0], dim=0).numpy() * 100
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ans = list(zip(probs,labels.values()))
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ans.sort(reverse=True)
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st.markdown("##### This app predicts the probabilities of the article belonging to the following topics: \'biology\', \'computer science\', \'economics\', \'electrics\', \'finance\', \'math\', \'physics\', \'statistics\'.")
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st.markdown("##### To get an article topic prediction, please write down it's title, abstract, or both.")
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title = st.text_area("Write article title:", height=30, unsafe_allow_html=True)
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abstract = st.text_area("Write article abstract:", height=60, unsafe_allow_html=True)
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input_text = title + " " + abstract
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