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     "start_time": "2025-05-03T18:40:29.698376Z"
    }
   },
   "source": [
    "from io import StringIO\n",
    "\n",
    "from dotenv import load_dotenv\n",
    "from gradio.server_messages import BaseMessage\n",
    "from jinja2 import BaseLoader\n",
    "\n",
    "from agent import *\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "llm = get_llm()\n",
    "\n",
    "graph = get_graph(llm)\n",
    "\n",
    "# graph.invoke({\"messages\": [HumanMessage(content=question),]})\n"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/dennis/PycharmProjects/Final_Assignment_Template/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
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     "end_time": "2025-05-03T18:41:12.685273Z",
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   "source": [
    "result = graph.invoke(\n",
    "    {\n",
    "        \"messages\": [\n",
    "            HumanMessage(\n",
    "                content=\"How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.\"\n",
    "            ),\n",
    "        ]\n",
    "    }\n",
    ")"
   ],
   "id": "96cdb32d9145e6b3",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------- Starting to create a plan --------------------\n",
      "\n",
      "Waiting for 5 seconds...\n",
      "The plan is:  1. Access the English Wikipedia (2022 version if available).\n",
      "2. Search for \"Mercedes Sosa discography\".\n",
      "3. Identify the section listing studio albums.\n",
      "4. Filter the list to include only albums released between 2000 and 2009 (inclusive).\n",
      "5. Count the number of albums that meet the criteria.\n",
      "6. Provide the count as the answer.\n",
      "\n",
      "-------------------- Agent has been called -----------------------------------\n",
      "\n",
      "Waiting for 5 seconds...\n",
      "Agent has made a decision:\n",
      "  [{'name': 'wiki_search', 'args': {'query': 'Mercedes Sosa discography'}, 'id': '416cac28-6fa8-4f45-a5db-f6bc6d8e1d1a', 'type': 'tool_call'}]\n",
      "\n",
      "-------------------- Decision of forwarding has been made --------------------\n",
      "\n",
      "Waiting for 2 seconds...\n",
      "This is round:  2\n",
      "The last message is:  content='' additional_kwargs={'function_call': {'name': 'wiki_search', 'arguments': '{\"query\": \"Mercedes Sosa discography\"}'}} response_metadata={'prompt_feedback': {'block_reason': 0, 'safety_ratings': []}, 'finish_reason': 'STOP', 'model_name': 'gemini-2.0-flash', 'safety_ratings': []} id='run-80c57808-f76d-495c-bc1a-e22b89556475-0' tool_calls=[{'name': 'wiki_search', 'args': {'query': 'Mercedes Sosa discography'}, 'id': '416cac28-6fa8-4f45-a5db-f6bc6d8e1d1a', 'type': 'tool_call'}] usage_metadata={'input_tokens': 622, 'output_tokens': 7, 'total_tokens': 629, 'input_token_details': {'cache_read': 0}}\n",
      "\n",
      "-------------------- Tool (Wikipedia) has been called --------------------\n",
      "\n",
      "---------------------------------\n",
      "Loading tables from:  https://en.wikipedia.org/wiki/Mercedes_Sosa\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Loading tables from:  https://en.wikipedia.org/wiki/Joan_Baez_discography\n",
      "---------------------------------\n",
      "\n",
      "-------------------- Agent has been called -----------------------------------\n",
      "\n",
      "Waiting for 5 seconds...\n",
      "Agent has made a decision:\n",
      "  [{'name': 'wiki_search', 'args': {'query': 'Mercedes Sosa discography'}, 'id': '77eb4086-528b-48ea-b139-70382e84a80c', 'type': 'tool_call'}]\n",
      "\n",
      "-------------------- Decision of forwarding has been made --------------------\n",
      "\n",
      "Waiting for 2 seconds...\n",
      "This is round:  3\n",
      "The last message is:  content='' additional_kwargs={'function_call': {'name': 'wiki_search', 'arguments': '{\"query\": \"Mercedes Sosa discography\"}'}} response_metadata={'prompt_feedback': {'block_reason': 0, 'safety_ratings': []}, 'finish_reason': 'STOP', 'model_name': 'gemini-2.0-flash', 'safety_ratings': []} id='run-3240832b-3a9d-48b5-9c58-0f9aa5dd8658-0' tool_calls=[{'name': 'wiki_search', 'args': {'query': 'Mercedes Sosa discography'}, 'id': '77eb4086-528b-48ea-b139-70382e84a80c', 'type': 'tool_call'}] usage_metadata={'input_tokens': 17925, 'output_tokens': 7, 'total_tokens': 17932, 'input_token_details': {'cache_read': 0}}\n",
      "\n",
      "-------------------- Tool (Wikipedia) has been called --------------------\n",
      "\n",
      "---------------------------------\n",
      "Loading tables from:  https://en.wikipedia.org/wiki/Mercedes_Sosa\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "Loading tables from:  https://en.wikipedia.org/wiki/Joan_Baez_discography\n",
      "---------------------------------\n",
      "\n",
      "-------------------- Agent has been called -----------------------------------\n",
      "\n",
      "Waiting for 5 seconds...\n",
      "Agent has made a decision:\n",
      " Based on the Wikipedia search results for \"Mercedes Sosa discography\", the studio albums published by Mercedes Sosa between 2000 and 2009 (inclusive) are:\n",
      "\n",
      "*   2005 - Corazón Libre\n",
      "*   2009 - Cantora 1\n",
      "*   2009 - Cantora 2\n",
      "\n",
      "Therefore, the answer is 3. []\n",
      "\n",
      "-------------------- Decision of forwarding has been made --------------------\n",
      "\n",
      "Waiting for 2 seconds...\n",
      "This is round:  4\n",
      "The last message is:  content='Based on the Wikipedia search results for \"Mercedes Sosa discography\", the studio albums published by Mercedes Sosa between 2000 and 2009 (inclusive) are:\\n\\n*   2005 - Corazón Libre\\n*   2009 - Cantora 1\\n*   2009 - Cantora 2\\n\\nTherefore, the answer is 3.' additional_kwargs={} response_metadata={'prompt_feedback': {'block_reason': 0, 'safety_ratings': []}, 'finish_reason': 'STOP', 'model_name': 'gemini-2.0-flash', 'safety_ratings': []} id='run-59b32104-a935-46ed-a8fc-c530bbe2816e-0' usage_metadata={'input_tokens': 35228, 'output_tokens': 79, 'total_tokens': 35307, 'input_token_details': {'cache_read': 0}}\n",
      "\n",
      "-------------------- Generating Answer -----------------------------------\n",
      "\n",
      "Waiting for 5 seconds...\n",
      "The final answer is:  3\n"
     ]
    }
   ],
   "execution_count": 2
  },
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   "execution_count": null,
   "source": "",
   "id": "27e7946b3191e98f"
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