{ "cells": [ { "cell_type": "code", "execution_count": 206, "id": "d9279ddd", "metadata": {}, "outputs": [], "source": [ "from langchain_google_genai import ChatGoogleGenerativeAI\n", "\n", "llm = ChatGoogleGenerativeAI(model=\"gemini-1.5-flash\", api_key=\"AIzaSyDxhzQNgrDTiouG36H0m4svIOji121xONs\")" ] }, { "cell_type": "code", "execution_count": 207, "id": "4927583e", "metadata": {}, "outputs": [], "source": [ "from pydantic import BaseModel, Field\n", "import json\n", "\n", "class OutputSchema(BaseModel):\n", " query: str = Field(\n", " ..., \n", " description=\"Search term or item name, e.g. 'baby girl dresses'.\"\n", " )\n", " context: str = Field(\n", " ..., \n", " description=\"Filters or preferences: price range, color, sort order, etc., e.g. 'under $40, pink, sorted by popularity'.\"\n", " )\n", " answer: str = Field(\n", " ..., \n", " description=\"Natural language response summarizing the tool results, listing items/prices/etc.\"\n", " )\n", " satisfied_output: bool = Field(\n", " ..., \n", " description=\"Indicates whether the response fully satisfies the user's request (True or False).\"\n", " )" ] }, { "cell_type": "code", "execution_count": 208, "id": "37c8862b", "metadata": {}, "outputs": [], "source": [ "llm_router = llm.with_structured_output(OutputSchema)" ] }, { "cell_type": "code", "execution_count": 209, "id": "15e6f19e", "metadata": {}, "outputs": [], "source": [ "class Agent:\n", " def __init__(self, system=\"\"):\n", " self.system = system\n", " self.messages = []\n", " if self.system:\n", " self.messages.append({\"role\": \"system\", \"content\": system})\n", "\n", " def __call__(self, message):\n", " self.messages.append({\"role\": \"user\", \"content\": message})\n", " result = self.execute()\n", " if hasattr(result, \"model_dump\"):\n", " message_content = json.dumps(result.model_dump())\n", " else:\n", " message_content = str(result)\n", " self.messages.append({\"role\": \"assistant\", \"content\": message_content})\n", " return result\n", "\n", " def execute(self):\n", " # completion = llm.chat.completions.create(\n", " # model=\"gpt-4o\", \n", " # temperature=0,\n", " # messages=self.messages)\n", " results = llm_router.invoke(self.messages)\n", " return results\n", " " ] }, { "cell_type": "code", "execution_count": 210, "id": "42502952", "metadata": {}, "outputs": [], "source": [ "prompt = \"\"\"\n", "You are a shop catalog assistant. Follow these steps:\n", "\n", "1. Extract from the user question:\n", " - query: main search term.\n", " - context: all preferences (price, color, size, style, sort order).\n", "2. Call search_shop_catalog with query and context. Do NOT answer before the tool call.\n", "3. Observation will be a list of products with title, description, url, image_url, price_range.\n", "4. Summarize products in plain language as the answer.\n", "5. Output exactly one JSON object:\n", "\n", "{\n", " \"query\": \"...\",\n", " \"context\": \"...\",\n", " \"answer\": \"...\"\n", "}\n", "\n", "Do not add extra text, only JSON.\n", "\n", "---\n", "\n", "Example:\n", "\n", "User: Affordable sleeveless maternity gowns for 2nd trimester.\n", "\n", "Tool call:\n", "search_shop_catalog: {\"query\": \"maternity gowns\", \"context\": \"Affordable, sleeveless, 2nd trimester\"}\n", "PAUSE\n", "\n", "Observation:\n", "[\n", " {\n", " \"title\": \"Floral Wreath Short Sleeveless\",\n", " \"description\": \"Comfy gown for new mothers, front buttons for breastfeeding\",\n", " \"url\": \"https://f5jhsr-n4.myshopify.com/products/short-maternity-nursing-gowns-sunshine-yellow\",\n", " \"image_url\": \"...\",\n", " \"price_range\": {\"min\": \"799.0\", \"max\": \"799.0\", \"currency\": \"INR\"}\n", " },\n", " {\n", " \"title\": \"Third Trimester Essentials Kit\",\n", " \"description\": \"Includes maternity gown, eye mask, disposable underwear\",\n", " \"url\": \"...\",\n", " \"image_url\": \"...\",\n", " \"price_range\": {\"min\": \"5599.0\", \"max\": \"5599.0\", \"currency\": \"INR\"}\n", " }\n", "]\n", "\n", "Output JSON:\n", "\n", "{\n", " \"query\": \"maternity gowns\",\n", " \"context\": \"Affordable, sleeveless, 2nd trimester\",\n", " \"answer\": \"Available maternity gowns include the Floral Wreath Short Sleeveless ($799 INR), comfortable for new mothers with front buttons for breastfeeding, and the Third Trimester Essentials Kit ($5599 INR), which includes a maternity gown, eye mask, and disposable underwear.\"\n", "}\n", "\"\"\".strip()" ] }, { "cell_type": "code", "execution_count": 187, "id": "59f40ea7", "metadata": {}, "outputs": [], "source": [ "abot = Agent(prompt)" ] }, { "cell_type": "code", "execution_count": 188, "id": "570c456a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "query='maternity gowns' context='Peach or Sky Blue' answer=''\n" ] } ], "source": [ "result = abot(\"Can you show me maternity gowns in Peach or Sky Blue?\")\n", "print(result)" ] }, { "cell_type": "code", "execution_count": 235, "id": "135718af", "metadata": {}, "outputs": [], "source": [ "import requests, json\n", "from typing import List, Dict\n", "\n", "def search_shop_catalog(query: str, context: str, domains: List[str] = None) -> List[Dict]:\n", " \"\"\"\n", " Fetch Shopify products from one or more domains and return essential fields (max 6 products).\n", " \"\"\"\n", " domains = domains or [\"https://f5jhsr-n4.myshopify.com\"]\n", " results = []\n", "\n", " for domain in domains:\n", " try:\n", " r = requests.post(\n", " f\"{domain}/api/mcp\",\n", " json={\n", " \"jsonrpc\": \"2.0\",\n", " \"method\": \"tools/call\",\n", " \"id\": 1,\n", " \"params\": {\"name\": \"search_shop_catalog\", \"arguments\": {\"query\": query, \"context\": context}},\n", " },\n", " timeout=10\n", " )\n", " r.raise_for_status()\n", " except requests.RequestException:\n", " continue\n", "\n", " content = r.json().get(\"result\", {}).get(\"content\", [])\n", " if not content:\n", " continue\n", "\n", " try:\n", " data = json.loads(content[0]) if isinstance(content[0], str) else content[0]\n", " products = json.loads(data.get(\"text\", \"{}\")).get(\"products\", [])\n", " except (json.JSONDecodeError, TypeError):\n", " continue\n", "\n", " results.extend({\n", " \"product_id\": p.get(\"product_id\",\"\"),\n", " \"title\": p.get(\"title\",\"\"),\n", " \"description\": p.get(\"description\",\"\"),\n", " \"url\": p.get(\"url\",\"\"),\n", " \"image_url\": p.get(\"image_url\",\"\"),\n", " \"price_range\": p.get(\"price_range\",\"\"),\n", " } for p in products[:6])\n", "\n", " return results, data\n", "\n", "known_actions = {\"search_shop_catalog\": search_shop_catalog}" ] }, { "cell_type": "code", "execution_count": 236, "id": "194c26fe", "metadata": {}, "outputs": [ { "ename": "UnboundLocalError", "evalue": "cannot access local variable 'data' where it is not associated with a value", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mUnboundLocalError\u001b[39m Traceback (most recent call last)", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[236]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m results, data = \u001b[43msearch_shop_catalog\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mperfumes\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mprice under 150\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mhttps://parfums-de-marly.com\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[235]\u001b[39m\u001b[32m, line 46\u001b[39m, in \u001b[36msearch_shop_catalog\u001b[39m\u001b[34m(query, context, domains)\u001b[39m\n\u001b[32m 35\u001b[39m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[32m 37\u001b[39m results.extend({\n\u001b[32m 38\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mproduct_id\u001b[39m\u001b[33m\"\u001b[39m: p.get(\u001b[33m\"\u001b[39m\u001b[33mproduct_id\u001b[39m\u001b[33m\"\u001b[39m,\u001b[33m\"\u001b[39m\u001b[33m\"\u001b[39m),\n\u001b[32m 39\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mtitle\u001b[39m\u001b[33m\"\u001b[39m: p.get(\u001b[33m\"\u001b[39m\u001b[33mtitle\u001b[39m\u001b[33m\"\u001b[39m,\u001b[33m\"\u001b[39m\u001b[33m\"\u001b[39m),\n\u001b[32m (...)\u001b[39m\u001b[32m 43\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mprice_range\u001b[39m\u001b[33m\"\u001b[39m: p.get(\u001b[33m\"\u001b[39m\u001b[33mprice_range\u001b[39m\u001b[33m\"\u001b[39m,\u001b[33m\"\u001b[39m\u001b[33m\"\u001b[39m),\n\u001b[32m 44\u001b[39m } \u001b[38;5;28;01mfor\u001b[39;00m p \u001b[38;5;129;01min\u001b[39;00m products[:\u001b[32m6\u001b[39m])\n\u001b[32m---> \u001b[39m\u001b[32m46\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m results, \u001b[43mdata\u001b[49m\n", "\u001b[31mUnboundLocalError\u001b[39m: cannot access local variable 'data' where it is not associated with a value" ] } ], "source": [ "results, data = search_shop_catalog(\"perfumes\", \"price under 150\", [\"https://parfums-de-marly.com\"])" ] }, { "cell_type": "code", "execution_count": 233, "id": "f5351551", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['products', 'pagination', 'available_filters', 'instructions'])" ] }, "execution_count": 233, "metadata": {}, "output_type": "execute_result" } ], "source": [ "json.loads(data.get(\"text\", \"{}\")).keys()" ] }, { "cell_type": "code", "execution_count": 190, "id": "9de9ff07", "metadata": {}, "outputs": [], "source": [ "tool_result = search_shop_catalog(query = result.query, context = result.context)" ] }, { "cell_type": "code", "execution_count": 191, "id": "9c3f7107", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'[{\\'product_id\\': \\'gid://shopify/Product/8180628062381\\', \\'title\\': \\'Maternity & Nursing Gowns - Floral Wreath - Sleeves\\', \\'description\\': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-sleeves-floral-wreath\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0839_a980f226-704c-482e-8630-15a65a7615af.jpg?v=1752486523\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628258989\\', \\'title\\': \\'Maternity & Nursing Gowns - Floral Wreath Short Sleeveless\\', \\'description\\': \"A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 37 inches\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/short-maternity-nursing-gowns-sunshine-yellow\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0893.jpg?v=1752913342\\', \\'price_range\\': {\\'min\\': \\'799.0\\', \\'max\\': \\'799.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180626161837\\', \\'title\\': \\'Third Trimester Essentials Kit\\', \\'description\\': \"Introducing Just Conceived\\'s Third Trimester Essentials Kit, a comprehensive collection of high-quality essentials designed to support you through the final stretch of pregnancy. As you navigate the incredible physical changes and challenges of the third trimester, our kit is here to provide comfort, relief, and moments of relaxation when you need them most. At this stage, you may find yourself experiencing a mix of emotions—from the thrill of visibly carrying new life to the discomfort of pregnancy insomnia and the need for soothing skin care. Our Third Trimester Essentials Kit is thoughtfully curated to address all of these needs and more, ensuring that you feel supported and cared for as you prepare for the arrival of your little one. Highlights of our kit include our soft and comfy Maternity & Nursing gown, designed to snugly accommodate your growing belly while providing ease and comfort during late-night feedings. Additionally, our luxe eye mask offers moments of relaxation and rest, helping to alleviate the effects of pregnancy insomnia and promote rejuvenating sleep. We\\'ve also included must-have products like Disposable Pregnancy Underwear, which are specially designed to absorb heavy discharge during pregnancy and post-delivery, providing both comfort and peace of mind during this transitional period. Each item in our kit is backed by research and crafted with the highest quality materials, ensuring that you receive the support and care you deserve as you journey through the final trimester of pregnancy.Whether you\\'re treating yourself to a well-deserved gift or surprising a loved one with a thoughtful gesture of support, Just Conceived\\'s Third Trimester Essentials Kit is the perfect companion for this exciting and transformative time. Because every expecting mother deserves to feel good, supported, and pampered as she prepares to welcome her little one into the world.\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/third-trimester-essentials-kit\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AIP08342.jpg?v=1752482976\\', \\'price_range\\': {\\'min\\': \\'5599.0\\', \\'max\\': \\'5599.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628422829\\', \\'title\\': \\'Bright Whites - Sleeves Lavender Field\\', \\'description\\': \"A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/bright-whites-lavender-field\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A1320.jpg?v=1747068037\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628652205\\', \\'title\\': \\'Maternity & Nursing Gowns - Sunflowers Sleeveless\\', \\'description\\': \"A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/maternity-gown-white-with-sunflowers\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0791.jpg?v=1747063459\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628029613\\', \\'title\\': \\'Maternity & Nursing Gowns -Floral Wreath Sleeveless\\', \\'description\\': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inches A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-floral-wreath\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AMT09801.jpg?v=1750757166\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}]'" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" } ], "source": [ "str(tool_result)" ] }, { "cell_type": "code", "execution_count": 192, "id": "31d4a276", "metadata": {}, "outputs": [], "source": [ "next_prompt = \"Observation: {}\".format(str(tool_result))" ] }, { "cell_type": "code", "execution_count": 193, "id": "d6fc1efa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OutputSchema(query='maternity gowns', context='Peach or Sky Blue', answer='I found several maternity gowns, but none are currently listed in Peach or Sky Blue. The available gowns are in other colors and patterns.')" ] }, "execution_count": 193, "metadata": {}, "output_type": "execute_result" } ], "source": [ "abot(next_prompt)" ] }, { "cell_type": "code", "execution_count": 194, "id": "990be1fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'role': 'system',\n", " 'content': 'You run in a loop of Thought, Action, PAUSE, Observation.\\nAt the end of the loop you output an Answer.\\n\\nUse Thought to describe your reasoning about the question you have been asked. \\nUse Action to run one of the actions available to you — then return PAUSE. \\nObservation will be the result of running those actions.\\n\\nYour available action is:\\n\\nsearch_shop_catalog:\\ne.g. search_shop_catalog: {\"query\": \"baby clothes\", \"context\": \"Looking for soft cotton newborn outfits under $50, pastel colours (blue, pink), sorted by lowest price first\"}\\nFetches real-time product details, pricing, availability, and promotions from Shopify domains.\\n\\n---\\n\\nExample session:\\n\\nQuestion: Can you find me baby girl dresses? I prefer something affordable, pink, and sorted by popularity.\\nThought: I should search the shop catalog using the query \"baby girl dresses\" with context about affordability, pink color, and sort order.\\nAction: search_shop_catalog: {\"query\": \"baby girl dresses\", \"context\": \"Affordable dresses under $40, colour pink, sorted by popularity\"}\\nPAUSE\\n\\nYou will be called again with this:\\n\\nObservation: Found items: Pink Cotton Dress ($25), Floral Baby Dress ($30), Organic Baby Sundress ($35)\\n\\nYou then output:\\n\\nAnswer: The catalog shows affordable pink baby dresses like a Cotton Dress ($25), Floral Baby Dress ($30), and Organic Baby Sundress ($35), sorted by popularity.'},\n", " {'role': 'user',\n", " 'content': 'Can you show me maternity gowns in Peach or Sky Blue?'},\n", " {'role': 'assistant',\n", " 'content': '{\"query\": \"maternity gowns\", \"context\": \"Peach or Sky Blue\", \"answer\": \"\"}'},\n", " {'role': 'user',\n", " 'content': 'Observation: [{\\'product_id\\': \\'gid://shopify/Product/8180628062381\\', \\'title\\': \\'Maternity & Nursing Gowns - Floral Wreath - Sleeves\\', \\'description\\': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-sleeves-floral-wreath\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0839_a980f226-704c-482e-8630-15a65a7615af.jpg?v=1752486523\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628258989\\', \\'title\\': \\'Maternity & Nursing Gowns - Floral Wreath Short Sleeveless\\', \\'description\\': \"A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 37 inches\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/short-maternity-nursing-gowns-sunshine-yellow\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0893.jpg?v=1752913342\\', \\'price_range\\': {\\'min\\': \\'799.0\\', \\'max\\': \\'799.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180626161837\\', \\'title\\': \\'Third Trimester Essentials Kit\\', \\'description\\': \"Introducing Just Conceived\\'s Third Trimester Essentials Kit, a comprehensive collection of high-quality essentials designed to support you through the final stretch of pregnancy. As you navigate the incredible physical changes and challenges of the third trimester, our kit is here to provide comfort, relief, and moments of relaxation when you need them most. At this stage, you may find yourself experiencing a mix of emotions—from the thrill of visibly carrying new life to the discomfort of pregnancy insomnia and the need for soothing skin care. Our Third Trimester Essentials Kit is thoughtfully curated to address all of these needs and more, ensuring that you feel supported and cared for as you prepare for the arrival of your little one. Highlights of our kit include our soft and comfy Maternity & Nursing gown, designed to snugly accommodate your growing belly while providing ease and comfort during late-night feedings. Additionally, our luxe eye mask offers moments of relaxation and rest, helping to alleviate the effects of pregnancy insomnia and promote rejuvenating sleep. We\\'ve also included must-have products like Disposable Pregnancy Underwear, which are specially designed to absorb heavy discharge during pregnancy and post-delivery, providing both comfort and peace of mind during this transitional period. Each item in our kit is backed by research and crafted with the highest quality materials, ensuring that you receive the support and care you deserve as you journey through the final trimester of pregnancy.Whether you\\'re treating yourself to a well-deserved gift or surprising a loved one with a thoughtful gesture of support, Just Conceived\\'s Third Trimester Essentials Kit is the perfect companion for this exciting and transformative time. Because every expecting mother deserves to feel good, supported, and pampered as she prepares to welcome her little one into the world.\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/third-trimester-essentials-kit\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AIP08342.jpg?v=1752482976\\', \\'price_range\\': {\\'min\\': \\'5599.0\\', \\'max\\': \\'5599.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628422829\\', \\'title\\': \\'Bright Whites - Sleeves Lavender Field\\', \\'description\\': \"A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/bright-whites-lavender-field\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A1320.jpg?v=1747068037\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628652205\\', \\'title\\': \\'Maternity & Nursing Gowns - Sunflowers Sleeveless\\', \\'description\\': \"A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/maternity-gown-white-with-sunflowers\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0791.jpg?v=1747063459\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}, {\\'product_id\\': \\'gid://shopify/Product/8180628029613\\', \\'title\\': \\'Maternity & Nursing Gowns -Floral Wreath Sleeveless\\', \\'description\\': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inches A women\\'s body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\", \\'url\\': \\'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-floral-wreath\\', \\'image_url\\': \\'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AMT09801.jpg?v=1750757166\\', \\'price_range\\': {\\'min\\': \\'999.0\\', \\'max\\': \\'999.0\\', \\'currency\\': \\'INR\\'}}]'},\n", " {'role': 'assistant',\n", " 'content': '{\"query\": \"maternity gowns\", \"context\": \"Peach or Sky Blue\", \"answer\": \"I found several maternity gowns, but none are currently listed in Peach or Sky Blue. The available gowns are in other colors and patterns.\"}'}]" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ "abot.messages" ] }, { "cell_type": "code", "execution_count": null, "id": "4a288334", "metadata": {}, "outputs": [], "source": [ "bot = Agent(prompt)\n", "\n", "def query(question, max_turns=5):\n", " i = 0\n", " next_prompt = question\n", " observation = None\n", " action_called = False\n", " \n", " while i < max_turns:\n", " i += 1\n", " result = bot(next_prompt)\n", " print(result)\n", " \n", " # Check if there's an action to run (based on result structure)\n", " if result.satisfied_output == False:\n", " # There is an action to run\n", " query, context = result.query, result.context\n", " # if action not in known_actions:\n", " # raise Exception(\"Unknown action: {}: {}\".format(action, action_input))\n", " print(\" -- running {} {}\".format(query, context))\n", " observation = known_actions[\"search_shop_catalog\"](query, context)\n", " action_called = True\n", " print(\"Observation:\", observation)\n", " next_prompt = \"Observation: {}\".format(observation)\n", " else:\n", " # Only return if an action was called at least once\n", " if action_called:\n", " return result.answer, observation\n", " else:\n", " # If no action was called yet, continue the loop\n", " print(\"No action called yet, continuing...\")\n", " next_prompt = result.answer\n", " \n", " # If we've exhausted max_turns and an action was called, return the last result\n", " if action_called:\n", " return result.answer, observation\n", " else:\n", " # Handle case where no action was ever called\n", " return \"No action was executed within the turn limit\", None" ] }, { "cell_type": "code", "execution_count": 225, "id": "ef42384a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "query='maternity gowns' context='sleeveless' answer='I am sorry, I cannot fulfill this request. The available tools lack the desired functionality.' satisfied_output=False\n", " -- running maternity gowns sleeveless\n", "Observation: [{'product_id': 'gid://shopify/Product/8180628062381', 'title': 'Maternity & Nursing Gowns - Floral Wreath - Sleeves', 'description': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\", 'url': 'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-sleeves-floral-wreath', 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0839_a980f226-704c-482e-8630-15a65a7615af.jpg?v=1752486523', 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}}, {'product_id': 'gid://shopify/Product/8180628258989', 'title': 'Maternity & Nursing Gowns - Floral Wreath Short Sleeveless', 'description': \"A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 37 inches\", 'url': 'https://f5jhsr-n4.myshopify.com/products/short-maternity-nursing-gowns-sunshine-yellow', 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0893.jpg?v=1752913342', 'price_range': {'min': '799.0', 'max': '799.0', 'currency': 'INR'}}, {'product_id': 'gid://shopify/Product/8180626161837', 'title': 'Third Trimester Essentials Kit', 'description': \"Introducing Just Conceived's Third Trimester Essentials Kit, a comprehensive collection of high-quality essentials designed to support you through the final stretch of pregnancy. As you navigate the incredible physical changes and challenges of the third trimester, our kit is here to provide comfort, relief, and moments of relaxation when you need them most. At this stage, you may find yourself experiencing a mix of emotions—from the thrill of visibly carrying new life to the discomfort of pregnancy insomnia and the need for soothing skin care. Our Third Trimester Essentials Kit is thoughtfully curated to address all of these needs and more, ensuring that you feel supported and cared for as you prepare for the arrival of your little one. Highlights of our kit include our soft and comfy Maternity & Nursing gown, designed to snugly accommodate your growing belly while providing ease and comfort during late-night feedings. Additionally, our luxe eye mask offers moments of relaxation and rest, helping to alleviate the effects of pregnancy insomnia and promote rejuvenating sleep. We've also included must-have products like Disposable Pregnancy Underwear, which are specially designed to absorb heavy discharge during pregnancy and post-delivery, providing both comfort and peace of mind during this transitional period. Each item in our kit is backed by research and crafted with the highest quality materials, ensuring that you receive the support and care you deserve as you journey through the final trimester of pregnancy.Whether you're treating yourself to a well-deserved gift or surprising a loved one with a thoughtful gesture of support, Just Conceived's Third Trimester Essentials Kit is the perfect companion for this exciting and transformative time. Because every expecting mother deserves to feel good, supported, and pampered as she prepares to welcome her little one into the world.\", 'url': 'https://f5jhsr-n4.myshopify.com/products/third-trimester-essentials-kit', 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AIP08342.jpg?v=1752482976', 'price_range': {'min': '5599.0', 'max': '5599.0', 'currency': 'INR'}}, {'product_id': 'gid://shopify/Product/8180628422829', 'title': 'Bright Whites - Sleeves Lavender Field', 'description': \"A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\", 'url': 'https://f5jhsr-n4.myshopify.com/products/bright-whites-lavender-field', 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A1320.jpg?v=1747068037', 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}}, {'product_id': 'gid://shopify/Product/8180628652205', 'title': 'Maternity & Nursing Gowns - Sunflowers Sleeveless', 'description': \"A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\", 'url': 'https://f5jhsr-n4.myshopify.com/products/maternity-gown-white-with-sunflowers', 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0791.jpg?v=1747063459', 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}}, {'product_id': 'gid://shopify/Product/8180628029613', 'title': 'Maternity & Nursing Gowns -Floral Wreath Sleeveless', 'description': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inches A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\", 'url': 'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-floral-wreath', 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AMT09801.jpg?v=1750757166', 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}}]\n", "query='maternity gowns' context='sleeveless' answer='We have several sleeveless maternity gowns available, including the \\\\\"Maternity & Nursing Gowns - Floral Wreath Short Sleeveless\\\\\" (799.0 INR), the \\\\\"Maternity & Nursing Gowns - Sunflowers Sleeveless\\\\\" (999.0 INR), and the \\\\\"Maternity & Nursing Gowns -Floral Wreath Sleeveless\\\\\" (999.0 INR). All are designed for comfort during pregnancy and breastfeeding.' satisfied_output=True\n" ] } ], "source": [ "question = \"\"\"Do you have sleeveless maternity gowns?\"\"\"\n", "answer, tool_result = query(question)" ] }, { "cell_type": "code", "execution_count": 226, "id": "e461e1db", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'We have several sleeveless maternity gowns available, including the \\\\\"Maternity & Nursing Gowns - Floral Wreath Short Sleeveless\\\\\" (799.0 INR), the \\\\\"Maternity & Nursing Gowns - Sunflowers Sleeveless\\\\\" (999.0 INR), and the \\\\\"Maternity & Nursing Gowns -Floral Wreath Sleeveless\\\\\" (999.0 INR). All are designed for comfort during pregnancy and breastfeeding.'" ] }, "execution_count": 226, "metadata": {}, "output_type": "execute_result" } ], "source": [ "answer" ] }, { "cell_type": "code", "execution_count": 227, "id": "ceb221fd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'product_id': 'gid://shopify/Product/8180628062381',\n", " 'title': 'Maternity & Nursing Gowns - Floral Wreath - Sleeves',\n", " 'description': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\",\n", " 'url': 'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-sleeves-floral-wreath',\n", " 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0839_a980f226-704c-482e-8630-15a65a7615af.jpg?v=1752486523',\n", " 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}},\n", " {'product_id': 'gid://shopify/Product/8180628258989',\n", " 'title': 'Maternity & Nursing Gowns - Floral Wreath Short Sleeveless',\n", " 'description': \"A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 37 inches\",\n", " 'url': 'https://f5jhsr-n4.myshopify.com/products/short-maternity-nursing-gowns-sunshine-yellow',\n", " 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0893.jpg?v=1752913342',\n", " 'price_range': {'min': '799.0', 'max': '799.0', 'currency': 'INR'}},\n", " {'product_id': 'gid://shopify/Product/8180626161837',\n", " 'title': 'Third Trimester Essentials Kit',\n", " 'description': \"Introducing Just Conceived's Third Trimester Essentials Kit, a comprehensive collection of high-quality essentials designed to support you through the final stretch of pregnancy. As you navigate the incredible physical changes and challenges of the third trimester, our kit is here to provide comfort, relief, and moments of relaxation when you need them most. At this stage, you may find yourself experiencing a mix of emotions—from the thrill of visibly carrying new life to the discomfort of pregnancy insomnia and the need for soothing skin care. Our Third Trimester Essentials Kit is thoughtfully curated to address all of these needs and more, ensuring that you feel supported and cared for as you prepare for the arrival of your little one. Highlights of our kit include our soft and comfy Maternity & Nursing gown, designed to snugly accommodate your growing belly while providing ease and comfort during late-night feedings. Additionally, our luxe eye mask offers moments of relaxation and rest, helping to alleviate the effects of pregnancy insomnia and promote rejuvenating sleep. We've also included must-have products like Disposable Pregnancy Underwear, which are specially designed to absorb heavy discharge during pregnancy and post-delivery, providing both comfort and peace of mind during this transitional period. Each item in our kit is backed by research and crafted with the highest quality materials, ensuring that you receive the support and care you deserve as you journey through the final trimester of pregnancy.Whether you're treating yourself to a well-deserved gift or surprising a loved one with a thoughtful gesture of support, Just Conceived's Third Trimester Essentials Kit is the perfect companion for this exciting and transformative time. Because every expecting mother deserves to feel good, supported, and pampered as she prepares to welcome her little one into the world.\",\n", " 'url': 'https://f5jhsr-n4.myshopify.com/products/third-trimester-essentials-kit',\n", " 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AIP08342.jpg?v=1752482976',\n", " 'price_range': {'min': '5599.0', 'max': '5599.0', 'currency': 'INR'}},\n", " {'product_id': 'gid://shopify/Product/8180628422829',\n", " 'title': 'Bright Whites - Sleeves Lavender Field',\n", " 'description': \"A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\",\n", " 'url': 'https://f5jhsr-n4.myshopify.com/products/bright-whites-lavender-field',\n", " 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A1320.jpg?v=1747068037',\n", " 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}},\n", " {'product_id': 'gid://shopify/Product/8180628652205',\n", " 'title': 'Maternity & Nursing Gowns - Sunflowers Sleeveless',\n", " 'description': \"A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.Size ChartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inchesLength is 51 inches\",\n", " 'url': 'https://f5jhsr-n4.myshopify.com/products/maternity-gown-white-with-sunflowers',\n", " 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/202A0791.jpg?v=1747063459',\n", " 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}},\n", " {'product_id': 'gid://shopify/Product/8180628029613',\n", " 'title': 'Maternity & Nursing Gowns -Floral Wreath Sleeveless',\n", " 'description': \"Size chartChest Size M is 38/40 inchesChest Size L is 40/42 inchesChest Size XL is 44/46 inches A women's body undergoes many transformations during the nine months of pregnancy. To keep up with the increasing weight we bring you the comfiest of gowns for New Mothers who can relax and pamper themselves in these loose and comfortable Maternity Gowns.These Maternity Gowns are useful starting from Second Trimester onwards till post partum phase as these gowns come with Front Buttons to aid in Breast Feeding once the baby is born.\",\n", " 'url': 'https://f5jhsr-n4.myshopify.com/products/maternity-nursing-gowns-sunshine-yellow-floral-wreath',\n", " 'image_url': 'https://cdn.shopify.com/s/files/1/0704/7856/1453/files/AMT09801.jpg?v=1750757166',\n", " 'price_range': {'min': '999.0', 'max': '999.0', 'currency': 'INR'}}]" ] }, "execution_count": 227, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tool_result" ] }, { "cell_type": "code", "execution_count": 223, "id": "cd3e64fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'role': 'system',\n", " 'content': 'You are a shop catalog assistant. Follow these steps:\\n\\n1. Extract from the user question:\\n - query: main search term.\\n - context: all preferences (price, color, size, style, sort order).\\n2. Call search_shop_catalog with query and context. Do NOT answer before the tool call.\\n3. Observation will be a list of products with title, description, url, image_url, price_range.\\n4. Summarize products in plain language as the answer.\\n5. Output exactly one JSON object:\\n\\n{\\n \"query\": \"...\",\\n \"context\": \"...\",\\n \"answer\": \"...\"\\n}\\n\\nDo not add extra text, only JSON.\\n\\n---\\n\\nExample:\\n\\nUser: Affordable sleeveless maternity gowns for 2nd trimester.\\n\\nTool call:\\nsearch_shop_catalog: {\"query\": \"maternity gowns\", \"context\": \"Affordable, sleeveless, 2nd trimester\"}\\nPAUSE\\n\\nObservation:\\n[\\n {\\n \"title\": \"Floral Wreath Short Sleeveless\",\\n \"description\": \"Comfy gown for new mothers, front buttons for breastfeeding\",\\n \"url\": \"https://f5jhsr-n4.myshopify.com/products/short-maternity-nursing-gowns-sunshine-yellow\",\\n \"image_url\": \"...\",\\n \"price_range\": {\"min\": \"799.0\", \"max\": \"799.0\", \"currency\": \"INR\"}\\n },\\n {\\n \"title\": \"Third Trimester Essentials Kit\",\\n \"description\": \"Includes maternity gown, eye mask, disposable underwear\",\\n \"url\": \"...\",\\n \"image_url\": \"...\",\\n \"price_range\": {\"min\": \"5599.0\", \"max\": \"5599.0\", \"currency\": \"INR\"}\\n }\\n]\\n\\nOutput JSON:\\n\\n{\\n \"query\": \"maternity gowns\",\\n \"context\": \"Affordable, sleeveless, 2nd trimester\",\\n \"answer\": \"Available maternity gowns include the Floral Wreath Short Sleeveless ($799 INR), comfortable for new mothers with front buttons for breastfeeding, and the Third Trimester Essentials Kit ($5599 INR), which includes a maternity gown, eye mask, and disposable underwear.\"\\n}'}]" ] }, "execution_count": 223, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bot.messages" ] }, { "cell_type": "code", "execution_count": null, "id": "328562ed", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "prod-agent", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }