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Update app.py
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app.py
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import pandas as pd
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import numpy as np
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import faiss
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import gradio as gr
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from sentence_transformers import SentenceTransformer
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from gtts import gTTS
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import tempfile
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# Load CSV
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df = pd.read_csv("Mental_Health_FAQ.csv")
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df = df.rename(columns={'Questions': 'question', 'Answers': 'answer'})
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# Load embedding model
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model = SentenceTransformer('all-MiniLM-L6-v2')
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# Build FAISS index
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question_embeddings = model.encode(df['question'].tolist())
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faq_index = faiss.IndexFlatL2(question_embeddings.shape[1])
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faq_index.add(np.array(question_embeddings))
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# Function to handle user input
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def ask_question(query, k=1):
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if not query.strip():
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return "❌ Please enter a valid question.", None
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query_embedding = model.encode([query])
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D, I = faq_index.search(np.array(query_embedding), k=k)
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results = ""
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for idx in I[0]:
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a = df.iloc[idx]['answer']
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results += f"{a}\n\n"
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results = results.strip()
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# Convert answer to speech
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tts = gTTS(text=results, lang='en')
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temp_file = tempfile.NamedTemporaryFile(delete=False, suffix=".mp3")
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tts.save(temp_file.name)
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return results, temp_file.name
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# Custom CSS for Gradio
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custom_css = """
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body, html, .gradio-container {
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background-color: #ffffff !important;
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color: #000000 !important;
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font-family: 'Segoe UI', sans-serif;
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padding: 20px;
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}
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h1 {
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text-align: center;
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color: #222222 !important;
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font-weight: 800;
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font-size: 2.4rem;
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}
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.gr-markdown > p {
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text-align: center;
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font-size: 1rem;
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font-weight: 500;
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color: #444444;
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}
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label {
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color: #000000 !important;
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font-weight: bold;
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font-size: 0.95rem;
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}
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textarea, input[type="text"] {
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border-radius: 12px !important;
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padding: 14px;
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font-size: 1rem;
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border: 1px solid #ccc;
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background-color: #ffffff;
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color: #000000;
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box-shadow: 0 1px 3px rgba(0,0,0,0.1);
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}
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button {
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background: #000000 !important;
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color: #ffffff !important;
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font-weight: bold;
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border-radius: 10px;
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padding: 12px 24px;
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border: none;
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margin-top: 10px;
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cursor: pointer;
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transition: all 0.3s ease;
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}
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button:hover {
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background: #333333 !important;
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}
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#answer-box {
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background-color: #f9f9f9;
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border-radius: 12px;
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padding: 18px;
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font-size: 1rem;
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color: #111111 !important;
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border: 1px solid #ddd;
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box-shadow: 0 2px 6px rgba(0,0,0,0.05);
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margin-top: 20px;
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}
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audio {
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width: 100% !important;
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margin-top: 10px;
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}
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.gr-audio {
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background-color: #f9f9f9;
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border-radius: 10px;
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padding: 14px;
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border: 1px solid #ccc;
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box-shadow: 0 2px 4px rgba(0,0,0,0.05);
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margin-top: 10px;
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}
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"""
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# Gradio UI
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with gr.Blocks(css=custom_css) as demo:
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gr.Markdown(
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"<h1>🧠 Welcome to MentalWell Assistant</h1>"
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"<p>Type any question about mental health and get a quick, accurate answer — and even listen to it aloud!</p>"
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)
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with gr.Column():
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query_input = gr.Textbox(label="Ask a Question", placeholder="Type your question here…", lines=1)
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ask_button = gr.Button("Get Answer")
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with gr.Column():
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output_text = gr.Markdown(elem_id="answer-box")
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output_audio = gr.Audio(label="🔊 Listen to Answer", type="filepath")
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ask_button.click(fn=ask_question, inputs=query_input, outputs=[output_text, output_audio])
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query_input.submit(fn=ask_question, inputs=query_input, outputs=[output_text, output_audio])
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demo.launch(share=True)
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