Spaces:
Sleeping
Sleeping
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 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=["*"], | |
) | |
# Base path for Hugging Face Spaces | |
BASE_PATH = "/api" if os.getenv('HF_SPACE') else "" | |
# Root endpoint for health checks | |
async def root(): | |
return {"status": "ok", "message": "Server is running"} | |
# Slack configuration | |
SLACK_VERIFICATION_TOKEN = os.getenv("SLACK_VERIFICATION_TOKEN") | |
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() | |
async def ask(request: Request): | |
print("π /ask endpoint was HIT") # <-- Log immediately on hit | |
try: | |
payload = await request.json() | |
print("π₯ Incoming payload:", json.dumps(payload, indent=2)) | |
except Exception as e: | |
print("β 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"π§Ύ 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"π Human intervened via Slack in conversation {conversation_id}. Disabling AI.") | |
return {"status": "AI disabled due to Slack intervention"} | |
print("β οΈ Ignoring non-incoming message") | |
return {"status": "ignored"} | |
# Bot must not reply to itself | |
if sender_id == account_id: | |
print("β οΈ 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"βΉοΈ 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"π« 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("β 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("β GPT Answer:", answer) | |
# β 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 = "π€ User" if msg.get('message_type') == 'incoming' else "π€ AI" | |
content = msg.get('content', '').strip() | |
if content: | |
conversation_history.append(f"{role}: {content}") | |
# Add current exchange | |
conversation_history.append(f"π€ User: {message_content}") | |
conversation_history.append(f"π€ AI: {answer}") | |
# Format conversation history with code blocks for better readability | |
formatted_history = "\n".join(conversation_history) | |
slack_msg = ( | |
f"π¬ *Conversation Update* - `{conversation_id}`\n\n" | |
f"*π Conversation History:*\n```\n{formatted_history}\n```\n\n" | |
f"*β‘ 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("β οΈ No token usage info returned from API") | |
except Exception as e: | |
print("β 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"π« 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("β 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("π¨ Slack response:", resp.status_code, resp.text) | |
except Exception as e: | |
print("β Slack Send Error:", e) | |
async def get_chatwoot_conversation(conversation_id: int) -> Optional[dict]: | |
"""Fetch conversation details and messages from Chatwoot""" | |
print(f"\nπ Starting to fetch conversation {conversation_id}") | |
print(f"Using base URL: {CHATWOOT_BASE_URL}") | |
print(f"Account ID: {CHATWOOT_ACCOUNT_ID}") | |
try: | |
headers = { | |
"api_access_token": CHATWOOT_API_KEY[:5] + "..." if CHATWOOT_API_KEY else "None", # Log first 5 chars of token for security | |
"Content-Type": "application/json", | |
"Accept": "application/json" | |
} | |
print(f"Request headers: {headers}") | |
async with httpx.AsyncClient(timeout=30.0) as http: | |
# Get conversation messages directly since that's what we need | |
msgs_url = f"{CHATWOOT_BASE_URL}/api/v1/accounts/{CHATWOOT_ACCOUNT_ID}/conversations/{conversation_id}/messages" | |
print(f"\nπ Making request to: {msgs_url}") | |
print(f"Method: GET") | |
print(f"Full URL: {msgs_url}") | |
print(f"Headers: {headers}") | |
try: | |
msgs_resp = await http.get(msgs_url, headers=headers) | |
print(f"\nβ Response received") | |
print(f"Status code: {msgs_resp.status_code}") | |
print(f"Response headers: {dict(msgs_resp.headers)}") | |
# Log response body (truncated if too long) | |
response_text = msgs_resp.text | |
print(f"Response length: {len(response_text)} characters") | |
print(f"First 500 chars of response: {response_text[:500]}...") | |
msgs_resp.raise_for_status() | |
# Parse the JSON response | |
response_data = msgs_resp.json() | |
print(f"π Response data type: {type(response_data).__name__}") | |
# Handle different response formats | |
if isinstance(response_data, dict): | |
# If the response has a 'payload' key, use that | |
messages = response_data.get('payload', []) | |
meta = response_data.get('meta', {}) | |
elif isinstance(response_data, list): | |
# If the response is directly a list of messages | |
messages = response_data | |
meta = {} | |
else: | |
print(f"β οΈ Unexpected response format: {type(response_data)}") | |
return None | |
if not isinstance(messages, list): | |
print(f"β οΈ Messages is not a list: {type(messages)}") | |
return None | |
print(f"\nπ© Successfully parsed {len(messages)} messages") | |
if messages: | |
first_msg = messages[0] | |
print(f"First message type: {type(first_msg).__name__}") | |
print(f"First message keys: {list(first_msg.keys()) if hasattr(first_msg, 'keys') else 'N/A'}") | |
# Process and filter messages | |
filtered_messages = [] | |
for msg in messages: | |
try: | |
# Skip if no content or sender info | |
if not msg.get('content') or not isinstance(msg.get('content'), str): | |
continue | |
# Get sender info, handle different formats | |
sender = msg.get('sender', {}) | |
sender_type = None | |
sender_name = 'Unknown' | |
if isinstance(sender, dict): | |
sender_type = sender.get('type') | |
sender_name = sender.get('name') or sender.get('available_name', 'Unknown') | |
# Only include relevant message types | |
if sender_type not in ['contact', 'user', 'agent']: | |
continue | |
# Create the filtered message | |
filtered_msg = { | |
'id': msg.get('id'), | |
'content': msg['content'], | |
'created_at': msg.get('created_at'), | |
'sender': { | |
'type': sender_type, | |
'name': sender_name | |
}, | |
'message_type': 'incoming' if msg.get('message_type') == 0 else 'outgoing', | |
'timestamp': msg.get('created_at') | |
} | |
filtered_messages.append(filtered_msg) | |
except Exception as e: | |
print(f"β οΈ Error processing message {msg.get('id')}: {str(e)}") | |
continue | |
print(f"β Filtered to {len(filtered_messages)} relevant messages") | |
# Sort messages by timestamp if available | |
filtered_messages.sort(key=lambda x: x.get('timestamp', 0)) | |
return { | |
'meta': meta, | |
'payload': filtered_messages | |
} | |
except httpx.HTTPStatusError as e: | |
print(f"\nβ HTTP Error: {e}") | |
print(f"Response: {e.response.text}") | |
return None | |
except Exception as e: | |
import traceback | |
print(f"\nβ Unexpected error: {str(e)}") | |
print("Stack trace:") | |
print(traceback.format_exc()) | |
return None | |
def format_slack_message(conversation_data): | |
"""Format conversation data into Slack blocks""" | |
if not conversation_data: | |
return {"response_type": "ephemeral", "text": "β Error: No conversation data received"} | |
try: | |
# Get messages from the payload | |
messages = conversation_data.get("payload", []) | |
if not messages: | |
return {"response_type": "ephemeral", "text": "βΉοΈ No messages found in this conversation"} | |
# Create blocks for the message | |
blocks = [ | |
{ | |
"type": "header", | |
"text": { | |
"type": "plain_text", | |
"text": f"π¬ Conversation #{messages[0].get('conversation_id', 'N/A')}", | |
"emoji": True | |
} | |
}, | |
{ | |
"type": "divider" | |
} | |
] | |
# Add messages | |
for msg in sorted(messages, key=lambda x: x.get('created_at', 0)): | |
content = msg.get("content", "") | |
if not content or not isinstance(content, str): | |
continue | |
# Determine sender info | |
sender_data = msg.get("sender", {}) | |
if msg.get("message_type") == 0: # incoming message | |
sender_name = sender_data.get("name", "User") | |
sender_emoji = "π€" | |
else: # outgoing message | |
sender_name = sender_data.get("available_name", sender_data.get("name", "Bot")) | |
sender_emoji = "π€" | |
# Format timestamp if available | |
timestamp = msg.get("created_at") | |
if timestamp and isinstance(timestamp, (int, float)): | |
from datetime import datetime | |
try: | |
dt = datetime.fromtimestamp(timestamp) | |
time_str = dt.strftime("%b %d, %H:%M") | |
time_display = f"`{time_str}`" | |
except: | |
time_display = "" | |
else: | |
time_display = "" | |
# Add message block | |
blocks.append({ | |
"type": "section", | |
"text": { | |
"type": "mrkdwn", | |
"text": f"{sender_emoji} *{sender_name}* {time_display}\n{content}" | |
} | |
}) | |
blocks.append({"type": "divider"}) | |
return { | |
"response_type": "in_channel", | |
"blocks": blocks | |
} | |
except Exception as e: | |
import traceback | |
print(f"Error formatting Slack message: {e}") | |
print(traceback.format_exc()) | |
return { | |
"response_type": "ephemeral", | |
"text": f"β Error formatting conversation: {str(e)}" | |
} | |
return { | |
"response_type": "in_channel", | |
"blocks": blocks | |
} | |
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": "β 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"β Error fetching conversation: {str(e)}" | |
} | |
async with httpx.AsyncClient() as http: | |
await http.post( | |
response_url, | |
json=error_msg, | |
headers={"Content-Type": "application/json"} | |
) | |
async def send_chatwoot_message(conversation_id: str, content: str): | |
"""Send a message to a Chatwoot conversation""" | |
message_payload = { | |
"content": content, | |
"message_type": "outgoing", | |
"private": False, | |
"content_type": "text", | |
"content_attributes": {} | |
} | |
try: | |
url = f"{CHATWOOT_BASE_URL}/api/v1/accounts/{CHATWOOT_ACCOUNT_ID}/conversations/{conversation_id}/messages" | |
headers = { | |
"Content-Type": "application/json", | |
"api_access_token": CHATWOOT_API_KEY, | |
} | |
print(f"π€ Sending to Chatwoot: {url}") | |
print(f"π Using API key: {CHATWOOT_API_KEY[:5]}..." if CHATWOOT_API_KEY else "β No API key provided!") | |
print("π¦ Payload:", json.dumps(message_payload, indent=2)) | |
print("π Headers:", json.dumps({k: '***' if 'token' in k.lower() or 'key' in k.lower() else v for k, v in headers.items()}, indent=2)) | |
async with httpx.AsyncClient() as http: | |
# First, try to get the conversation to verify access | |
conv_url = f"{CHATWOOT_BASE_URL}/api/v1/accounts/{CHATWOOT_ACCOUNT_ID}/conversations/{conversation_id}" | |
print(f"π Checking conversation access: {conv_url}") | |
# Test GET request to verify conversation access | |
test_resp = await http.get(conv_url, headers=headers) | |
print(f"π Conversation check status: {test_resp.status_code}") | |
print(f"π Response: {test_resp.text[:500]}..." if test_resp.text else "No response body") | |
if test_resp.status_code != 200: | |
error_msg = f"Failed to access conversation: {test_resp.status_code} - {test_resp.text}" | |
print(f"β {error_msg}") | |
return {"status": "error", "message": error_msg} | |
# If we can access the conversation, try to send the message | |
print("β Conversation access verified. Sending message...") | |
resp = await http.post( | |
url, | |
headers=headers, | |
json=message_payload | |
) | |
print(f"π¬ Chatwoot Response Status: {resp.status_code}") | |
print(f"π¬ Response Body: {resp.text}") | |
if resp.status_code != 200: | |
error_msg = f"Failed to send message: {resp.status_code} - {resp.text}" | |
print(f"β {error_msg}") | |
return {"status": "error", "message": error_msg} | |
return {"status": "success", "data": resp.json()} | |
except httpx.HTTPStatusError as e: | |
error_msg = f"HTTP error occurred: {str(e)}" | |
print(f"β {error_msg}") | |
print(f"Response: {e.response.text if hasattr(e, 'response') else 'No response'}") | |
return {"status": "error", "message": error_msg} | |
except Exception as e: | |
print("β Chatwoot Send Error:", e) |