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Upload order_tracking_agent.py
Browse files- agent/order_tracking_agent.py +149 -0
agent/order_tracking_agent.py
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import pandas as pd
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import os
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import logging
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import re
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# Configure logging
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logging.basicConfig(level=logging.DEBUG)
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logger = logging.getLogger(__name__)
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def extract_order_number(query):
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"""Extracts the order number from the user's query using regex."""
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match = re.search(r'\b\d{3}-\d{7}-\d{7}\b', query)
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if match:
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return match.group(0)
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return None
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def extract_tracking_number(query):
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"""Extracts the tracking number from the user's query using regex."""
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match = re.search(r'\b[A-Z0-9]{10,}\b', query)
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if match:
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return match.group(0)
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return None
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class OrderTrackingAgent:
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def __init__(self, csv_path='./data/order_track.csv'):
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self.csv_path = csv_path
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self.order_data = None
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self.pending_actions = {} # To handle ongoing refund/replacement flows
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self.load_data()
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def load_data(self):
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"""Load the order tracking data from the CSV file."""
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try:
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if os.path.exists(self.csv_path):
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self.order_data = pd.read_csv(self.csv_path)
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logger.info("Order tracking data loaded successfully.")
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logger.debug(f"Columns in CSV: {self.order_data.columns.tolist()}")
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else:
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raise FileNotFoundError(f"CSV file not found at {self.csv_path}")
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except Exception as e:
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logger.error(f"Error loading order tracking data: {e}")
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def process_query(self, query, order_number=None, tracking_number=None):
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"""
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Process order-related queries.
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Args:
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query (str): The user's query.
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order_number (str, optional): The order number extracted from the query.
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tracking_number (str, optional): The tracking number extracted from the query.
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Returns:
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str: The response to the user's query.
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"""
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logger.info(f"Processing query: {query}")
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# Extract identifiers if not explicitly provided
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if not order_number and not tracking_number:
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order_number = self.extract_order_number(query)
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tracking_number = self.extract_tracking_number(query)
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logger.debug(f"Extracted Order Number: {order_number}")
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logger.debug(f"Extracted Tracking Number: {tracking_number}")
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if "refund" in query.lower():
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return self.handle_refund_flow(query, order_number)
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elif "replace" in query.lower():
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return self.handle_replacement_flow(query, order_number)
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# Normal tracking queries
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if order_number:
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return self._find_order_by_column("Order number", order_number)
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elif tracking_number:
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return self._find_order_by_column("Tracking number", tracking_number)
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return "Please provide a valid order number or tracking number to proceed."
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def _find_order_by_column(self, column_name, value):
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"""Find order details based on a specific column."""
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try:
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result = self.order_data[self.order_data[column_name].astype(str).str.strip() == value.strip()]
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if not result.empty:
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order_info = result.to_dict(orient="records")[0]
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response = f"**Order Details:**\n"
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for key, val in order_info.items():
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response += f"**{key}:** {val}\n"
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return response.strip()
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else:
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return f"No order found with {column_name.lower()}: {value}. Please check the number and try again."
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except KeyError:
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return f"Invalid column name: {column_name}. Unable to process the query."
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except Exception as e:
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logger.error(f"Error retrieving order data: {e}")
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return "An error occurred while processing your request."
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def handle_refund_flow(self, query, order_number):
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"""Handles refund flow step-by-step."""
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if "order number" not in self.pending_actions:
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if not order_number:
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return "Sure! Please provide your order number to proceed with the refund."
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self.pending_actions["order number"] = order_number
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return "Order found! Confirm if you'd like to initiate the refund."
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if "confirmed" not in self.pending_actions:
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if "yes" in query.lower():
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self.pending_actions["confirmed"] = True
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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."
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if "pickup time" not in self.pending_actions:
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pickup_time = query.strip()
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self.pending_actions["pickup time"] = pickup_time
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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."
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# Clear the flow once complete
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self.pending_actions.clear()
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return "Refund process complete. Let me know if there's anything else I can help with!"
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| 116 |
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| 117 |
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def handle_replacement_flow(self, query, order_number):
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| 118 |
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"""Handles replacement flow step-by-step."""
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| 119 |
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if "order number" not in self.pending_actions:
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| 120 |
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if not order_number:
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return "Sure! Please provide your order number to process the replacement."
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| 122 |
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self.pending_actions["order number"] = order_number
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| 123 |
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return "Order found! Confirm if you'd like to proceed with the replacement request."
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| 124 |
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| 125 |
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if "confirmed" not in self.pending_actions:
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| 126 |
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if "yes" in query.lower():
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self.pending_actions["confirmed"] = True
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| 128 |
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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."
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| 129 |
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| 130 |
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if "pickup time" not in self.pending_actions:
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| 131 |
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pickup_time = query.strip()
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| 132 |
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self.pending_actions["pickup time"] = pickup_time
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| 133 |
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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."
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| 134 |
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| 135 |
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# Clear the flow once complete
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| 136 |
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self.pending_actions.clear()
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| 137 |
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return "Replacement process complete. Let me know if there's anything else I can help with!"
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| 138 |
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| 139 |
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def extract_order_number(self, query):
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| 140 |
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"""Extracts the order number from the query."""
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| 141 |
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return extract_order_number(query)
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| 142 |
+
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| 143 |
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def extract_tracking_number(self, query):
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| 144 |
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"""Extracts the tracking number from the query."""
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| 145 |
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return extract_tracking_number(query)
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| 146 |
+
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| 147 |
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def clear_context(self):
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| 148 |
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"""Reset the context if required (placeholder for compatibility)."""
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| 149 |
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self.pending_actions.clear()
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