Legal_RAG / app.py
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add application files
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import os
import gradio as gr
from model.controller import Controller
import zipfile
os.chdir("/home/user/app")
os.system('wget -O processed_cases.csv "https://drive.usercontent.google.com/download?id=1jMuQtywo0mbj7ZHCCsyE8xurbSyVVCst&export=download&confirm=t&uuid=2f681c98-86f8-4159-9e03-673cdcbc7cb51"')
os.system('wget -O chromadb_collection.zip "https://drive.usercontent.google.com/download?id=1gz5-gxSlySEtPTzL_VPQ9e8jxHFuL0ZJ&export=download&confirm=t&uuid=de946efb-47b3-435d-b432-3bd5c01c73fb"')
with zipfile.ZipFile("chromadb_collection.zip", 'r') as zip_ref:
zip_ref.extractall()
os.system('mv content/chromadb_collections chromadb_collections')
os.system('rm -r content')
bot = Controller()
def chatbot_interface(user_input, chat_id=2311):
return bot.handle_message(chat_id, user_input)
def validate_input(user_input):
if not user_input or user_input.strip() == "":
return False, "🚫 Please enter a valid legal question. It cannot be empty."
if len(user_input) < 5:
return False, "⚠️ Your question is too short. Please provide more details."
return True, None
custom_css = """
@font-face {
font-family: 'Vazir';
src: url('https://cdn.jsdelivr.net/gh/rastikerdar/vazir-font/vf/Vazir.woff2') format('woff2'),
url('https://cdn.jsdelivr.net/gh/rastikerdar/vazir-font/vf/Vazir.woff') format('woff');
}
.gradio-container {
background-color: #f9f9f9;
}
.chatbox, .inputbox {
font-family: 'Vazir', sans-serif;
font-size: 16px;
}
"""
with gr.Blocks(css=custom_css) as interface:
gr.Markdown("""
<div style="text-align: center; font-family: 'Vazir';">
<h1 style="color: #4a90e2;">βš–οΈ RAG Law Chatbot βš–οΈ</h1>
<p style="font-size: 18px; color: #333;">Welcome to the legal chatbot! πŸ‘¨β€βš–οΈπŸ‘©β€βš–οΈ<br>Ask any legal question, and our assistant will help you! πŸ“œπŸ›οΈ</p>
</div>
""")
# Organize the chatbot area in a column for vertical stacking
with gr.Column():
chatbot = gr.Chatbot(label="πŸ§‘β€βš–οΈ Legal Chatbot Assistant πŸ§‘β€βš–οΈ", height=400, elem_classes=["chatbox"])
# Use Row to align input and button horizontally
with gr.Row():
user_input = gr.Textbox(show_label=False, placeholder="Enter your law question here... βš–οΈ", container=True)
send_button = gr.Button("πŸ“€ Send")
# Chat update function to append new messages to the chatbot
def chat_update(user_message, history):
history = history or []
is_valid, validation_message = validate_input(user_message)
if not is_valid:
history.append((user_message, validation_message))
return history, ""
bot_reply = chatbot_interface(user_message)
history.append((user_message, bot_reply))
return history, ""
# Connect the button click to the chat update function
send_button.click(chat_update, [user_input, chatbot], [chatbot, user_input])
interface.launch()