Update app.py
Browse files
app.py
CHANGED
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@@ -3,7 +3,7 @@ from transformers import T5Tokenizer, T5ForConditionalGeneration
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import torch
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# Load model and tokenizer from Hugging Face Hub
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model_name = "t5-small"
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tokenizer = T5Tokenizer.from_pretrained(model_name)
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model = T5ForConditionalGeneration.from_pretrained(model_name)
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@@ -14,21 +14,95 @@ def generate_summary(text):
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outputs = model.generate(inputs.input_ids.to(model.device), max_length=150, length_penalty=2.0, num_beams=4, early_stopping=True)
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return tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Custom CSS styling
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st.markdown("""<style>
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# Application UI
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st.title("
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text = st.text_area("Enter the text you want to summarize...", height=200)
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if text:
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with st.spinner("Generating summary..."):
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summary = generate_summary(text)
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st.markdown('<div class="summary-container"><div class="summary-title">📋 Summary</div>' +
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summary + '</div>', unsafe_allow_html=True)
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else:
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st.warning("⚠️ Please enter text to summarize.")
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st.markdown("""<div class="footer"> Created with hadheedo</div>""", unsafe_allow_html=True)
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import torch
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# Load model and tokenizer from Hugging Face Hub
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model_name = "t5-small" # or your model name
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tokenizer = T5Tokenizer.from_pretrained(model_name)
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model = T5ForConditionalGeneration.from_pretrained(model_name)
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outputs = model.generate(inputs.input_ids.to(model.device), max_length=150, length_penalty=2.0, num_beams=4, early_stopping=True)
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return tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Custom CSS styling
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st.markdown("""<style>
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.main {
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background-color: #f0f2f6;
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background-image: linear-gradient(135deg, #e6f7ff 0%, #b3e0ff 100%);
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font-family: 'Arial', sans-serif;
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}
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.stTextArea textarea {
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border: 2px solid #0078d4;
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border-radius: 12px;
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padding: 15px;
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font-family: 'Segoe UI', sans-serif;
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box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
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width: 100%;
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max-width: 800px;
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margin: 20px auto;
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font-size: 16px;
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}
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.stTextArea textarea:focus {
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border-color: #0058a3;
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box-shadow: 0 0 10px #4f8bf9;
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}
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.stButton>button {
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background-color: #29b6f6;
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color: white;
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border-radius: 25px;
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border: none;
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padding: 12px 30px;
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font-size: 18px;
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font-weight: bold;
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box-shadow: 0 4px 12px rgba(41, 182, 246, 0.3);
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transition: all 0.3s ease;
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margin-right: 10px; # Add margin to separate buttons
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}
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.stButton>button:hover {
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background-color: #0288d1;
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box-shadow: 0 6px 14px rgba(2, 136, 209, 0.4);
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transform: translateY(-2px);
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}
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.stTitle {
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color: #0078d4;
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font-size: 2.5em;
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text-align: center;
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margin-bottom: 20px;
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font-family: 'Segoe UI', sans-serif;
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}
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.summary-container {
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background-color: #ffffff;
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border-radius: 12px;
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padding: 20px;
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box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1);
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margin-top: 20px;
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max-width: 800px;
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margin: 20px auto;
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}
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.summary-title {
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color: #0288d1;
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font-weight: bold;
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font-size: 1.5em;
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margin-bottom: 10px;
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}
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.footer {
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text-align: center;
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margin-top: 50px;
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padding: 20px;
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color: #0078d4;
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font-style: italic;
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}
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</style>""", unsafe_allow_html=True)
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# Application UI
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st.title(" Text Summarizer App")
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text = st.text_area("Enter the text you want to summarize...", height=200)
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col1, col2 = st.columns(2) # Create two columns for buttons
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with col1:
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if st.button("Generate Summary"):
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if text:
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with st.spinner("Generating summary..."):
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summary = generate_summary(text)
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st.markdown('<div class="summary-container"><div class="summary-title"> Summary</div>' +
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summary + '</div>', unsafe_allow_html=True)
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else:
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st.warning("⚠️ Please enter text to summarize.")
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with col2:
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if st.button("Refresh"):
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st.experimental_rerun() # Rerun the app to clear the summary
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# Footer
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st.markdown("""<div class="footer"> Created with hadheedo</div>""", unsafe_allow_html=True)
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