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": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
  {"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
  {"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
  {"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
  {"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
  {"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
  {"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
  {"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
  {"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
  {"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
  {"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
  {"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
  <|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": ""}],
  "cart_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39", "quantity": "1"},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"},
  {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}],
  "product_details": [{"asin": "B0BT9K54D6"},
  {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets"},
  {"price": "$14.39"},
  {"bullet_list": "Secure and Sturdy : The water bottle lock design on the top and the two durable arms will keep the water bottle staying in secure condition. This secure mechanism will protect your water bottle stay sturdily, whether riding on the bumpy road or hitting berms,the water bottle will not drop out Easy to Access:Two flexible arms combined the large openings to allow you to get the bottle in or out easily. You could pay more attention to riding,rather than get the water bottle,enjoy the safe riding Premium Material:ROCKBROS water bottle cage is made with Lightweight alloy aluminum. Which is more durable than plastic or polycarbonate. With rubber paint,the surface from the water bottle holder is more smooth,which will keep your drink bottle and your bike frame from scratching. Universal Fits:Bike water bottle holders arm that wrap around water bottle fits most standard and over sized bicycle water bottles,drink bottles, which including 20, 24, 25 & 33 oz ounces (500, 650, 750 & 950ml sizes) Seconds to Install:The water bottle cages come with allen key and two stainless screws. You will intall the bottle holder on your bike\u2019s frame immediately. The bike frame requires two threaded holes to install the cage"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "blue"}],
  "promotion_items": [{"title": "PRO BIKE TOOL Carbon Composite Water Bottle Cage - Lightweight Bike Bottle Holder for Road and Mountain Bikes - Fits 20-33oz Bottles, Easy Installation, High Collar Design - Black, 6.1 x 2.9 in", "asin": "B09T782LQ6", "price": "$17.99", "quantity": ""},
  {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red", "asin": "B0852YWWV6", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "quantity": ""},
  {"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Black", "asin": "B0DPMQ76T3", "price": "$12.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
  {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""},
  {"title": "PRO BIKE TOOL Bike Water Bottle Holder - Lightweight and Strong Bicycle Cage with Secure Retention System , for Road Mountain Bikes (MTB) Universal", "asin": "B01K2BOUN4", "price": "$14.98", "quantity": ""},
  {"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Iridescent Silver", "asin": "B0DPMN8YLG", "price": "$15.99", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""}],
  "comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39"},
  {"title": "ROCKBROS Bike Water Bottle Cage, Durable Aluminum Alloy Bike Cup Holder, Lightweight Water Bottle Holder, Universial Bike Bottle Cage for Road Mountain Bikes", "asin": "B0CN8WHG1R", "price": "$10.79"},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99"},
  {"title": "ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike", "asin": "B0BYYYCJJ3", "price": "$10.79"},
  {"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99"},
  {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9LTNP4", "price": "$14.39"}]
  <|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": "2025-04-16T21:24:48.117Z", // 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": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
  {"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
  {"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
  {"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
  {"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
  {"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
  {"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
  {"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
  {"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
  {"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
  {"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
  {"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
  <|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": ""}],
  "cart_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39", "quantity": "1"},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"},
  {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}],
  "product_details": [{"asin": "B0BT9K54D6"},
  {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets"},
  {"price": "$14.39"},
  {"bullet_list": "Secure and Sturdy : The water bottle lock design on the top and the two durable arms will keep the water bottle staying in secure condition. This secure mechanism will protect your water bottle stay sturdily, whether riding on the bumpy road or hitting berms,the water bottle will not drop out Easy to Access:Two flexible arms combined the large openings to allow you to get the bottle in or out easily. You could pay more attention to riding,rather than get the water bottle,enjoy the safe riding Premium Material:ROCKBROS water bottle cage is made with Lightweight alloy aluminum. Which is more durable than plastic or polycarbonate. With rubber paint,the surface from the water bottle holder is more smooth,which will keep your drink bottle and your bike frame from scratching. Universal Fits:Bike water bottle holders arm that wrap around water bottle fits most standard and over sized bicycle water bottles,drink bottles, which including 20, 24, 25 & 33 oz ounces (500, 650, 750 & 950ml sizes) Seconds to Install:The water bottle cages come with allen key and two stainless screws. You will intall the bottle holder on your bike\u2019s frame immediately. The bike frame requires two threaded holes to install the cage"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "blue"}],
  "promotion_items": [{"title": "PRO BIKE TOOL Carbon Composite Water Bottle Cage - Lightweight Bike Bottle Holder for Road and Mountain Bikes - Fits 20-33oz Bottles, Easy Installation, High Collar Design - Black, 6.1 x 2.9 in", "asin": "B09T782LQ6", "price": "$17.99", "quantity": ""},
  {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red", "asin": "B0852YWWV6", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "quantity": ""},
  {"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Black", "asin": "B0DPMQ76T3", "price": "$12.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
  {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""},
  {"title": "PRO BIKE TOOL Bike Water Bottle Holder - Lightweight and Strong Bicycle Cage with Secure Retention System , for Road Mountain Bikes (MTB) Universal", "asin": "B01K2BOUN4", "price": "$14.98", "quantity": ""},
  {"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Iridescent Silver", "asin": "B0DPMN8YLG", "price": "$15.99", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""}],
  "comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39"},
  {"title": "ROCKBROS Bike Water Bottle Cage, Durable Aluminum Alloy Bike Cup Holder, Lightweight Water Bottle Holder, Universial Bike Bottle Cage for Road Mountain Bikes", "asin": "B0CN8WHG1R", "price": "$10.79"},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99"},
  {"title": "ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike", "asin": "B0BYYYCJJ3", "price": "$10.79"},
  {"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99"},
  {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9LTNP4", "price": "$14.39"}]
  <|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": "2025-04-16T21:24:48.117Z", // 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": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:38.047Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-14T21:40:39.801Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-15T18:39:22.602Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-15T18:39:42.262Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-15T18:58:06.027Z", "action": "click_product", "action_argument": "B07HY3WF49"}
  {"timestamp": "2025-04-16T20:48:37.346Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:48:41.739Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:48:47.171Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:16.778Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:20.714Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T20:50:28.308Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-16T20:50:42.104Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T20:51:33.935Z", "action": "purchase", "action_argument": "B0DH7PNPPM, B0D418HHPL, B0DBZ3JYRF, B0CMQZ2HFJ"}
  {"timestamp": "2025-04-16T20:56:05.808Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:10.219Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:13.873Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:15.557Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:16.548Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:18.223Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:21.037Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:25.928Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:27.010Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:28.759Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:31.751Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:33.127Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T20:56:44.332Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T20:56:48.148Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T20:56:55.805Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T20:56:56.944Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T20:57:42.257Z", "action": "click_product", "action_argument": "B0D2K6B1SW"}
  {"timestamp": "2025-04-16T20:58:56.674Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T20:59:52.279Z", "action": "input", "action_argument": "Bike bott"}
  {"timestamp": "2025-04-16T20:59:52.318Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-16T21:00:54.606Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:01:27.928Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:01:33.076Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
  {"timestamp": "2025-04-16T21:02:04.677Z", "action": "click_product", "action_argument": "B01K2BOUN4"}
  {"timestamp": "2025-04-16T21:02:08.766Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:02:09.649Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:02:20.636Z", "action": "click_product", "action_argument": "B0DHXFZL3J"}
  {"timestamp": "2025-04-16T21:02:49.679Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:51.298Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:53.407Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:54.542Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:56.638Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:02:57.664Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:00.434Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:03.032Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:04.996Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:06.115Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:06.963Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:09.280Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:10.387Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:11.528Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:12.264Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:12.938Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:13.915Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:14.659Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:15.372Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:16.181Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:19.035Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:25.713Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:26.616Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:03:35.541Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:03:49.782Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:03:54.875Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:04:00.004Z", "action": "purchase", "action_argument": "B0DSVNNCVD"}
  {"timestamp": "2025-04-16T21:04:46.556Z", "action": "click_product", "action_argument": "B09654V9YX"}
  {"timestamp": "2025-04-16T21:05:23.313Z", "action": "click_product", "action_argument": "B07D6MY66N"}
  {"timestamp": "2025-04-16T21:05:50.364Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-16T21:06:41.217Z", "action": "click_product", "action_argument": "B0C2VB8HWF"}
  {"timestamp": "2025-04-16T21:06:49.027Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T21:06:54.108Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-16T21:07:22.247Z", "action": "click_product", "action_argument": "B08NVF8VWK"}
  {"timestamp": "2025-04-16T21:07:43.923Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:07:57.466Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:10.250Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:14.450Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:17.717Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:21.417Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:08:26.228Z", "action": "purchase", "action_argument": "B0BT9K54D6"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
  <|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": ""}],
  "cart_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39", "quantity": "1"},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles, White", "asin": "B0DSVNNCVD", "price": "$9.59", "quantity": "1"},
  {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}],
  "product_details": [{"asin": "B0BT9K54D6"},
  {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets"},
  {"price": "$14.39"},
  {"bullet_list": "Secure and Sturdy : The water bottle lock design on the top and the two durable arms will keep the water bottle staying in secure condition. This secure mechanism will protect your water bottle stay sturdily, whether riding on the bumpy road or hitting berms,the water bottle will not drop out Easy to Access:Two flexible arms combined the large openings to allow you to get the bottle in or out easily. You could pay more attention to riding,rather than get the water bottle,enjoy the safe riding Premium Material:ROCKBROS water bottle cage is made with Lightweight alloy aluminum. Which is more durable than plastic or polycarbonate. With rubber paint,the surface from the water bottle holder is more smooth,which will keep your drink bottle and your bike frame from scratching. Universal Fits:Bike water bottle holders arm that wrap around water bottle fits most standard and over sized bicycle water bottles,drink bottles, which including 20, 24, 25 & 33 oz ounces (500, 650, 750 & 950ml sizes) Seconds to Install:The water bottle cages come with allen key and two stainless screws. You will intall the bottle holder on your bike\u2019s frame immediately. The bike frame requires two threaded holes to install the cage"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "blue"}],
  "promotion_items": [{"title": "PRO BIKE TOOL Carbon Composite Water Bottle Cage - Lightweight Bike Bottle Holder for Road and Mountain Bikes - Fits 20-33oz Bottles, Easy Installation, High Collar Design - Black, 6.1 x 2.9 in", "asin": "B09T782LQ6", "price": "$17.99", "quantity": ""},
  {"title": "Bike Water Bottle Holder, KABON Lightweight Bicycle Alloy Aluminum Side Load Water Bottle Cage Brackets for Road Bike MTB Cycling Accessories - Red", "asin": "B0852YWWV6", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Cage with Built-in Tire Levers, 2 in 1 Lightweight Bike Bottle Holder Adjustable Slide Entry Bicycle Cup Holder for MTB Road Bike Green", "asin": "B0DRF78M1H", "price": "$15.99", "quantity": ""},
  {"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Black", "asin": "B0DPMQ76T3", "price": "$12.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
  {"title": "Full Carbon Fiber Bike Water Bottle Holder, Ultra-Light Water Bottle Cage for Bike,...", "asin": "B0DK8T9WNM", "price": "$15.99", "quantity": ""},
  {"title": "PRO BIKE TOOL Bike Water Bottle Holder - Lightweight and Strong Bicycle Cage with Secure Retention System , for Road Mountain Bikes (MTB) Universal", "asin": "B01K2BOUN4", "price": "$14.98", "quantity": ""},
  {"title": "Corki Cycles Heavy Duty Bike Water Bottle Holder, Lightweight Aluminum Cage Shockproof Design for Road Mountain Gravel Bikes, Holds 21-32 oz, 1-Pack Iridescent Silver", "asin": "B0DPMN8YLG", "price": "$15.99", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - [for 2-2.75\" Diameter Bottles] [for Handlebar & Frame] Motorcycle Cup Holder, Bicycle Drink Cage with Screw Tool, Fit Standard and Smaller Size Bottles", "asin": "B0CLG3ZPQQ", "price": "$16.99", "quantity": ""},
  {"title": "Lamicall Bike Water Bottle Holder - 1.2 Oz Ultralight & Sturdy Bike Cup Holder, Bicycle Drink Cage, Cycling Bike Water Bottle Cage with Screw Tool, for 2.75-3.94\" Diameter Bottles", "asin": "B0DHXFZL3J", "price": "$8.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99", "quantity": ""},
  {"title": "ROCKBROS Bike Water Bottle Holder Ultra-Light Bicycle Bottle Cages with Screws Tool, Universal Bike Cup Holder Rack for Road MTB Bikes\u2026", "asin": "B0B1J2Q5WD", "price": "$9.89", "quantity": ""}],
  "comparison_items": [{"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9K54D6", "price": "$14.39"},
  {"title": "ROCKBROS Bike Water Bottle Cage, Durable Aluminum Alloy Bike Cup Holder, Lightweight Water Bottle Holder, Universial Bike Bottle Cage for Road Mountain Bikes", "asin": "B0CN8WHG1R", "price": "$10.79"},
  {"title": "ROCKBROS Bike Water Bottle Holder Alloy Aluminum Bicycle Water Bottle Cage Brackets Bike Cup Holder for Road Mountain Bikes Black", "asin": "B0C2VB8HWF", "price": "$9.99"},
  {"title": "ROCKBROS Lightweight Sturdy Alloy Aluminum Bike Water Bottle Cage & Holder for Road & Mountain Bike", "asin": "B0BYYYCJJ3", "price": "$10.79"},
  {"title": "CNC Bike Water Bottle Holder, Bike Water Bottle Cage for Road Bike/Mountain Bike\uff0c2-Pack\uff0cBlue", "asin": "B08G4HJ69T", "price": "$15.99"},
  {"title": "ROCKBROS Bike Water Bottle Cage Holder Lightweight Alloy Aluminum Bicycle Water Bottle Holder Cages Secure Hold Brackets", "asin": "B0BT9LTNP4", "price": "$14.39"}]
  <|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": "2025-04-16T21:24:48.117Z", // 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>
  