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import os
import json
import httpx
from fastapi import FastAPI, Request, Form, HTTPException, APIRouter
from fastapi.middleware.cors import CORSMiddleware
from typing import Optional
from fastapi.responses import JSONResponse
from openai import OpenAI

# Create a router for our API endpoints
router = APIRouter()

# Create the FastAPI app
app = FastAPI()

# Add CORS middleware to allow requests from any origin
app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

# Root endpoint for health checks
@app.get("/")
async def root():
    return {"status": "ok", "message": "Server is running"}

# Slack configuration
SLACK_VERIFICATION_TOKEN = os.getenv("SLACK_VERIFICATION_TOKEN")
# Add your Slack user ID (you can find this in your Slack profile)
ALLOWED_SLACK_USER_ID = os.getenv("YOUR_SLACK_USER_ID")

# Load KB
with open("kb.json") as f:
    kb = json.load(f)

# Build system prompt
system_prompt = "You are a helpful assistant. Only answer questions based on the following knowledge base:\n\n"
for q, a in kb.items():
    system_prompt += f"Q: {q}\nA: {a}\n\n"
system_prompt += "If the question is not in the knowledge base, respond with: 'I'm not sure about that. Let me connect you with a human agent.'"

# OpenAI setup
client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
client.base_url = os.getenv("OPENAI_API_BASE", "https://api.openai.com/v1")

# Chatwoot config
CHATWOOT_BASE_URL = os.getenv("CHATWOOT_BASE_URL")
CHATWOOT_API_KEY = os.getenv("CHATWOOT_API_KEY")
CHATWOOT_ACCOUNT_ID = int(os.getenv("CHATWOOT_ACCOUNT_ID"))  # e.g., 123911

# Track conversations where AI should stop replying
stop_reply_conversations = set()

@app.post("/ask")
async def ask(request: Request):
    print("πŸ”” /ask endpoint was HIT")  # <-- Log immediately on hit
    try:
        payload = await request.json()
        print("πŸ“₯ Incoming payload:", json.dumps(payload, indent=2))
    except Exception as e:
        print("❌ Failed to parse JSON payload:", e)
        return {"status": "error", "detail": "Invalid JSON"}

    account_id = payload.get("account", {}).get("id")
    conversation_id = str(payload.get("conversation", {}).get("id"))
    sender = payload.get("sender") or {}
    sender_id = sender.get("id")
    sender_role = (sender.get("role") or "").lower()
    message_type = payload.get("message_type", "").lower()
    message_content = payload.get("content", "").strip()

    print(f"🧾 sender_id: {sender_id}, sender_role: {sender_role}, account_id: {account_id}")

    # Step 1: Detect agent message via Slack and disable AI for that conversation
    if message_type != "incoming":
        messages = payload.get("conversation", {}).get("messages", [])
        if messages:
            msg = messages[0]
            external_ids = msg.get("external_source_ids", {})
            if "slack" in external_ids:
                stop_reply_conversations.add(conversation_id)
                print(f"πŸ›‘ Human intervened via Slack in conversation {conversation_id}. Disabling AI.")
                return {"status": "AI disabled due to Slack intervention"}
        
        print("⚠️ Ignoring non-incoming message")
        return {"status": "ignored"}

    # Bot must not reply to itself
    if sender_id == account_id:
        print("⚠️ Ignoring bot's own message")
        return {"status": "ignored"}

    # Handle special bot resume command
    if sender_role == "agent" and message_content.lower() == "#botresume":
        stop_reply_conversations.discard(conversation_id)
        print(f"ℹ️ Bot resumed for conversation {conversation_id}")
        await send_chatwoot_message(conversation_id, "Bot resumed and will reply to users now.")
        return {"status": "bot resumed"}

    # Check if AI is blacklisted for this conversation
    if conversation_id in stop_reply_conversations:
        print(f"🚫 AI is disabled for conversation {conversation_id}")
        return {"status": "ignored: human takeover"}

    # Ensure all data is present
    if not message_content or not conversation_id:
        print("❌ Missing content or conversation ID")
        return {"status": "invalid payload"}

    # Build messages for GPT
    messages = [
        {"role": "system", "content": system_prompt},
        {"role": "user", "content": message_content},
    ]

    try:
        response = client.chat.completions.create(
            model="deepseek-ai/DeepSeek-V3",
            messages=messages,
            temperature=0,
            max_tokens=200,
        )
        answer = response.choices[0].message.content.strip()
        print("βœ… GPT Answer:", answer)

        # βœ… Extract and send token usage to Slack with conversation history
        usage = response.usage
        if usage:
            prompt_tokens = usage.prompt_tokens
            completion_tokens = usage.completion_tokens
            total_tokens = usage.total_tokens
            
            # Get conversation history (last 3 messages)
            messages = payload.get('conversation', {}).get('messages', [])[-6:]  # Get last 3 exchanges (6 messages)
            conversation_history = []
            
            for msg in messages:
                role = "πŸ‘€ User" if msg.get('message_type') == 'incoming' else "πŸ€– AI"
                content = msg.get('content', '').strip()
                if content:
                    conversation_history.append(f"{role}: {content}")
            
            # Add current exchange
            conversation_history.append(f"πŸ‘€ User: {message_content}")
            conversation_history.append(f"πŸ€– AI: {answer}")
            
            # Format conversation history with code blocks for better readability
            formatted_history = "\n".join(conversation_history)
            
            slack_msg = (
                f"πŸ’¬ *Conversation Update* - `{conversation_id}`\n\n"
                f"*πŸ” Conversation History:*\n```\n{formatted_history}\n```\n\n"
                f"*⚑ Token Usage:*\n```\n"
                f"Prompt: {prompt_tokens} tokens\n"
                f"Completion: {completion_tokens} tokens\n"
                f"Total: {total_tokens} tokens\n"
                f"Model: {response.model or 'N/A'}\n"
                f"```"
            )
            await send_to_slack(slack_msg)
        else:
            print("⚠️ No token usage info returned from API")
            
    except Exception as e:
        print("❌ OpenAI Error:", e)
        answer = "Sorry, I'm having trouble answering right now."

    if answer == "I'm not sure about that. Let me connect you with a human agent.":
        stop_reply_conversations.add(conversation_id)
        print(f"🚫 Fallback answer, disabling AI for conversation {conversation_id}")

    await send_chatwoot_message(conversation_id, answer)

    return {"status": "ok"}

async def send_to_slack(message: str):
    webhook_url = os.getenv("SLACK_WEBHOOK_URL")
    if not webhook_url:
        print("❌ SLACK_WEBHOOK_URL not set")
        return

    payload = {"text": message}

    try:
        async with httpx.AsyncClient() as http:
            resp = await http.post(webhook_url, json=payload)
            print("πŸ“¨ Slack response:", resp.status_code, resp.text)
    except Exception as e:
        print("❌ Slack Send Error:", e)

async def get_chatwoot_conversation(conversation_id: str):
    """Fetch conversation details from Chatwoot"""
    try:
        async with httpx.AsyncClient() as http:
            # Get conversation details
            conv_url = f"{CHATWOOT_BASE_URL}/api/v1/accounts/{CHATWOOT_ACCOUNT_ID}/conversations/{conversation_id}"
            conv_resp = await http.get(
                conv_url,
                headers={"api_access_token": CHATWOOT_API_KEY}
            )
            conv_resp.raise_for_status()
            conversation = conv_resp.json()
            
            # Get conversation messages
            msgs_url = f"{CHATWOOT_BASE_URL}/api/v1/accounts/{CHATWOOT_ACCOUNT_ID}/conversations/{conversation_id}/messages"
            msgs_resp = await http.get(
                msgs_url,
                headers={"api_access_token": CHATWOOT_API_KEY}
            )
            msgs_resp.raise_for_status()
            messages = msgs_resp.json()
            
            return {
                "conversation": conversation,
                "messages": messages
            }
    except Exception as e:
        print(f"❌ Error fetching Chatwoot conversation: {e}")
        return None

def format_slack_message(conversation_data):
    """Format conversation data into Slack blocks"""
    if not conversation_data:
        return {"text": "Error fetching conversation"}
    
    conv = conversation_data["conversation"]
    messages = conversation_data["messages"]
    
    # Create blocks for the message
    blocks = [
        {
            "type": "header",
            "text": {
                "type": "plain_text",
                "text": f"πŸ’¬ Conversation #{conv['id']}",
                "emoji": True
            }
        },
        {
            "type": "section",
            "fields": [
                {
                    "type": "mrkdwn",
                    "text": f"*Status:* {conv['status']}"
                },
                {
                    "type": "mrkdwn",
                    "text": f"*Inbox:* {conv['inbox']['name']}"
                },
                {
                    "type": "mrkdwn",
                    "text": f"*Assignee:* {conv['meta']['assignee']['name'] if conv['meta']['assignee'] else 'Unassigned'}"
                },
                {
                    "type": "mrkdwn",
                    "text": f"*Created:* {conv['created_at']}"
                }
            ]
        },
        {
            "type": "divider"
        }
    ]
    
    # Add messages
    for msg in sorted(messages, key=lambda x: x['created_at']):
        if msg["message_type"] in ["incoming", "outgoing"] and msg["content"].strip():
            sender = "πŸ‘€" if msg["message_type"] == "incoming" else "πŸ€–"
            blocks.append({
                "type": "section",
                "text": {
                    "type": "mrkdwn",
                    "text": f"{sender} *{msg['sender']['available_name']}*\n{msg['content']}"
                }
            })
            blocks.append({"type": "divider"})
    
    return {
        "response_type": "in_channel",
        "blocks": blocks
    }

@router.post("/slack/command")
async def slack_command(
    token: str = Form(...),
    command: str = Form(...),
    text: str = Form(...),
    response_url: str = Form(...),
    user_id: str = Form(...)
):
    """Handle Slack slash command to fetch Chatwoot conversation"""
    # Verify the Slack token and user
    if token != SLACK_VERIFICATION_TOKEN:
        raise HTTPException(status_code=401, detail="Invalid token")
    
    # Check if the user is authorized
    if user_id != ALLOWED_SLACK_USER_ID:
        return {
            "response_type": "ephemeral",
            "text": "β›” This command is restricted to authorized users only."
        }
    
    # Extract conversation ID from command text
    conversation_id = text.strip()
    if not conversation_id.isdigit():
        return {
            "response_type": "ephemeral",
            "text": "❌ Please provide a valid conversation ID. Usage: `/conversation <conversation_id>`"
        }
    
    # Send immediate response (Slack requires response within 3 seconds)
    response = {
        "response_type": "ephemeral",
        "text": f"Fetching conversation {conversation_id}..."
    }
    
    # Fetch conversation data in the background
    import asyncio
    asyncio.create_task(_process_slack_command(conversation_id, response_url))
    
    return response

async def _process_slack_command(conversation_id: str, response_url: str):
    """Process the Slack command asynchronously"""
    try:
        # Fetch conversation data
        conversation_data = await get_chatwoot_conversation(conversation_id)
        
        if not conversation_data:
            raise Exception("Failed to fetch conversation data")
        
        # Format the response
        formatted_response = format_slack_message(conversation_data)
        
        # Send the formatted response to Slack
        async with httpx.AsyncClient() as http:
            await http.post(
                response_url,
                json=formatted_response,
                headers={"Content-Type": "application/json"}
            )
    except Exception as e:
        error_msg = {
            "response_type": "ephemeral",
            "text": f"❌ Error fetching conversation: {str(e)}"
        }
        async with httpx.AsyncClient() as http:
            await http.post(
                response_url,
                json=error_msg,
                headers={"Content-Type": "application/json"}
            )

# Include the router with the base path
app.include_router(router, prefix="/api" if os.getenv('HF_SPACE') else "")

async def send_chatwoot_message(conversation_id: str, content: str):
    message_payload = {
        "content": content,
        "message_type": "outgoing",
        "private": False,
        "content_type": "text",
        "content_attributes": {}
    }

    try:
        async with httpx.AsyncClient() as http:
            url = f"{CHATWOOT_BASE_URL}/api/v1/accounts/{CHATWOOT_ACCOUNT_ID}/conversations/{conversation_id}/messages"
            print("πŸ“€ Sending to Chatwoot:", url)
            print("πŸ“¦ Payload:", json.dumps(message_payload, indent=2))

            resp = await http.post(
                url,
                headers={
                    "Content-Type": "application/json",
                    "api_access_token": CHATWOOT_API_KEY,
                },
                json=message_payload,
            )
            print("πŸ“¬ Chatwoot Response:", resp.status_code, resp.text)
    except Exception as e:
        print("❌ Chatwoot Send Error:", e)