app.py

import streamlit as st
import numpy as np
from tensorflow.keras.models import load_model
import pickle
from tensorflow.keras.preprocessing.sequence import pad_sequences

# Load the model and tokenizer
model = load_model('sentiment_model.h5')
with open('tokenizer.pkl', 'rb') as file:
    tokenizer = pickle.load(file)
with open('label_map.pkl', 'rb') as file:
    label_map = pickle.load(file)

def preprocess_text(text, tokenizer, max_len):
    sequence = tokenizer.texts_to_sequences([text])
    padded_sequence = pad_sequences(sequence, maxlen=max_len)
    return padded_sequence

def predict_sentiment(text, model, tokenizer, max_len, label_map):
    processed_text = preprocess_text(text, tokenizer, max_len)
    prediction = model.predict(processed_text)
    predicted_class = np.argmax(prediction, axis=1)[0]
    predicted_label = label_map[predicted_class]
    return predicted_label

# Streamlit app
def main():
    st.title("Sentiment Analysis")
    st.write("Enter a text to predict its sentiment.")

    # Input text from user
    input_text = st.text_area("Input Text", "Type your text here...")

    if st.button("Predict Sentiment"):
        if input_text:
            max_len = 100  # Set this to the max length used during training
            sentiment = predict_sentiment(input_text, model, tokenizer, max_len, label_map)
            st.write(f"The predicted sentiment for the text is: **{sentiment}**")
        else:
            st.write("Please enter some text to analyze.")

    st.header("Sample Texts")
    st.write("<span style='color:green; font-weight:bold'>Positive:</span> Going to finish up Borderlands 2 today.", unsafe_allow_html=True)
    st.write("<span style='color:yellow; font-weight:bold'>Neutral:</span> Check out this epic streamer", unsafe_allow_html=True)
    st.write("<span style='color:red; font-weight:bold'>Negative:</span> The biggest disappointment of my life came a year ago.", unsafe_allow_html=True)
    st.write("<span style='color:cyan; font-weight:bold'>Irrelevant:</span> Stupid 19-year-olds who write bad poetry need to get away from the computer and talk to real people who don't believe in vampires.", unsafe_allow_html=True)




if __name__ == "__main__":
    main()