Update app.py
Browse files
app.py
CHANGED
|
@@ -2,12 +2,10 @@ import streamlit as st
|
|
| 2 |
from transformers import T5Tokenizer, T5ForConditionalGeneration
|
| 3 |
import torch
|
| 4 |
|
| 5 |
-
# Load model and tokenizer
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
tokenizer = T5Tokenizer.from_pretrained(tokenizer_path)
|
| 10 |
-
model = T5ForConditionalGeneration.from_pretrained(model_path)
|
| 11 |
|
| 12 |
# Function to generate summary
|
| 13 |
def generate_summary(text):
|
|
@@ -16,94 +14,21 @@ def generate_summary(text):
|
|
| 16 |
outputs = model.generate(inputs.input_ids.to(model.device), max_length=150, length_penalty=2.0, num_beams=4, early_stopping=True)
|
| 17 |
return tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 18 |
|
| 19 |
-
# Custom CSS styling
|
| 20 |
-
st.markdown("""
|
| 21 |
-
<style>
|
| 22 |
-
.main {
|
| 23 |
-
background-color: #f0f2f6;
|
| 24 |
-
background-image: linear-gradient(135deg, #e6f7ff 0%, #b3e0ff 100%);
|
| 25 |
-
font-family: 'Arial', sans-serif;
|
| 26 |
-
}
|
| 27 |
-
.stTextArea textarea {
|
| 28 |
-
border: 2px solid #0078d4;
|
| 29 |
-
border-radius: 12px;
|
| 30 |
-
padding: 15px;
|
| 31 |
-
font-family: 'Segoe UI', sans-serif;
|
| 32 |
-
box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
|
| 33 |
-
width: 100%;
|
| 34 |
-
max-width: 800px;
|
| 35 |
-
margin: 20px auto;
|
| 36 |
-
font-size: 16px;
|
| 37 |
-
}
|
| 38 |
-
.stTextArea textarea:focus {
|
| 39 |
-
border-color: #0058a3;
|
| 40 |
-
box-shadow: 0 0 10px #4f8bf9;
|
| 41 |
-
}
|
| 42 |
-
.stButton>button {
|
| 43 |
-
background-color: #29b6f6;
|
| 44 |
-
color: white;
|
| 45 |
-
border-radius: 25px;
|
| 46 |
-
border: none;
|
| 47 |
-
padding: 12px 30px;
|
| 48 |
-
font-size: 18px;
|
| 49 |
-
font-weight: bold;
|
| 50 |
-
box-shadow: 0 4px 12px rgba(41, 182, 246, 0.3);
|
| 51 |
-
transition: all 0.3s ease;
|
| 52 |
-
}
|
| 53 |
-
.stButton>button:hover {
|
| 54 |
-
background-color: #0288d1;
|
| 55 |
-
box-shadow: 0 6px 14px rgba(2, 136, 209, 0.4);
|
| 56 |
-
transform: translateY(-2px);
|
| 57 |
-
}
|
| 58 |
-
.stTitle {
|
| 59 |
-
color: #0078d4;
|
| 60 |
-
font-size: 2.5em;
|
| 61 |
-
text-align: center;
|
| 62 |
-
margin-bottom: 20px;
|
| 63 |
-
font-family: 'Segoe UI', sans-serif;
|
| 64 |
-
}
|
| 65 |
-
.summary-container {
|
| 66 |
-
background-color: #ffffff;
|
| 67 |
-
border-radius: 12px;
|
| 68 |
-
padding: 20px;
|
| 69 |
-
box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1);
|
| 70 |
-
margin-top: 20px;
|
| 71 |
-
max-width: 800px;
|
| 72 |
-
margin: 20px auto;
|
| 73 |
-
}
|
| 74 |
-
.summary-title {
|
| 75 |
-
color: #0288d1;
|
| 76 |
-
font-weight: bold;
|
| 77 |
-
font-size: 1.5em;
|
| 78 |
-
margin-bottom: 10px;
|
| 79 |
-
}
|
| 80 |
-
.footer {
|
| 81 |
-
text-align: center;
|
| 82 |
-
margin-top: 50px;
|
| 83 |
-
padding: 20px;
|
| 84 |
-
color: #0078d4;
|
| 85 |
-
font-style: italic;
|
| 86 |
-
}
|
| 87 |
-
</style>
|
| 88 |
-
""", unsafe_allow_html=True)
|
| 89 |
|
| 90 |
-
# Application UI
|
| 91 |
st.title("๐ Text Summarizer App")
|
| 92 |
-
|
| 93 |
text = st.text_area("Enter the text you want to summarize...", height=200)
|
| 94 |
|
| 95 |
if st.button("Generate Summary"):
|
| 96 |
if text:
|
| 97 |
with st.spinner("Generating summary..."):
|
| 98 |
summary = generate_summary(text)
|
| 99 |
-
st.markdown('<div class="summary-container"><div class="summary-title">๐ Summary</div>' +
|
| 100 |
-
|
| 101 |
else:
|
| 102 |
st.warning("โ ๏ธ Please enter text to summarize.")
|
| 103 |
|
| 104 |
-
# Footer
|
| 105 |
-
st.markdown("""
|
| 106 |
-
<div class="footer">
|
| 107 |
-
Created with hadheedo
|
| 108 |
-
</div>
|
| 109 |
-
""", unsafe_allow_html=True)
|
|
|
|
| 2 |
from transformers import T5Tokenizer, T5ForConditionalGeneration
|
| 3 |
import torch
|
| 4 |
|
| 5 |
+
# Load model and tokenizer from Hugging Face Hub
|
| 6 |
+
model_name = "t5-small" # or your model name
|
| 7 |
+
tokenizer = T5Tokenizer.from_pretrained(model_name)
|
| 8 |
+
model = T5ForConditionalGeneration.from_pretrained(model_name)
|
|
|
|
|
|
|
| 9 |
|
| 10 |
# Function to generate summary
|
| 11 |
def generate_summary(text):
|
|
|
|
| 14 |
outputs = model.generate(inputs.input_ids.to(model.device), max_length=150, length_penalty=2.0, num_beams=4, early_stopping=True)
|
| 15 |
return tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 16 |
|
| 17 |
+
# Custom CSS styling (same as before)
|
| 18 |
+
st.markdown("""<style> ... </style>""", unsafe_allow_html=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19 |
|
| 20 |
+
# Application UI (same as before)
|
| 21 |
st.title("๐ Text Summarizer App")
|
|
|
|
| 22 |
text = st.text_area("Enter the text you want to summarize...", height=200)
|
| 23 |
|
| 24 |
if st.button("Generate Summary"):
|
| 25 |
if text:
|
| 26 |
with st.spinner("Generating summary..."):
|
| 27 |
summary = generate_summary(text)
|
| 28 |
+
st.markdown('<div class="summary-container"><div class="summary-title">๐ Summary</div>' +
|
| 29 |
+
summary + '</div>', unsafe_allow_html=True)
|
| 30 |
else:
|
| 31 |
st.warning("โ ๏ธ Please enter text to summarize.")
|
| 32 |
|
| 33 |
+
# Footer (same as before)
|
| 34 |
+
st.markdown("""<div class="footer"> Created with hadheedo</div>""", unsafe_allow_html=True)
|
|
|
|
|
|
|
|
|
|
|
|