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from db.schema import Feedback, Response
from db.crud import ingest
import pandas as pd
import streamlit as st
from datetime import datetime
import os
from dotenv import load_dotenv
import json
from typing import Dict, List

load_dotenv()


class SurveyState:
    """Class to handle survey state management"""

    def __init__(self):
        self.state_file = "survey_states.json"

    def save_state(self, prolific_id: str, current_state: Dict) -> None:
        """Save current state to file"""
        try:
            if os.path.exists(self.state_file):
                with open(self.state_file, 'r') as f:
                    states = json.load(f)
            else:
                states = {}

            states[prolific_id] = current_state

            with open(self.state_file, 'w') as f:
                json.dump(states, f)

        except Exception as e:
            st.error(f"Error saving state: {e}")

    def load_state(self, prolific_id: str) -> Dict:
        """Load state for a specific user"""
        try:
            if os.path.exists(self.state_file):
                with open(self.state_file, 'r') as f:
                    states = json.load(f)
                return states.get(prolific_id, {})
        except Exception as e:
            st.error(f"Error loading state: {e}")
        return {}


def validate_prolific_id(prolific_id: str) -> bool:
    return bool(prolific_id.strip())


def initialization():
    """Initialize session state variables."""
    if "current_index" not in st.session_state:
        st.session_state.current_index = 0
    if "prolific_id" not in st.session_state:
        st.session_state.prolific_id = None
    if "responses" not in st.session_state:
        st.session_state.responses = []
    if "completed" not in st.session_state:
        st.session_state.completed = False
    if "survey_state" not in st.session_state:
        st.session_state.survey_state = SurveyState()


def prolific_id_screen():
    """Display the Prolific ID entry screen."""
    st.title("Welcome to the Feedback Survey")
    prolific_id_input = st.text_input("Enter your Prolific ID and press ENTER:")

    if prolific_id_input:
        if validate_prolific_id(prolific_id_input):
            st.session_state.prolific_id = prolific_id_input

            # Load previous state if exists
            saved_state = st.session_state.survey_state.load_state(prolific_id_input)
            if saved_state:
                st.session_state.current_index = saved_state.get('current_index', 0)
                st.session_state.responses = saved_state.get('responses', [])
                st.success("Previous progress loaded! Continuing from where you left off.")
            else:
                st.success("Prolific ID recorded! Starting new survey.")
            st.rerun()
        else:
            st.warning("Invalid Prolific ID. Please check and try again.")


def questions_screen(data):
    """Display the questions screen."""
    current_index = st.session_state.current_index
    config = data.iloc[current_index]

    # Progress bar
    progress = (current_index + 1) / len(data)
    st.progress(progress)
    st.write(f"Question {current_index + 1} of {len(data)}")

    st.subheader(f"Config ID: {config['config_id']}")

    # Create tabs for better organization
    context_tab, questions_tab = st.tabs(["Context", "Questions"])

    with context_tab:
        st.write(f"**Persona:** {config['persona']}")
        st.write(f"**Filters:** {config['filters']}")
        st.write(f"**Cities:** {config['city']}")

        # Expandable context
        with st.expander("Show Context", expanded=False):
            st.write(config['context'])

    options = [0, 1, 2, 3, 4, 5]

    with questions_tab:
        st.write(f"**Query_v:** {config['query_v']}")
        rating_v = st.radio("Rate this config:", options, key=f"rating_v_{current_index}")

        st.write(f"**Query_p0:** {config['query_p0']}")
        rating_p0 = st.radio("Rate this config:", options, key=f"rating_p0_{current_index}")

        st.write(f"**Query_p1:** {config['query_p1']}")
        rating_p1 = st.radio("Rate this config:", options,  key=f"rating_p1_{current_index}")

        comment = st.text_area("Comments (Optional):")
    response = Response(config_id=config["config_id"],
                        rating_v=rating_v, rating_p0=rating_p0, rating_p1=rating_p1,
                        comment=comment, timestamp=datetime.now().isoformat())
    print(response)
    if len(st.session_state.responses) > current_index:
        st.session_state.responses[current_index] = response
    else:
        st.session_state.responses.append(response)
    navigation_buttons(data, rating_v, rating_p0, rating_p1)


def navigation_buttons(data, rating_v, rating_p0, rating_p1):
    """Display navigation buttons."""
    current_index = st.session_state.current_index

    col1, col2, col3 = st.columns([1, 1, 2])

    with col1:  # Back button
        if st.button("Back") and current_index > 0:
            st.session_state.current_index -= 1
            st.rerun()

    with col2:  # Next button
        if st.button("Next"):
            if rating_v == 0 or rating_p0 == 0 or rating_p1 ==0:
                st.warning("Please provide a rating before proceeding.")
            else:
                if current_index < len(data) - 1:
                    st.session_state.current_index += 1
                    st.rerun()
                else:
                    feedback = Feedback(
                        id=current_index + 1,
                        user_id=st.session_state.prolific_id,
                        time_stamp=datetime.now().isoformat(),
                        responses=st.session_state.responses,
                    )
                    try:
                        ingest(feedback)
                        st.session_state.completed = True
                        st.rerun()
                    except Exception as e:
                        st.error(f"An error occurred while submitting feedback: {e}")


def exit_screen():
    """Display exit screen"""
    st.markdown("""
        <div class='exit-container'>
            <h1>Thank you for participating!</h1>
            <p>Your responses have been saved successfully.</p>
            <p>You can safely close this window or start a new survey.</p>
        </div>
    """, unsafe_allow_html=True)

    if st.button("Start New Survey"):
        reset_survey()
        st.rerun()


def submit_survey():
    """Submit the complete survey"""
    try:
        feedback = Feedback(
            id=st.session_state.current_index,
            user_id=st.session_state.prolific_id,
            time_stamp=datetime.now().isoformat(),
            responses=st.session_state.responses,
        )
        print(feedback)
        ingest(feedback)
        st.session_state.completed = True
        st.rerun()
    except Exception as e:
        st.error(f"An error occurred while submitting feedback: {e}")


def reset_survey():
    """Reset the survey state to start over."""
    st.session_state.prolific_id = None
    st.session_state.current_index = 0
    st.session_state.responses = []
    st.session_state.completed = False


def ui():
    """Main function to control the survey flow."""
    data = pd.read_csv("data/gemini_results_subset.csv")[:3]
    initialization()

    if st.session_state.completed:
        # st.title("Survey Completed")
        # st.success("Thank you! Your survey has been submitted successfully.")
        # if st.button("Start New Survey"):
        #     reset_survey()
        #     st.rerun()
        exit_screen()
        return

    if st.session_state.prolific_id is None:
        prolific_id_screen()
    else:
        questions_screen(data)


if __name__ == "__main__":
    ui()