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Runtime error
Runtime error
Add streamlit app
Browse files- .gitignore +2 -0
- app.py +35 -0
.gitignore
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# Venv
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.env
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app.py
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from transformers import AutoModel, AutoTokenizer
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import streamlit as st
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st.header("MeshTagger 🔖")
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threshold = st.sidebar.slider("Threshold", value=0.5, min_value=0.0, max_value=1.0)
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display_probabilities = st.sidebar.checkbox("Display probabilities")
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if "model" not in st.session_state:
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with st.spinner("Loading model and tokenizer..."):
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st.session_state["tokenizer"] = AutoTokenizer.from_pretrained(
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"Wellcome/WellcomeBertMesh"
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)
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st.session_state["model"] = AutoModel.from_pretrained(
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"Wellcome/WellcomeBertMesh", trust_remote_code=True
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)
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model = st.session_state["model"]
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tokenizer = st.session_state["tokenizer"]
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text = st.text_area("", value="This text is about Malaria", height=400)
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inputs = tokenizer([text], padding="max_length")
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outputs = model(**inputs)[0]
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if display_probabilities:
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data = [
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(model.id2label[label_id], label_prob.item())
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for label_id, label_prob in enumerate(outputs)
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if label_prob > threshold
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]
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st.table(data)
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else:
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for label_id, label_prob in enumerate(outputs):
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if label_prob > threshold:
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st.button(model.id2label[label_id])
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