prompt.content: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
  {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "promotion_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": ""},
  {"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
  {"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "B0DF12WKQY", "price": "$299.99", "quantity": ""},
  {"title": "GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVGRVLQ", "price": "$289.99", "quantity": ""},
  {"title": "Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM", "asin": "B0DHLCRF91", "price": "$139.99", "quantity": ""},
  {"title": "ASUS ROG Strix B850-A Gaming WiFi AMD AM5 B850 ATX Motherboard 14+2+2 Power Stages, DDR5 AEMP, 2.5G LAN, WiFi 7 with Q-Antenna, 4X M.2, PCIe\u00ae 5.0, USB 20Gbps Type-C, AI Networking II, ASUS AI Advisor", "asin": "B0DPLP33YR", "price": "$269.99", "quantity": ""},
  {"title": "GIGABYTE X870E AORUS PRO ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVBSLLP", "price": "$359.99", "quantity": ""},
  {"title": "Thermalright ASF Black V2 AM5 CPU Holder, AM5 Safety Fixed Frame, AM5 Secure Frame, Corrective Anti-Bending Fixing Frame, AM5 Anti-Bending Contact Frame,CPU Cooler Standard,Black", "asin": "B0CYQ3LDML", "price": "$8.69", "quantity": ""},
  {"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
  {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "e6aa9c9d", "price": "$279.99", "quantity": ""},
  {"title": "AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor", "asin": "B0BBJ59WJ4", "price": "$336.16", "quantity": ""},
  {"title": "", "asin": "B00K1MBA5Q", "price": "$315.57", "quantity": ""},
  {"title": "", "asin": "B0DQ9Z1ZR9", "price": "$314.42", "quantity": ""},
  {"title": "", "asin": "B0C47MJT83", "price": "$119.99", "quantity": ""},
  {"title": "", "asin": "B0B8C93C57", "price": "$109.98", "quantity": ""},
  {"title": "", "asin": "B07J66VBDR", "price": "$34.99", "quantity": ""},
  {"title": "", "asin": "B01FRGNYXQ", "price": "$8.95", "quantity": ""},
  {"title": "", "asin": "B016N37MSU", "price": "$18.50", "quantity": ""},
  {"title": "", "asin": "B07PS69LG5", "price": "$32.99", "quantity": ""},
  {"title": "", "asin": "B079JN626M", "price": "$9.79", "quantity": ""},
  {"title": "", "asin": "B09T5V63S7", "price": "$16.00", "quantity": ""},
  {"title": "", "asin": "B0CM2GNGNG", "price": "$11.99", "quantity": ""},
  {"title": "", "asin": "B07VQTFFGC", "price": "$11.99", "quantity": ""},
  {"title": "", "asin": "B09L5MGNFZ", "price": "$8.99", "quantity": ""},
  {"title": "", "asin": "B0D6WJFGLZ", "price": "$9.99", "quantity": ""},
  {"title": "", "asin": "B00LSEBYHU", "price": "$10.49", "quantity": ""},
  {"title": "", "asin": "B012SLGS1I", "price": "$35.00", "quantity": ""},
  {"title": "Heavy Duty Metal PVC Stainless Steel Plate Circuit Board PCB Cutter Cutting Tool", "asin": "", "quantity": ""},
  {"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch", "asin": "", "quantity": ""},
  {"title": "Samsonite Freeform 21-Inch Hardside Carry-On Luggage with Spinner Wheels - Hardshell Carry-On Suitcase - TSA, Airline-Approve", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL30-36-36-96 1.40V Desktop Computer Memory U", "asin": "", "quantity": ""},
  {"title": "CURMIO PC Carrying Case, Desktop Travel Bag for Computer Tower, Keyboard, Cable and Mouse, Bag Only, Black", "asin": "", "quantity": ""},
  {"title": "Trunab Computer Desktop Tower Carrying Case, PC Backpack for Computer Main Processor Case, Keyboard, Cable and Mouse, Earphon", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory ", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 White MicroATX Tempered Glass Edition Supports Graphics Cards up to 338mm, 360mm Coolers, & Standard ATX PSU", "asin": "", "quantity": ""},
  {"title": "ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED", "asin": "", "quantity": ""},
  {"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempe", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for ", "asin": "", "quantity": ""}],
  "active_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
  "saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "price": "$849.99", "options": []},
  {"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
  {"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-05T02:16:31.195Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
prompt.role: user
question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
  {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "promotion_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": ""},
  {"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
  {"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "B0DF12WKQY", "price": "$299.99", "quantity": ""},
  {"title": "GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVGRVLQ", "price": "$289.99", "quantity": ""},
  {"title": "Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM", "asin": "B0DHLCRF91", "price": "$139.99", "quantity": ""},
  {"title": "ASUS ROG Strix B850-A Gaming WiFi AMD AM5 B850 ATX Motherboard 14+2+2 Power Stages, DDR5 AEMP, 2.5G LAN, WiFi 7 with Q-Antenna, 4X M.2, PCIe\u00ae 5.0, USB 20Gbps Type-C, AI Networking II, ASUS AI Advisor", "asin": "B0DPLP33YR", "price": "$269.99", "quantity": ""},
  {"title": "GIGABYTE X870E AORUS PRO ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVBSLLP", "price": "$359.99", "quantity": ""},
  {"title": "Thermalright ASF Black V2 AM5 CPU Holder, AM5 Safety Fixed Frame, AM5 Secure Frame, Corrective Anti-Bending Fixing Frame, AM5 Anti-Bending Contact Frame,CPU Cooler Standard,Black", "asin": "B0CYQ3LDML", "price": "$8.69", "quantity": ""},
  {"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
  {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "e6aa9c9d", "price": "$279.99", "quantity": ""},
  {"title": "AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor", "asin": "B0BBJ59WJ4", "price": "$336.16", "quantity": ""},
  {"title": "", "asin": "B00K1MBA5Q", "price": "$315.57", "quantity": ""},
  {"title": "", "asin": "B0DQ9Z1ZR9", "price": "$314.42", "quantity": ""},
  {"title": "", "asin": "B0C47MJT83", "price": "$119.99", "quantity": ""},
  {"title": "", "asin": "B0B8C93C57", "price": "$109.98", "quantity": ""},
  {"title": "", "asin": "B07J66VBDR", "price": "$34.99", "quantity": ""},
  {"title": "", "asin": "B01FRGNYXQ", "price": "$8.95", "quantity": ""},
  {"title": "", "asin": "B016N37MSU", "price": "$18.50", "quantity": ""},
  {"title": "", "asin": "B07PS69LG5", "price": "$32.99", "quantity": ""},
  {"title": "", "asin": "B079JN626M", "price": "$9.79", "quantity": ""},
  {"title": "", "asin": "B09T5V63S7", "price": "$16.00", "quantity": ""},
  {"title": "", "asin": "B0CM2GNGNG", "price": "$11.99", "quantity": ""},
  {"title": "", "asin": "B07VQTFFGC", "price": "$11.99", "quantity": ""},
  {"title": "", "asin": "B09L5MGNFZ", "price": "$8.99", "quantity": ""},
  {"title": "", "asin": "B0D6WJFGLZ", "price": "$9.99", "quantity": ""},
  {"title": "", "asin": "B00LSEBYHU", "price": "$10.49", "quantity": ""},
  {"title": "", "asin": "B012SLGS1I", "price": "$35.00", "quantity": ""},
  {"title": "Heavy Duty Metal PVC Stainless Steel Plate Circuit Board PCB Cutter Cutting Tool", "asin": "", "quantity": ""},
  {"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch", "asin": "", "quantity": ""},
  {"title": "Samsonite Freeform 21-Inch Hardside Carry-On Luggage with Spinner Wheels - Hardshell Carry-On Suitcase - TSA, Airline-Approve", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL30-36-36-96 1.40V Desktop Computer Memory U", "asin": "", "quantity": ""},
  {"title": "CURMIO PC Carrying Case, Desktop Travel Bag for Computer Tower, Keyboard, Cable and Mouse, Bag Only, Black", "asin": "", "quantity": ""},
  {"title": "Trunab Computer Desktop Tower Carrying Case, PC Backpack for Computer Main Processor Case, Keyboard, Cable and Mouse, Earphon", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory ", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 White MicroATX Tempered Glass Edition Supports Graphics Cards up to 338mm, 360mm Coolers, & Standard ATX PSU", "asin": "", "quantity": ""},
  {"title": "ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED", "asin": "", "quantity": ""},
  {"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempe", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for ", "asin": "", "quantity": ""}],
  "active_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
  "saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "price": "$849.99", "options": []},
  {"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
  {"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-05T02:16:31.195Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
extra_info.question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
  {"timestamp": "2025-04-03T00:20:31.173Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
  {"timestamp": "2025-04-03T00:20:49.411Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T00:21:11.685Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T00:22:04.407Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  {"timestamp": "2025-04-03T00:25:06.861Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-03T00:26:28.000Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:26:45.981Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-03T00:27:06.753Z", "action": "purchase", "action_argument": "B0C5LK9L62"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-05T02:16:05.841Z", "action": "click", "action_argument": "nav_bar"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "promotion_items": [{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "quantity": ""},
  {"title": "ARCTIC MX-4 (4 g) - Premium Performance Thermal Paste for All Processors (CPU, GPU - PC), Very high Thermal Conductivity, Long Durability, Safe Application, Non-Conductive", "asin": "B07L9BDY3T", "price": "$6.99", "quantity": ""},
  {"title": "ASUS ROG Strix X870-A Gaming WiFi AMD AM5 X870 ATX Motherboard 16+2+2 Power Stages, Dynamic OC Switcher, Core Flex, DDR5 AEMP, WiFi 7, 4X M.2, PCIe\u00ae 5.0, Q-Release Slim, USB4\u00ae, AI OCing & Networking", "asin": "B0DF12WKQY", "price": "$299.99", "quantity": ""},
  {"title": "GIGABYTE X870 AORUS Elite WIFI7 ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVGRVLQ", "price": "$289.99", "quantity": ""},
  {"title": "Samsung 2TB 990 EVO Plus Internal PCIe SSD Hard Drive MZ-V9S2T0B/AM", "asin": "B0DHLCRF91", "price": "$139.99", "quantity": ""},
  {"title": "ASUS ROG Strix B850-A Gaming WiFi AMD AM5 B850 ATX Motherboard 14+2+2 Power Stages, DDR5 AEMP, 2.5G LAN, WiFi 7 with Q-Antenna, 4X M.2, PCIe\u00ae 5.0, USB 20Gbps Type-C, AI Networking II, ASUS AI Advisor", "asin": "B0DPLP33YR", "price": "$269.99", "quantity": ""},
  {"title": "GIGABYTE X870E AORUS PRO ICE AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe 5.0, USB4, WIFI7, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DGVBSLLP", "price": "$359.99", "quantity": ""},
  {"title": "Thermalright ASF Black V2 AM5 CPU Holder, AM5 Safety Fixed Frame, AM5 Secure Frame, Corrective Anti-Bending Fixing Frame, AM5 Anti-Bending Contact Frame,CPU Cooler Standard,Black", "asin": "B0CYQ3LDML", "price": "$8.69", "quantity": ""},
  {"title": "AMD RYZEN 7 9800X3D 8-Core, 16-Thread Desktop Processor", "asin": "B0DKFMSMYK", "price": "$479.00", "quantity": ""},
  {"title": "SAMSUNG 990 PRO SSD 4TB PCIe 4.0 M.2 2280 Internal Solid State Hard Drive, Seq. Read Speeds Up to 7,450 MB/s for High End Computing, Gaming, and Heavy Duty Workstations, MZ-V9P4T0B/AM, Black", "asin": "e6aa9c9d", "price": "$279.99", "quantity": ""},
  {"title": "AMD Ryzen 9 7900X 12-Core, 24-Thread Unlocked Desktop Processor", "asin": "B0BBJ59WJ4", "price": "$336.16", "quantity": ""},
  {"title": "", "asin": "B00K1MBA5Q", "price": "$315.57", "quantity": ""},
  {"title": "", "asin": "B0DQ9Z1ZR9", "price": "$314.42", "quantity": ""},
  {"title": "", "asin": "B0C47MJT83", "price": "$119.99", "quantity": ""},
  {"title": "", "asin": "B0B8C93C57", "price": "$109.98", "quantity": ""},
  {"title": "", "asin": "B07J66VBDR", "price": "$34.99", "quantity": ""},
  {"title": "", "asin": "B01FRGNYXQ", "price": "$8.95", "quantity": ""},
  {"title": "", "asin": "B016N37MSU", "price": "$18.50", "quantity": ""},
  {"title": "", "asin": "B07PS69LG5", "price": "$32.99", "quantity": ""},
  {"title": "", "asin": "B079JN626M", "price": "$9.79", "quantity": ""},
  {"title": "", "asin": "B09T5V63S7", "price": "$16.00", "quantity": ""},
  {"title": "", "asin": "B0CM2GNGNG", "price": "$11.99", "quantity": ""},
  {"title": "", "asin": "B07VQTFFGC", "price": "$11.99", "quantity": ""},
  {"title": "", "asin": "B09L5MGNFZ", "price": "$8.99", "quantity": ""},
  {"title": "", "asin": "B0D6WJFGLZ", "price": "$9.99", "quantity": ""},
  {"title": "", "asin": "B00LSEBYHU", "price": "$10.49", "quantity": ""},
  {"title": "", "asin": "B012SLGS1I", "price": "$35.00", "quantity": ""},
  {"title": "Heavy Duty Metal PVC Stainless Steel Plate Circuit Board PCB Cutter Cutting Tool", "asin": "", "quantity": ""},
  {"title": "Samsonite Omni PC Hardside Expandable Luggage with Spinner Wheels, Black, Carry-On 20-Inch", "asin": "", "quantity": ""},
  {"title": "Samsonite Freeform 21-Inch Hardside Carry-On Luggage with Spinner Wheels - Hardshell Carry-On Suitcase - TSA, Airline-Approve", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL30-36-36-96 1.40V Desktop Computer Memory U", "asin": "", "quantity": ""},
  {"title": "CURMIO PC Carrying Case, Desktop Travel Bag for Computer Tower, Keyboard, Cable and Mouse, Bag Only, Black", "asin": "", "quantity": ""},
  {"title": "Trunab Computer Desktop Tower Carrying Case, PC Backpack for Computer Main Processor Case, Keyboard, Cable and Mouse, Earphon", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UD", "asin": "", "quantity": ""},
  {"title": "G.SKILL Trident Z5 Royal Series (Intel XMP 3.0) DDR5 RAM 64GB (2x32GB) 6400MT/s CL32-39-39-102 1.40V Desktop Computer Memory ", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 White MicroATX Tempered Glass Edition Supports Graphics Cards up to 338mm, 360mm Coolers, & Standard ATX PSU", "asin": "", "quantity": ""},
  {"title": "ASUS ROG Thor 1000W Platinum II Fully Modular Power Supply with 1000W, 80+ Platinum, ROG Heatsinks, 135mm Fan, 0dB Mode, OLED", "asin": "", "quantity": ""},
  {"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 Black MicroATX Supports 338mm Graphics Cards, 360mm Coolers, Standard ATX PSUs, Tool-Free Side Panels, Tempe", "asin": "", "quantity": ""},
  {"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for ", "asin": "", "quantity": ""}],
  "active_items": [{"title": "G.SKILL Trident Z5 Royal Neo Series (AMD Expo) DDR5 RAM 32GB (2x16GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory UDIMM - Silver (F5-6000J2836G16GX2-TR5NS)", "asin": "B0DD2LKVMD", "delivery": "One-Day FREE delivery Tomorrow, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "32GB (2x16GB)"}, {"Style": "DDR5-6000 28-36-36-96 1.40V"}, {"Color": "Silver"}]}],
  "saved_items": [{"title": "AMD Ryzen 9 9950X3D 16-Core Processor", "asin": "B0DVZSG8D5", "price": "$849.99", "options": []},
  {"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
  {"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-05T02:16:31.195Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  