capstone_1 / agent /order_tracking_agent.py
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import pandas as pd
import os
import logging
import re
# Configure logging
logging.basicConfig(level=logging.DEBUG)
logger = logging.getLogger(__name__)
def extract_order_number(query):
"""Extracts the order number from the user's query using regex."""
match = re.search(r'\b\d{3}-\d{7}-\d{7}\b', query)
if match:
return match.group(0)
return None
def extract_tracking_number(query):
"""Extracts the tracking number from the user's query using regex."""
match = re.search(r'\b[A-Z0-9]{10,}\b', query)
if match:
return match.group(0)
return None
class OrderTrackingAgent:
def __init__(self, csv_path='./data/order_track.csv'):
self.csv_path = csv_path
self.order_data = None
self.pending_actions = {} # To handle ongoing refund/replacement flows
self.load_data()
def load_data(self):
"""Load the order tracking data from the CSV file."""
try:
if os.path.exists(self.csv_path):
self.order_data = pd.read_csv(self.csv_path)
logger.info("Order tracking data loaded successfully.")
logger.debug(f"Columns in CSV: {self.order_data.columns.tolist()}")
else:
raise FileNotFoundError(f"CSV file not found at {self.csv_path}")
except Exception as e:
logger.error(f"Error loading order tracking data: {e}")
def process_query(self, query, order_number=None, tracking_number=None):
"""
Process order-related queries.
Args:
query (str): The user's query.
order_number (str, optional): The order number extracted from the query.
tracking_number (str, optional): The tracking number extracted from the query.
Returns:
str: The response to the user's query.
"""
logger.info(f"Processing query: {query}")
# Extract identifiers if not explicitly provided
if not order_number and not tracking_number:
order_number = self.extract_order_number(query)
tracking_number = self.extract_tracking_number(query)
logger.debug(f"Extracted Order Number: {order_number}")
logger.debug(f"Extracted Tracking Number: {tracking_number}")
if "refund" in query.lower():
return self.handle_refund_flow(query, order_number)
elif "replace" in query.lower():
return self.handle_replacement_flow(query, order_number)
# Normal tracking queries
if order_number:
return self._find_order_by_column("Order number", order_number)
elif tracking_number:
return self._find_order_by_column("Tracking number", tracking_number)
return "Please provide a valid order number or tracking number to proceed."
def _find_order_by_column(self, column_name, value):
"""Find order details based on a specific column."""
try:
result = self.order_data[self.order_data[column_name].astype(str).str.strip() == value.strip()]
if not result.empty:
order_info = result.to_dict(orient="records")[0]
response = f"**Order Details:**\n"
for key, val in order_info.items():
response += f"**{key}:** {val}\n"
return response.strip()
else:
return f"No order found with {column_name.lower()}: {value}. Please check the number and try again."
except KeyError:
return f"Invalid column name: {column_name}. Unable to process the query."
except Exception as e:
logger.error(f"Error retrieving order data: {e}")
return "An error occurred while processing your request."
def handle_refund_flow(self, query, order_number):
"""Handles refund flow step-by-step."""
if "order number" not in self.pending_actions:
if not order_number:
return "Sure! Please provide your order number to proceed with the refund."
self.pending_actions["order number"] = order_number
return "Order found! Confirm if you'd like to initiate the refund."
if "confirmed" not in self.pending_actions:
if "yes" in query.lower():
self.pending_actions["confirmed"] = True
return "Thank you! I have initiated your refund process. What time shall I arrange to pick up the item? Please provide a convenient date and time."
if "pickup time" not in self.pending_actions:
pickup_time = query.strip()
self.pending_actions["pickup time"] = pickup_time
return f"Got it! Your pickup is scheduled for {pickup_time}. Please ensure the parcel is securely packed. Once we receive it, the refund will be credited to your Amazon Pay balance."
# Clear the flow once complete
self.pending_actions.clear()
return "Refund process complete. Let me know if there's anything else I can help with!"
def handle_replacement_flow(self, query, order_number):
"""Handles replacement flow step-by-step."""
if "order number" not in self.pending_actions:
if not order_number:
return "Sure! Please provide your order number to process the replacement."
self.pending_actions["order number"] = order_number
return "Order found! Confirm if you'd like to proceed with the replacement request."
if "confirmed" not in self.pending_actions:
if "yes" in query.lower():
self.pending_actions["confirmed"] = True
return "Your replacement process has been initiated. What time shall I arrange to pick up the item for replacement? Please provide a convenient date and time."
if "pickup time" not in self.pending_actions:
pickup_time = query.strip()
self.pending_actions["pickup time"] = pickup_time
return f"Got it! Your pickup is scheduled for {pickup_time}. Please ensure the item is in its original condition and securely packed. Once we receive it, your replacement will be processed."
# Clear the flow once complete
self.pending_actions.clear()
return "Replacement process complete. Let me know if there's anything else I can help with!"
def extract_order_number(self, query):
"""Extracts the order number from the query."""
return extract_order_number(query)
def extract_tracking_number(self, query):
"""Extracts the tracking number from the query."""
return extract_tracking_number(query)
def clear_context(self):
"""Reset the context if required (placeholder for compatibility)."""
self.pending_actions.clear()