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import streamlit as st
import spotipy
from spotipy.oauth2 import SpotifyOAuth
import requests
import json
import time
from datetime import datetime, timedelta
import openai
import anthropic
import os
from typing import Dict, List, Any, Optional
import base64

# Page configuration
st.set_page_config(
    page_title="Spotify AI Assistant",
    page_icon="🎡",
    layout="wide",
    initial_sidebar_state="expanded"
)

# Custom CSS
st.markdown("""
<style>
    .main-header {
        font-size: 2.5rem;
        font-weight: bold;
        background: linear-gradient(90deg, #1DB954, #191414);
        -webkit-background-clip: text;
        -webkit-text-fill-color: transparent;
        margin-bottom: 1rem;
    }
    .spotify-card {
        background: linear-gradient(135deg, #1DB954, #191414);
        color: white;
        padding: 1.5rem;
        border-radius: 1rem;
        margin: 1rem 0;
    }
    .chat-message {
        padding: 1rem;
        border-radius: 0.5rem;
        margin: 0.5rem 0;
    }
    .user-message {
        background-color: #1DB954;
        color: white;
        margin-left: 2rem;
    }
    .ai-message {
        background-color: #f0f0f0;
        color: black;
        margin-right: 2rem;
    }
    .track-card {
        background: #f8f9fa;
        padding: 1rem;
        border-radius: 0.5rem;
        margin: 0.5rem 0;
        border-left: 4px solid #1DB954;
    }
    .stButton>button {
        background-color: #1DB954;
        color: white;
        font-weight: bold;
    }
    .stButton>button:hover {
        background-color: #1ed760;
    }
</style>
""", unsafe_allow_html=True)

# Initialize session state
def init_session_state():
    if 'spotify_token' not in st.session_state:
        st.session_state.spotify_token = None
    if 'spotify_auth_manager' not in st.session_state:
        st.session_state.spotify_auth_manager = None
    if 'chat_history' not in st.session_state:
        st.session_state.chat_history = []
    if 'user_profile' not in st.session_state:
        st.session_state.user_profile = None
    if 'ai_provider' not in st.session_state:
        st.session_state.ai_provider = "OpenAI"
    if 'openai_api_key' not in st.session_state:
        st.session_state.openai_api_key = ""
    if 'anthropic_api_key' not in st.session_state:
        st.session_state.anthropic_api_key = ""
    if 'openrouter_api_key' not in st.session_state:
        st.session_state.openrouter_api_key = ""
    if 'current_model' not in st.session_state:
        st.session_state.current_model = "gpt-3.5-turbo"
    if 'spotify_client_id' not in st.session_state:
        st.session_state.spotify_client_id = ""
    if 'spotify_client_secret' not in st.session_state:
        st.session_state.spotify_client_secret = ""
    if 'spotify_redirect_uri' not in st.session_state:
        st.session_state.spotify_redirect_uri = "http://localhost:8501"

init_session_state()

# Header
st.markdown('<h1 class="main-header">🎡 Spotify AI Assistant</h1>', unsafe_allow_html=True)
st.markdown("Built with anycoder β€’ [GitHub](https://github.com/anycoder)", unsafe_allow_html=True)

# Sidebar
with st.sidebar:
    st.image("https://storage.googleapis.com/pr-newsroom-wp/1/2023/05/Spotify_Primary_Logo_RGB_Green.png", width=200)
    st.markdown("### πŸ” Spotify Configuration")
    
    # Spotify credentials
    st.session_state.spotify_client_id = st.text_input(
        "Spotify Client ID",
        value=st.session_state.spotify_client_id,
        type="password",
        help="Get from Spotify Developer Dashboard"
    )
    st.session_state.spotify_client_secret = st.text_input(
        "Spotify Client Secret",
        value=st.session_state.spotify_client_secret,
        type="password",
        help="Get from Spotify Developer Dashboard"
    )
    st.session_state.spotify_redirect_uri = st.text_input(
        "Redirect URI",
        value=st.session_state.spotify_redirect_uri,
        help="Must match Spotify Developer Dashboard"
    )
    
    st.markdown("---")
    st.markdown("### πŸ€– AI Configuration")
    
    # AI Provider selection
    st.session_state.ai_provider = st.selectbox(
        "AI Provider",
        ["OpenAI", "Anthropic", "OpenRouter"],
        help="Choose your AI model provider"
    )
    
    # API keys based on provider
    if st.session_state.ai_provider == "OpenAI":
        st.session_state.openai_api_key = st.text_input(
            "OpenAI API Key",
            value=st.session_state.openai_api_key,
            type="password",
            help="Get from platform.openai.com"
        )
        st.session_state.current_model = st.selectbox(
            "Model",
            ["gpt-3.5-turbo", "gpt-4", "gpt-4-turbo"]
        )
    elif st.session_state.ai_provider == "Anthropic":
        st.session_state.anthropic_api_key = st.text_input(
            "Anthropic API Key",
            value=st.session_state.anthropic_api_key,
            type="password",
            help="Get from console.anthropic.com"
        )
        st.session_state.current_model = st.selectbox(
            "Model",
            ["claude-3-haiku-20240307", "claude-3-sonnet-20240229", "claude-3-opus-20240229"]
        )
    elif st.session_state.ai_provider == "OpenRouter":
        st.session_state.openrouter_api_key = st.text_input(
            "OpenRouter API Key",
            value=st.session_state.openrouter_api_key,
            type="password",
            help="Get from openrouter.ai"
        )
        st.session_state.current_model = st.text_input(
            "Model (OpenRouter Format)",
            value="openai/gpt-3.5-turbo"
        )
    
    st.markdown("---")
    st.markdown("### πŸ“Š Options")
    limit = st.slider("Data Limit", 5, 50, 20, help="Number of items to fetch from Spotify")
    
    if st.button("Clear Chat History"):
        st.session_state.chat_history = []
        st.success("Chat history cleared!")

# Spotify Authentication
def get_spotify_auth_manager():
    if not st.session_state.spotify_client_id or not st.session_state.spotify_client_secret:
        return None
    
    return SpotifyOAuth(
        client_id=st.session_state.spotify_client_id,
        client_secret=st.session_state.spotify_client_secret,
        redirect_uri=st.session_state.spotify_redirect_uri,
        scope="user-read-private user-read-email user-top-read user-read-recently-played playlist-read-private playlist-modify-private playlist-modify-public",
        cache_path=".spotify_cache"
    )

def authenticate_spotify():
    auth_manager = get_spotify_auth_manager()
    if not auth_manager:
        st.error("Please enter Spotify credentials in the sidebar")
        return False
    
    st.session_state.spotify_auth_manager = auth_manager
    
    # Generate auth URL
    auth_url = auth_manager.get_authorize_url()
    
    st.markdown("### πŸ” Spotify Authentication")
    st.markdown(f"1. Click [here to authorize]({auth_url})")
    st.markdown("2. Copy the full redirect URL after authorization")
    
    redirect_url = st.text_input("Paste redirect URL here:", placeholder="http://localhost:8501/?code=...")
    
    if st.button("Complete Authentication"):
        if redirect_url:
            try:
                # Extract code from URL
                code = auth_manager.parse_response_code(redirect_url)
                token_info = auth_manager.get_access_token(code)
                st.session_state.spotify_token = token_info
                st.success("βœ… Successfully authenticated with Spotify!")
                return True
            except Exception as e:
                st.error(f"Authentication failed: {str(e)}")
                return False
        else:
            st.warning("Please paste the redirect URL")
            return False
    
    return False

def get_spotify_client():
    if not st.session_state.spotify_token:
        return None
    
    auth_manager = get_spotify_auth_manager()
    if not auth_manager:
        return None
    
    return spotipy.Spotify(auth=st.session_state.spotify_token['access_token'])

# Spotify Data Functions
@st.cache_data(ttl=3600)
def fetch_user_profile():
    sp = get_spotify_client()
    if not sp:
        return None
    try:
        return sp.current_user()
    except:
        return None

@st.cache_data(ttl=1800)
def fetch_top_tracks(limit=20, time_range='medium_term'):
    sp = get_spotify_client()
    if not sp:
        return []
    try:
        results = sp.current_user_top_tracks(limit=limit, time_range=time_range)
        return results['items']
    except:
        return []

@st.cache_data(ttl=1800)
def fetch_top_artists(limit=20, time_range='medium_term'):
    sp = get_spotify_client()
    if not sp:
        return []
    try:
        results = sp.current_user_top_artists(limit=limit, time_range=time_range)
        return results['items']
    except:
        return []

@st.cache_data(ttl=900)
def fetch_recently_played(limit=20):
    sp = get_spotify_client()
    if not sp:
        return []
    try:
        results = sp.current_user_recently_played(limit=limit)
        return results['items']
    except:
        return []

@st.cache_data(ttl=3600)
def fetch_user_playlists(limit=20):
    sp = get_spotify_client()
    if not sp:
        return []
    try:
        results = sp.current_user_playlists(limit=limit)
        return results['items']
    except:
        return []

@st.cache_data(ttl=3600)
def search_spotify(query, types=['track', 'artist', 'album'], limit=5):
    sp = get_spotify_client()
    if not sp:
        return {}
    try:
        results = sp.search(q=query, type=','.join(types), limit=limit)
        return results
    except:
        return {}

def create_playlist(name, description="", public=False):
    sp = get_spotify_client()
    if not sp:
        return None
    try:
        user_id = sp.current_user()['id']
        playlist = sp.user_playlist_create(user_id, name, public=public, description=description)
        return playlist
    except Exception as e:
        st.error(f"Failed to create playlist: {str(e)}")
        return None

def add_tracks_to_playlist(playlist_id, track_uris):
    sp = get_spotify_client()
    if not sp:
        return False
    try:
        sp.playlist_add_items(playlist_id, track_uris)
        return True
    except:
        return False

# AI Chat Functions
def get_ai_client():
    provider = st.session_state.ai_provider
    
    if provider == "OpenAI" and st.session_state.openai_api_key:
        openai.api_key = st.session_state.openai_api_key
        return "openai"
    elif provider == "Anthropic" and st.session_state.anthropic_api_key:
        return "anthropic"
    elif provider == "OpenRouter" and st.session_state.openrouter_api_key:
        return "openrouter"
    
    return None

def format_spotify_data_for_ai():
    """Format user Spotify data for AI context"""
    profile = fetch_user_profile()
    top_tracks = fetch_top_tracks(limit=10)
    top_artists = fetch_top_artists(limit=10)
    recent = fetch_recently_played(limit=5)
    
    context = "Spotify User Data:\n\n"
    
    if profile:
        context += f"User: {profile.get('display_name', 'Unknown')} "
        context += f"({profile.get('email', 'No email')})\n"
        context += f"Country: {profile.get('country', 'Unknown')}\n"
        context += f"Product: {profile.get('product', 'Unknown')}\n\n"
    
    if top_tracks:
        context += "Top Tracks:\n"
        for i, track in enumerate(top_tracks[:5], 1):
            artists = ", ".join([a['name'] for a in track['artists']])
            context += f"{i}. {track['name']} by {artists}\n"
        context += "\n"
    
    if top_artists:
        context += "Top Artists:\n"
        for i, artist in enumerate(top_artists[:5], 1):
            context += f"{i}. {artist['name']}\n"
        context += "\n"
    
    if recent:
        context += "Recently Played:\n"
        for i, item in enumerate(recent[:3], 1):
            track = item['track']
            artists = ", ".join([a['name'] for a in track['artists']])
            context += f"{i}. {track['name']} by {artists}\n"
    
    return context

def generate_ai_response(prompt, context=""):
    client_type = get_ai_client()
    
    if not client_type:
        return "Please configure your AI API keys in the sidebar."
    
    full_prompt = f"""You are a knowledgeable Spotify AI assistant with access to user data. 
Use the following Spotify data to provide personalized, accurate responses:

{context}

User Question: {prompt}

Provide helpful, specific recommendations and insights based on their actual listening data.
If they ask about their music taste, reference their top artists and tracks.
If they want recommendations, consider their preferences.
Be conversational and friendly."""

    try:
        if client_type == "openai":
            response = openai.ChatCompletion.create(
                model=st.session_state.current_model,
                messages=[
                    {"role": "system", "content": "You are a helpful Spotify AI assistant."},
                    {"role": "user", "content": full_prompt}
                ],
                max_tokens=500,
                temperature=0.7
            )
            return response.choices[0].message.content
        
        elif client_type == "anthropic":
            client = anthropic.Anthropic(api_key=st.session_state.anthropic_api_key)
            response = client.messages.create(
                model=st.session_state.current_model,
                max_tokens=500,
                temperature=0.7,
                messages=[
                    {"role": "user", "content": full_prompt}
                ]
            )
            return response.content[0].text
        
        elif client_type == "openrouter":
            headers = {
                "Authorization": f"Bearer {st.session_state.openrouter_api_key}",
                "Content-Type": "application/json"
            }
            data = {
                "model": st.session_state.current_model,
                "messages": [
                    {"role": "user", "content": full_prompt}
                ],
                "max_tokens": 500,
                "temperature": 0.7
            }
            response = requests.post(
                "https://openrouter.ai/api/v1/chat/completions",
                headers=headers,
                json=data
            )
            return response.json()['choices'][0]['message']['content']
    
    except Exception as e:
        return f"Error generating response: {str(e)}"

def generate_recommendations_from_tracks(seed_tracks, limit=10):
    sp = get_spotify_client()
    if not sp:
        return []
    
    try:
        recommendations = sp.recommendations(seed_tracks=seed_tracks, limit=limit)
        return recommendations['tracks']
    except:
        return []

# Main App Logic
def main():
    # Check if authenticated
    if not st.session_state.spotify_token:
        with st.container():
            st.markdown('<div class="spotify-card">', unsafe_allow_html=True)
            st.markdown("### Welcome to Spotify AI Assistant!")
            st.markdown("""
            This app combines Spotify data with AI to provide:
            - Personalized music recommendations
            - Insights into your listening habits
            - Natural language queries about your music
            - Playlist creation assistance
            """)
            st.markdown('</div>', unsafe_allow_html=True)
            
            if authenticate_spotify():
                st.rerun()
            return
    
    # Main interface after authentication
    sp = get_spotify_client()
    if not sp:
        st.error("Failed to initialize Spotify client")
        return
    
    # Fetch user data
    profile = fetch_user_profile()
    if profile:
        st.session_state.user_profile = profile
    
    # Create tabs
    tab1, tab2, tab3, tab4 = st.tabs(["πŸ’¬ Chat", "πŸ“Š Insights", "🎡 Recommendations", "🎧 Your Data"])
    
    # Chat Tab
    with tab1:
        st.markdown("### πŸ’¬ Chat with your Spotify AI Assistant")
        
        # Display chat history
        chat_container = st.container()
        with chat_container:
            for message in st.session_state.chat_history:
                if message["role"] == "user":
                    st.markdown(f'<div class="chat-message user-message"><strong>You:</strong> {message["content"]}</div>', unsafe_allow_html=True)
                else:
                    st.markdown(f'<div class="chat-message ai-message"><strong>AI:</strong> {message["content"]}</div>', unsafe_allow_html=True)
        
        # Chat input
        user_input = st.chat_input("Ask about your music, get recommendations, or create playlists...")
        
        if user_input:
            # Add user message to history
            st.session_state.chat_history.append({"role": "user", "content": user_input})
            
            # Get context and generate response
            with st.spinner("Thinking..."):
                context = format_spotify_data_for_ai()
                response = generate_ai_response(user_input, context)
                
                # Add AI response to history
                st.session_state.chat_history.append({"role": "assistant", "content": response})
                
                # Special handling for playlist creation requests
                if "create playlist" in user_input.lower() and "created" in response.lower():
                    st.info("πŸ’‘ Tip: You can create playlists by asking 'Create a playlist based on my top artists'")
            
            st.rerun()
    
    # Insights Tab
    with tab2:
        st.markdown("### πŸ“Š Your Music Insights")
        
        if profile:
            col1, col2, col3 = st.columns(3)
            with col1:
                st.metric("Username", profile.get('display_name', 'N/A'))
            with col2:
                st.metric("Country", profile.get('country', 'N/A'))
            with col3:
                st.metric("Account Type", profile.get('product', 'N/A').title())
        
        col1, col2 = st.columns(2)
        
        with col1:
            st.markdown("#### 🎀 Top Artists")
            top_artists = fetch_top_artists(limit=10)
            for i, artist in enumerate(top_artists, 1):
                st.markdown(f"""
                <div class="track-card">
                    <strong>{i}. {artist['name']}</strong><br>
                    <small>Genres: {', '.join(artist.get('genres', [])[:3])}</small>
                </div>
                """, unsafe_allow_html=True)
        
        with col2:
            st.markdown("#### 🎡 Top Tracks")
            top_tracks = fetch_top_tracks(limit=10)
            for i, track in enumerate(top_tracks, 1):
                artists = ", ".join([a['name'] for a in track['artists']])
                st.markdown(f"""
                <div class="track-card">
                    <strong>{i}. {track['name']}</strong><br>
                    <small>by {artists}</small>
                </div>
                """, unsafe_allow_html=True)
    
    # Recommendations Tab
    with tab3:
        st.markdown("### 🎡 AI-Powered Recommendations")
        
        # Get seed tracks from top tracks
        top_tracks = fetch_top_tracks(limit=5)
        if top_tracks:
            seed_tracks = [track['id'] for track in top_tracks[:3]]
            
            st.markdown("#### Based on your top tracks:")
            for track in top_tracks:
                artists = ", ".join([a['name'] for a in track['artists']])
                st.markdown(f"- {track['name']} by {artists}")
            
            if st.button("Generate Recommendations"):
                with st.spinner("Generating personalized recommendations..."):
                    recommendations = generate_recommendations_from_tracks(seed_tracks, limit=10)
                    
                    if recommendations:
                        st.success("Here are your personalized recommendations:")
                        for track in recommendations:
                            artists = ", ".join([a['name'] for a in track['artists']])
                            album = track['album']['name']
                            st.markdown(f"""
                            <div class="track-card">
                                <strong>{track['name']}</strong> by {artists}<br>
                                <small>Album: {album}</small>
                            </div>
                            """, unsafe_allow_html=True)
                    else:
                        st.warning("Could not generate recommendations. Try again later.")
        else:
            st.info("Listen to more music to get recommendations!")
    
    # Data Tab
    with tab4:
        st.markdown("### 🎧 Your Spotify Data")
        
        col1, col2 = st.columns(2)
        
        with col1:
            st.markdown("#### Recently Played")
            recent = fetch_recently_played(limit=10)
            for item in recent:
                track = item['track']
                played_at = datetime.strptime(item['played_at'][:19], "%Y-%m-%dT%H:%M:%S")
                artists = ", ".join([a['name'] for a in track['artists']])
                st.markdown(f"""
                <div class="track-card">
                    <strong>{track['name']}</strong> by {artists}<br>
                    <small>Played at: {played_at.strftime('%Y-%m-%d %H:%M')}</small>
                </div>
                """, unsafe_allow_html=True)
        
        with col2:
            st.markdown("#### Your Playlists")
            playlists = fetch_user_playlists(limit=10)
            for playlist in playlists:
                st.markdown(f"""
                <div class="track-card">
                    <strong>{playlist['name']}</strong><br>
                    <small>{playlist['tracks']['total']} tracks</small>
                </div>
                """, unsafe_allow_html=True)
    
    # Footer
    st.markdown("---")
    st.markdown("""
    <div style="text-align: center; color: #666;">
        <p>Built with ❀️ using Streamlit | Data powered by Spotify API | Intelligence powered by AI</p>
    </div>
    """, unsafe_allow_html=True)

if __name__ == "__main__":
    main()