test notebook

test.ipynb

@@ -1349,8 +1349,8 @@
    "id": "42fde0f8",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-11T20:49:42.495164Z",
-     "start_time": "2025-05-11T20:49:38.700537Z"
+     "end_time": "2025-05-11T21:08:54.324885Z",
+     "start_time": "2025-05-11T21:08:52.045643Z"
     }
    },
    "source": [
@@ -1385,7 +1385,7 @@
     "\n",
     "question_retrieve_tool = create_retriever_tool(\n",
     "    vector_store.as_retriever(),\n",
-    "    \"Question Retriever\",\n",
+    "    \"question_retriever\",\n",
     "    \"Find similar questions in the vector database for the given question.\",\n",
     ")\n",
     "\n",
@@ -1513,15 +1513,15 @@
     "llm_with_tools = llm.bind_tools(tools)"
    ],
    "outputs": [],
-   "execution_count": 17
+   "execution_count": 25
   },
   {
    "cell_type": "code",
    "id": "7dd0716c",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-11T20:50:46.746362Z",
-     "start_time": "2025-05-11T20:50:46.741222Z"
+     "end_time": "2025-05-11T21:08:56.060983Z",
+     "start_time": "2025-05-11T21:08:56.055386Z"
     }
    },
    "source": [
@@ -1555,15 +1555,15 @@
     "graph = builder.compile()\n"
    ],
    "outputs": [],
-   "execution_count": 20
+   "execution_count": 26
   },
   {
    "cell_type": "code",
    "id": "f4e77216",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-11T20:53:08.787733Z",
-     "start_time": "2025-05-11T20:50:47.586719Z"
+     "end_time": "2025-05-11T21:09:06.543865Z",
+     "start_time": "2025-05-11T21:08:56.408325Z"
     }
    },
    "source": [
@@ -1573,126 +1573,86 @@
    ],
    "outputs": [
     {
-     "ename": "ValueError",
-     "evalue": "Failed to reach https://mermaid.ink/ API while trying to render your graph after 1 retries. To resolve this issue:\n1. Check your internet connection and try again\n2. Try with higher retry settings: `draw_mermaid_png(..., max_retries=5, retry_delay=2.0)`\n3. Use the Pyppeteer rendering method which will render your graph locally in a browser: `draw_mermaid_png(..., draw_method=MermaidDrawMethod.PYPPETEER)`",
-     "output_type": "error",
-     "traceback": [
-      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
-      "\u001B[0;31mTimeoutError\u001B[0m                              Traceback (most recent call last)",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connection.py:198\u001B[0m, in \u001B[0;36mHTTPConnection._new_conn\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    197\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 198\u001B[0m     sock \u001B[38;5;241m=\u001B[39m \u001B[43mconnection\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mcreate_connection\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    199\u001B[0m \u001B[43m        \u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_dns_host\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mport\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    200\u001B[0m \u001B[43m        \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mtimeout\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    201\u001B[0m \u001B[43m        \u001B[49m\u001B[43msource_address\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msource_address\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    202\u001B[0m \u001B[43m        \u001B[49m\u001B[43msocket_options\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msocket_options\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    203\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    204\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m socket\u001B[38;5;241m.\u001B[39mgaierror \u001B[38;5;28;01mas\u001B[39;00m e:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/util/connection.py:85\u001B[0m, in \u001B[0;36mcreate_connection\u001B[0;34m(address, timeout, source_address, socket_options)\u001B[0m\n\u001B[1;32m     84\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m---> 85\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m err\n\u001B[1;32m     86\u001B[0m \u001B[38;5;28;01mfinally\u001B[39;00m:\n\u001B[1;32m     87\u001B[0m     \u001B[38;5;66;03m# Break explicitly a reference cycle\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/util/connection.py:73\u001B[0m, in \u001B[0;36mcreate_connection\u001B[0;34m(address, timeout, source_address, socket_options)\u001B[0m\n\u001B[1;32m     72\u001B[0m     sock\u001B[38;5;241m.\u001B[39mbind(source_address)\n\u001B[0;32m---> 73\u001B[0m \u001B[43msock\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mconnect\u001B[49m\u001B[43m(\u001B[49m\u001B[43msa\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m     74\u001B[0m \u001B[38;5;66;03m# Break explicitly a reference cycle\u001B[39;00m\n",
-      "\u001B[0;31mTimeoutError\u001B[0m: timed out",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001B[0;31mConnectTimeoutError\u001B[0m                       Traceback (most recent call last)",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:787\u001B[0m, in \u001B[0;36mHTTPConnectionPool.urlopen\u001B[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001B[0m\n\u001B[1;32m    786\u001B[0m \u001B[38;5;66;03m# Make the request on the HTTPConnection object\u001B[39;00m\n\u001B[0;32m--> 787\u001B[0m response \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_make_request\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    788\u001B[0m \u001B[43m    \u001B[49m\u001B[43mconn\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    789\u001B[0m \u001B[43m    \u001B[49m\u001B[43mmethod\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    790\u001B[0m \u001B[43m    \u001B[49m\u001B[43murl\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    791\u001B[0m \u001B[43m    \u001B[49m\u001B[43mtimeout\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtimeout_obj\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    792\u001B[0m \u001B[43m    \u001B[49m\u001B[43mbody\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mbody\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    793\u001B[0m \u001B[43m    \u001B[49m\u001B[43mheaders\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mheaders\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    794\u001B[0m \u001B[43m    \u001B[49m\u001B[43mchunked\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mchunked\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    795\u001B[0m \u001B[43m    \u001B[49m\u001B[43mretries\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mretries\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    796\u001B[0m \u001B[43m    \u001B[49m\u001B[43mresponse_conn\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mresponse_conn\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    797\u001B[0m \u001B[43m    \u001B[49m\u001B[43mpreload_content\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mpreload_content\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    798\u001B[0m \u001B[43m    \u001B[49m\u001B[43mdecode_content\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdecode_content\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    799\u001B[0m \u001B[43m    \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mresponse_kw\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    800\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    802\u001B[0m \u001B[38;5;66;03m# Everything went great!\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:488\u001B[0m, in \u001B[0;36mHTTPConnectionPool._make_request\u001B[0;34m(self, conn, method, url, body, headers, retries, timeout, chunked, response_conn, preload_content, decode_content, enforce_content_length)\u001B[0m\n\u001B[1;32m    487\u001B[0m         new_e \u001B[38;5;241m=\u001B[39m _wrap_proxy_error(new_e, conn\u001B[38;5;241m.\u001B[39mproxy\u001B[38;5;241m.\u001B[39mscheme)\n\u001B[0;32m--> 488\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m new_e\n\u001B[1;32m    490\u001B[0m \u001B[38;5;66;03m# conn.request() calls http.client.*.request, not the method in\u001B[39;00m\n\u001B[1;32m    491\u001B[0m \u001B[38;5;66;03m# urllib3.request. It also calls makefile (recv) on the socket.\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:464\u001B[0m, in \u001B[0;36mHTTPConnectionPool._make_request\u001B[0;34m(self, conn, method, url, body, headers, retries, timeout, chunked, response_conn, preload_content, decode_content, enforce_content_length)\u001B[0m\n\u001B[1;32m    463\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 464\u001B[0m     \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_validate_conn\u001B[49m\u001B[43m(\u001B[49m\u001B[43mconn\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    465\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m (SocketTimeout, BaseSSLError) \u001B[38;5;28;01mas\u001B[39;00m e:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:1093\u001B[0m, in \u001B[0;36mHTTPSConnectionPool._validate_conn\u001B[0;34m(self, conn)\u001B[0m\n\u001B[1;32m   1092\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m conn\u001B[38;5;241m.\u001B[39mis_closed:\n\u001B[0;32m-> 1093\u001B[0m     \u001B[43mconn\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mconnect\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m   1095\u001B[0m \u001B[38;5;66;03m# TODO revise this, see https://github.com/urllib3/urllib3/issues/2791\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connection.py:704\u001B[0m, in \u001B[0;36mHTTPSConnection.connect\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    703\u001B[0m sock: socket\u001B[38;5;241m.\u001B[39msocket \u001B[38;5;241m|\u001B[39m ssl\u001B[38;5;241m.\u001B[39mSSLSocket\n\u001B[0;32m--> 704\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39msock \u001B[38;5;241m=\u001B[39m sock \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_new_conn\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    705\u001B[0m server_hostname: \u001B[38;5;28mstr\u001B[39m \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mhost\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connection.py:207\u001B[0m, in \u001B[0;36mHTTPConnection._new_conn\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    206\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m SocketTimeout \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[0;32m--> 207\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m ConnectTimeoutError(\n\u001B[1;32m    208\u001B[0m         \u001B[38;5;28mself\u001B[39m,\n\u001B[1;32m    209\u001B[0m         \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mConnection to \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mhost\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m timed out. (connect timeout=\u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mtimeout\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m)\u001B[39m\u001B[38;5;124m\"\u001B[39m,\n\u001B[1;32m    210\u001B[0m     ) \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01me\u001B[39;00m\n\u001B[1;32m    212\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mOSError\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n",
-      "\u001B[0;31mConnectTimeoutError\u001B[0m: (<urllib3.connection.HTTPSConnection object at 0x34ab6afb0>, 'Connection to mermaid.ink timed out. (connect timeout=10)')",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001B[0;31mMaxRetryError\u001B[0m                             Traceback (most recent call last)",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/requests/adapters.py:667\u001B[0m, in \u001B[0;36mHTTPAdapter.send\u001B[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001B[0m\n\u001B[1;32m    666\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 667\u001B[0m     resp \u001B[38;5;241m=\u001B[39m \u001B[43mconn\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43murlopen\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    668\u001B[0m \u001B[43m        \u001B[49m\u001B[43mmethod\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mrequest\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mmethod\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    669\u001B[0m \u001B[43m        \u001B[49m\u001B[43murl\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43murl\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    670\u001B[0m \u001B[43m        \u001B[49m\u001B[43mbody\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mrequest\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mbody\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    671\u001B[0m \u001B[43m        \u001B[49m\u001B[43mheaders\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mrequest\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mheaders\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    672\u001B[0m \u001B[43m        \u001B[49m\u001B[43mredirect\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m,\u001B[49m\n\u001B[1;32m    673\u001B[0m \u001B[43m        \u001B[49m\u001B[43massert_same_host\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m,\u001B[49m\n\u001B[1;32m    674\u001B[0m \u001B[43m        \u001B[49m\u001B[43mpreload_content\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m,\u001B[49m\n\u001B[1;32m    675\u001B[0m \u001B[43m        \u001B[49m\u001B[43mdecode_content\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m,\u001B[49m\n\u001B[1;32m    676\u001B[0m \u001B[43m        \u001B[49m\u001B[43mretries\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mmax_retries\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    677\u001B[0m \u001B[43m        \u001B[49m\u001B[43mtimeout\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtimeout\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    678\u001B[0m \u001B[43m        \u001B[49m\u001B[43mchunked\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mchunked\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    679\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    681\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m (ProtocolError, \u001B[38;5;167;01mOSError\u001B[39;00m) \u001B[38;5;28;01mas\u001B[39;00m err:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:841\u001B[0m, in \u001B[0;36mHTTPConnectionPool.urlopen\u001B[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, preload_content, decode_content, **response_kw)\u001B[0m\n\u001B[1;32m    839\u001B[0m     new_e \u001B[38;5;241m=\u001B[39m ProtocolError(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mConnection aborted.\u001B[39m\u001B[38;5;124m\"\u001B[39m, new_e)\n\u001B[0;32m--> 841\u001B[0m retries \u001B[38;5;241m=\u001B[39m \u001B[43mretries\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mincrement\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    842\u001B[0m \u001B[43m    \u001B[49m\u001B[43mmethod\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43murl\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43merror\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnew_e\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m_pool\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m_stacktrace\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43msys\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mexc_info\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m2\u001B[39;49m\u001B[43m]\u001B[49m\n\u001B[1;32m    843\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    844\u001B[0m retries\u001B[38;5;241m.\u001B[39msleep()\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/urllib3/util/retry.py:519\u001B[0m, in \u001B[0;36mRetry.increment\u001B[0;34m(self, method, url, response, error, _pool, _stacktrace)\u001B[0m\n\u001B[1;32m    518\u001B[0m     reason \u001B[38;5;241m=\u001B[39m error \u001B[38;5;129;01mor\u001B[39;00m ResponseError(cause)\n\u001B[0;32m--> 519\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m MaxRetryError(_pool, url, reason) \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01mreason\u001B[39;00m  \u001B[38;5;66;03m# type: ignore[arg-type]\u001B[39;00m\n\u001B[1;32m    521\u001B[0m log\u001B[38;5;241m.\u001B[39mdebug(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mIncremented Retry for (url=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;132;01m%s\u001B[39;00m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m): \u001B[39m\u001B[38;5;132;01m%r\u001B[39;00m\u001B[38;5;124m\"\u001B[39m, url, new_retry)\n",
-      "\u001B[0;31mMaxRetryError\u001B[0m: HTTPSConnectionPool(host='mermaid.ink', port=443): Max retries exceeded with url: /img/LS0tCmNvbmZpZzoKICBmbG93Y2hhcnQ6CiAgICBjdXJ2ZTogbGluZWFyCi0tLQpncmFwaCBURDsKCV9fc3RhcnRfXyhbPHA+X19zdGFydF9fPC9wPl0pOjo6Zmlyc3QKCWFzc2lzdGFudChhc3Npc3RhbnQpCgl0b29scyh0b29scykKCV9fZW5kX18oWzxwPl9fZW5kX188L3A+XSk6OjpsYXN0CglfX3N0YXJ0X18gLS0+IGFzc2lzdGFudDsKCWFzc2lzdGFudCAtLi0+IF9fZW5kX187Cglhc3Npc3RhbnQgLS4tPiB0b29sczsKCXRvb2xzIC0tPiBhc3Npc3RhbnQ7CgljbGFzc0RlZiBkZWZhdWx0IGZpbGw6I2YyZjBmZixsaW5lLWhlaWdodDoxLjIKCWNsYXNzRGVmIGZpcnN0IGZpbGwtb3BhY2l0eTowCgljbGFzc0RlZiBsYXN0IGZpbGw6I2JmYjZmYwo=?type=png&bgColor=!white (Caused by ConnectTimeoutError(<urllib3.connection.HTTPSConnection object at 0x34ab6afb0>, 'Connection to mermaid.ink timed out. (connect timeout=10)'))",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001B[0;31mConnectTimeout\u001B[0m                            Traceback (most recent call last)",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/runnables/graph_mermaid.py:430\u001B[0m, in \u001B[0;36m_render_mermaid_using_api\u001B[0;34m(mermaid_syntax, output_file_path, background_color, file_type, max_retries, retry_delay)\u001B[0m\n\u001B[1;32m    429\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 430\u001B[0m     response \u001B[38;5;241m=\u001B[39m \u001B[43mrequests\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget\u001B[49m\u001B[43m(\u001B[49m\u001B[43mimage_url\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mtimeout\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;241;43m10\u001B[39;49m\u001B[43m)\u001B[49m\n\u001B[1;32m    431\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m response\u001B[38;5;241m.\u001B[39mstatus_code \u001B[38;5;241m==\u001B[39m requests\u001B[38;5;241m.\u001B[39mcodes\u001B[38;5;241m.\u001B[39mok:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/requests/api.py:73\u001B[0m, in \u001B[0;36mget\u001B[0;34m(url, params, **kwargs)\u001B[0m\n\u001B[1;32m     63\u001B[0m \u001B[38;5;250m\u001B[39m\u001B[38;5;124mr\u001B[39m\u001B[38;5;124;03m\"\"\"Sends a GET request.\u001B[39;00m\n\u001B[1;32m     64\u001B[0m \n\u001B[1;32m     65\u001B[0m \u001B[38;5;124;03m:param url: URL for the new :class:`Request` object.\u001B[39;00m\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m     70\u001B[0m \u001B[38;5;124;03m:rtype: requests.Response\u001B[39;00m\n\u001B[1;32m     71\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[0;32m---> 73\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mrequest\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mget\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43murl\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mparams\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mparams\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/requests/api.py:59\u001B[0m, in \u001B[0;36mrequest\u001B[0;34m(method, url, **kwargs)\u001B[0m\n\u001B[1;32m     58\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m sessions\u001B[38;5;241m.\u001B[39mSession() \u001B[38;5;28;01mas\u001B[39;00m session:\n\u001B[0;32m---> 59\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43msession\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mrequest\u001B[49m\u001B[43m(\u001B[49m\u001B[43mmethod\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmethod\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43murl\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43murl\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/requests/sessions.py:589\u001B[0m, in \u001B[0;36mSession.request\u001B[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001B[0m\n\u001B[1;32m    588\u001B[0m send_kwargs\u001B[38;5;241m.\u001B[39mupdate(settings)\n\u001B[0;32m--> 589\u001B[0m resp \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msend\u001B[49m\u001B[43m(\u001B[49m\u001B[43mprep\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43msend_kwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    591\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m resp\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/requests/sessions.py:703\u001B[0m, in \u001B[0;36mSession.send\u001B[0;34m(self, request, **kwargs)\u001B[0m\n\u001B[1;32m    702\u001B[0m \u001B[38;5;66;03m# Send the request\u001B[39;00m\n\u001B[0;32m--> 703\u001B[0m r \u001B[38;5;241m=\u001B[39m \u001B[43madapter\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msend\u001B[49m\u001B[43m(\u001B[49m\u001B[43mrequest\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    705\u001B[0m \u001B[38;5;66;03m# Total elapsed time of the request (approximately)\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/requests/adapters.py:688\u001B[0m, in \u001B[0;36mHTTPAdapter.send\u001B[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001B[0m\n\u001B[1;32m    687\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(e\u001B[38;5;241m.\u001B[39mreason, NewConnectionError):\n\u001B[0;32m--> 688\u001B[0m         \u001B[38;5;28;01mraise\u001B[39;00m ConnectTimeout(e, request\u001B[38;5;241m=\u001B[39mrequest)\n\u001B[1;32m    690\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(e\u001B[38;5;241m.\u001B[39mreason, ResponseError):\n",
-      "\u001B[0;31mConnectTimeout\u001B[0m: HTTPSConnectionPool(host='mermaid.ink', port=443): Max retries exceeded with url: /img/LS0tCmNvbmZpZzoKICBmbG93Y2hhcnQ6CiAgICBjdXJ2ZTogbGluZWFyCi0tLQpncmFwaCBURDsKCV9fc3RhcnRfXyhbPHA+X19zdGFydF9fPC9wPl0pOjo6Zmlyc3QKCWFzc2lzdGFudChhc3Npc3RhbnQpCgl0b29scyh0b29scykKCV9fZW5kX18oWzxwPl9fZW5kX188L3A+XSk6OjpsYXN0CglfX3N0YXJ0X18gLS0+IGFzc2lzdGFudDsKCWFzc2lzdGFudCAtLi0+IF9fZW5kX187Cglhc3Npc3RhbnQgLS4tPiB0b29sczsKCXRvb2xzIC0tPiBhc3Npc3RhbnQ7CgljbGFzc0RlZiBkZWZhdWx0IGZpbGw6I2YyZjBmZixsaW5lLWhlaWdodDoxLjIKCWNsYXNzRGVmIGZpcnN0IGZpbGwtb3BhY2l0eTowCgljbGFzc0RlZiBsYXN0IGZpbGw6I2JmYjZmYwo=?type=png&bgColor=!white (Caused by ConnectTimeoutError(<urllib3.connection.HTTPSConnection object at 0x34ab6afb0>, 'Connection to mermaid.ink timed out. (connect timeout=10)'))",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001B[0;31mValueError\u001B[0m                                Traceback (most recent call last)",
-      "Cell \u001B[0;32mIn[21], line 3\u001B[0m\n\u001B[1;32m      1\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01mIPython\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mdisplay\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m Image, display\n\u001B[0;32m----> 3\u001B[0m display(Image(\u001B[43mgraph\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget_graph\u001B[49m\u001B[43m(\u001B[49m\u001B[43mxray\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mTrue\u001B[39;49;00m\u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mdraw_mermaid_png\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m))\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/runnables/graph.py:685\u001B[0m, in \u001B[0;36mGraph.draw_mermaid_png\u001B[0;34m(self, curve_style, node_colors, wrap_label_n_words, output_file_path, draw_method, background_color, padding, max_retries, retry_delay, frontmatter_config)\u001B[0m\n\u001B[1;32m    677\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01mlangchain_core\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mrunnables\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mgraph_mermaid\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m draw_mermaid_png\n\u001B[1;32m    679\u001B[0m mermaid_syntax \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mdraw_mermaid(\n\u001B[1;32m    680\u001B[0m     curve_style\u001B[38;5;241m=\u001B[39mcurve_style,\n\u001B[1;32m    681\u001B[0m     node_colors\u001B[38;5;241m=\u001B[39mnode_colors,\n\u001B[1;32m    682\u001B[0m     wrap_label_n_words\u001B[38;5;241m=\u001B[39mwrap_label_n_words,\n\u001B[1;32m    683\u001B[0m     frontmatter_config\u001B[38;5;241m=\u001B[39mfrontmatter_config,\n\u001B[1;32m    684\u001B[0m )\n\u001B[0;32m--> 685\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mdraw_mermaid_png\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    686\u001B[0m \u001B[43m    \u001B[49m\u001B[43mmermaid_syntax\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmermaid_syntax\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    687\u001B[0m \u001B[43m    \u001B[49m\u001B[43moutput_file_path\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43moutput_file_path\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    688\u001B[0m \u001B[43m    \u001B[49m\u001B[43mdraw_method\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdraw_method\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    689\u001B[0m \u001B[43m    \u001B[49m\u001B[43mbackground_color\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mbackground_color\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    690\u001B[0m \u001B[43m    \u001B[49m\u001B[43mpadding\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mpadding\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    691\u001B[0m \u001B[43m    \u001B[49m\u001B[43mmax_retries\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmax_retries\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    692\u001B[0m \u001B[43m    \u001B[49m\u001B[43mretry_delay\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mretry_delay\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    693\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/runnables/graph_mermaid.py:293\u001B[0m, in \u001B[0;36mdraw_mermaid_png\u001B[0;34m(mermaid_syntax, output_file_path, draw_method, background_color, padding, max_retries, retry_delay)\u001B[0m\n\u001B[1;32m    287\u001B[0m     img_bytes \u001B[38;5;241m=\u001B[39m asyncio\u001B[38;5;241m.\u001B[39mrun(\n\u001B[1;32m    288\u001B[0m         _render_mermaid_using_pyppeteer(\n\u001B[1;32m    289\u001B[0m             mermaid_syntax, output_file_path, background_color, padding\n\u001B[1;32m    290\u001B[0m         )\n\u001B[1;32m    291\u001B[0m     )\n\u001B[1;32m    292\u001B[0m \u001B[38;5;28;01melif\u001B[39;00m draw_method \u001B[38;5;241m==\u001B[39m MermaidDrawMethod\u001B[38;5;241m.\u001B[39mAPI:\n\u001B[0;32m--> 293\u001B[0m     img_bytes \u001B[38;5;241m=\u001B[39m \u001B[43m_render_mermaid_using_api\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    294\u001B[0m \u001B[43m        \u001B[49m\u001B[43mmermaid_syntax\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    295\u001B[0m \u001B[43m        \u001B[49m\u001B[43moutput_file_path\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43moutput_file_path\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    296\u001B[0m \u001B[43m        \u001B[49m\u001B[43mbackground_color\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mbackground_color\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    297\u001B[0m \u001B[43m        \u001B[49m\u001B[43mmax_retries\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmax_retries\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    298\u001B[0m \u001B[43m        \u001B[49m\u001B[43mretry_delay\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mretry_delay\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    299\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    300\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m    301\u001B[0m     supported_methods \u001B[38;5;241m=\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m, \u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;241m.\u001B[39mjoin([m\u001B[38;5;241m.\u001B[39mvalue \u001B[38;5;28;01mfor\u001B[39;00m m \u001B[38;5;129;01min\u001B[39;00m MermaidDrawMethod])\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/runnables/graph_mermaid.py:462\u001B[0m, in \u001B[0;36m_render_mermaid_using_api\u001B[0;34m(mermaid_syntax, output_file_path, background_color, file_type, max_retries, retry_delay)\u001B[0m\n\u001B[1;32m    457\u001B[0m         \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m    458\u001B[0m             msg \u001B[38;5;241m=\u001B[39m (\n\u001B[1;32m    459\u001B[0m                 \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mFailed to reach https://mermaid.ink/ API while trying to render \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m    460\u001B[0m                 \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124myour graph after \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mmax_retries\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m retries. \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m    461\u001B[0m             ) \u001B[38;5;241m+\u001B[39m error_msg_suffix\n\u001B[0;32m--> 462\u001B[0m             \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(msg) \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01me\u001B[39;00m\n\u001B[1;32m    464\u001B[0m \u001B[38;5;66;03m# This should not be reached, but just in case\u001B[39;00m\n\u001B[1;32m    465\u001B[0m msg \u001B[38;5;241m=\u001B[39m (\n\u001B[1;32m    466\u001B[0m     \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mFailed to reach https://mermaid.ink/ API while trying to render \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m    467\u001B[0m     \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124myour graph after \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mmax_retries\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m retries. \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m    468\u001B[0m ) \u001B[38;5;241m+\u001B[39m error_msg_suffix\n",
-      "\u001B[0;31mValueError\u001B[0m: Failed to reach https://mermaid.ink/ API while trying to render your graph after 1 retries. To resolve this issue:\n1. Check your internet connection and try again\n2. Try with higher retry settings: `draw_mermaid_png(..., max_retries=5, retry_delay=2.0)`\n3. Use the Pyppeteer rendering method which will render your graph locally in a browser: `draw_mermaid_png(..., draw_method=MermaidDrawMethod.PYPPETEER)`"
-     ]
+     "data": {
+      "image/png": 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aFovF/h2Hw6m9ly/kQO/EL9S5a5yEy8PrX5FZQazDbDY/fPjw/PnzU6ZMQXaRlZU1d+7cvXv3ImrMmzfv+PHjEEEPDw8XFxcejxcYGNiiRYvp06cjvDE3iNu2bXvllVdEIpE914upqKj49ddfe/Xqhahx//79d955p7j4j/OpK6v5+fklJycjjDH0vOYDBw6UlpZKpVI7r1rk6upKXQpB69atIyMja2+Bmhr+2TBPIWJgEM+dOwe3sbGxUHIguyssLFy7di2iUmJiokQiqfkWqumLFy8i7DEriEuXLs3OzoY7vr6+qCkolUpokiIqde3aNSwsrObb0NDQw4cPI+wxJYjQKYHbfv36TZ7clEtZent726HfMGrUKLG46rT5gICA3bt33759+4svvkB4Y0RnBTqqffr06du3L2KMcePGQTPg1KlT1m+hTfzjjz/u2LED4crBg6hSqcrKyu7duxcXF4cwAOHYt29fkwympKenv/baa1u3bm3Tpg3CjyNXzZ999llR8Y8BRAAAD1BJREFUUREMpGGSQmSXNmJ9IiIirl+//uWXX+7fvx/hx2GDCJVR27ZtmzdvjnBinzZiA2D0NDMzc+HChQgzDlg1b9iw4c0334SJO5hXQIQtP/30086dO7dv347PW+RoJeInn3zi7l61Hj+eKbTDOOKzGDJkyOeff96zZ89bt3C5NpvjBDElJQVu33777dGjRyNcNWEbsQ6YgL569eqqVat27dqFMOAgQYTRCuvyrJ6eGB1j9/+avI1Yx+bNm/Pz8z/++GPU1GjfRszLy4NPF+ZLYJoVEX/K8ePHN27cCE1GmJVGTYTGJaLJZHrjjTd0Oh00B+mSQkzaiHUMGDBg+fLlcPvLL7+gJkLXIEJBfvny5WnTpkFbB9EHPm3EOpo1a3bhwgWoqWHEGzUF+gXRYrG8++67EETo9HXs2BHRCm5txDqSkpLKy8vff/99ZHf0ayMuWLAAJo579OiBCGqcPXt2xYoV0GS0DoTZB52CCLXG+PHjEZ014Vzzc5HL5TAxvWjRotjYWGQXtKma+/fvHxUVhWgO2zZiHf7+/lAu7tmzZ9OmTcguaFAi3rhxA9qC0Dum78WIa1B9zkqjW7duXUZGBvSpEcWwLhHVanW/fv2sx3g6QAoR9eesNDoYl4iPj4dPoaCA2uUJ8C0RVSoVDPp7eHhgPlnyXOjSRqyjqKgImoxLly6Njo5G1MC0RDx48CDUyOHh4Y6UQlRdrt+8eRPRDXwKMPuyZs0amUyGqIHpsnSZmZlGoxE5HKiaYWZFq9XCzDjtGhtQNEAnBlED0xJx6tSpgwYNQo7IyclJIBBAhxQaHog+7t+/36pVq9oX/m1cmAbRzc2tCSfg7QAGRGfOnInoIz09PSIiAlEG0yCuX7/+6NGjyKFBoQi3ubm5iA7u3btXZw2JxoVpEGHGE8ZuEAOkpKTAyCLCHtUlIqbDNxBELpfr2LVzjcWLF+NwaGrDOnfufP36dUQZ0kZsetYUXrt2DeEK6mVKi0NE2oj4yMvLO3nyJMIS1fUyIm1EfIwcOVKpVCIsUd1TQdgGccqUKY46jtiAUaNGwe0PP/yAMMPcEpFRbcQ6pFIpVquCWCwWmOiC0WxEJdJGxE5cXBxWK6XYoV5GpI2IJxgrQdWrViAM2KFeRqSNiLP4+PidO3eipmafIGJ69A20ERHjdejQwcfHBzU1qJoTExMRxUgbEWvWw66gaERNxGQyPXr0KDw8HFGMtBFpICkpafv27bW39OvXD9mFfXoqiMw104WhGofDEQgEAwcOfPLkCWTRDku079mz5/Hjx3Y45Z60EemBV+3FF1+Ed6agoIDFYqWlpZWUlNS+pAoVoETs0qULoh5pI9IJjHVDWWi9Dym8dOkSoph9usyItBFpZMSIEbXPXdJoNKdPn0ZUgsZAbm5u7csHUQfTqhnGEe1z3Vq6gBTm5OSg6mvrWbfAHdiSnZ0dGhqKqGG3ngoic810ceDAgWHDhgUHB3t4eFgvOAoboZqmtHa2W72MsC0RoY0YEBBAJldqmz9/PtzevXv3YrXi4mJlmfb8mZ/jB49F1Mi4l9u+ffuKUhP6s+D/RSx5pozhNXzTt2/f0tJS669krYPgvq+v77FjxxBRy/XTJXculVayTEadxVkgQNSA0WwYMPorp5BK/PiyTE2LaFHMQKlY4tTAI/EqEbt163b8+PHafzmbzR48eDAiajmxVeEicRowKdjF3Qlhz2S0lBUY9n2bN3xGgId3vdccwauNmJCQUGd2NTAw0A4TnTRyfIvCw5cf3UNKixQCrhPbM8B59KyQH9fIlCX1rt6BVxDbtGlTexFEKBr79+9vz3VLMZdzT80TcCJf8EA01HuM37VjJfXtxa7XPH78+JrZAigOcb56j/0V5Oqd+HRdf9/Dh//wVkV9e7H7q2DgKjo62jpCAcUhjFYg4nd6jdnTj4/oicNlBbcSlRUabO7F8d9r4sSJMJcFneUxY8Ygoha10myi8xppJU8M9fXB/2qvWZ6lKS8yqStMGqXZYoYOvwU1AulLrafDgPb143oYtUV/GV/AZiGWUMyBL6k/38ufroWKA/uTQXycrs64ocpOVXv4CiorWRwnDhu+OJzGGpOMiu4NtxUa1ChUWmQxmc0yk9mgM+rKjTpzWDtR686uPs0cYTlkx/DcQcx/pL3wY7GTkMfi8sO6eXCdOIhuDFpTcZE65VCpQIheGiZ19yKXdW56zxfEMz8UyrN10hCJyIPGZQlPwJUEVR3vqCxQH1glj+jq2n2QFBFN6lk7KzA+vmXRY52ZH9zRn9YprE3sLQrrFlSgYMNYKyKa1DMF0Wyq3DA32y/Sx0XqgEfEuAeIndzEu5fRY8FMR/X0IFoslevez4rsE8IX0WNO6U9wkQrFAZKtix8jook8PYg7l/wW3j0AOTqhu7MkyD15M50WWHckTwni+QNF7kHufBEj+pWu3i5GxL+VUoYIu2soiMVy/aNUtauXC2IMd3+3S4eKaHfpYAfQUBAvHCr2DKH2bEUM+bb0uHioGBH2VW8QFTlak5nt6iVEWLqdenbO/Bi1uvGrUc/m7rJsvV5rRkS1ofF9tm2n/GK59Qbx4W01zNwhZmKxc9IaaXqxqX268IMTJ48g7NUbxKw7aldvTItDqgklosxbKuQQMjLSER3YnuIrLTAIXJ2o6yznye8fO70Wbs0mY3hYlyED3pV4+MH2K/8+cPLshkmvfnP42D8LCnOEQrc+PSfGdBoCu8xm0+Fjy2/cOVFpsUS2erFFaGdEGbG3MD8N03XVn0vvPlXv0pdfLVyz9psjh8/D/eRjh/bu2yGX5wkEwpiu3adNfVci+e/0ZgO7asBj9h/YlZ8v4/Odo9t1fGvGHG/vxlk4z3aJqCoz6bSNckCXDaVliqTvprNZ7GmT1k6dtEajUa7f8pbRVHW8JIfN1elUZ1K+ez1hyWcfne3UfuDBI1+WlVddsvrcha0/Xz80ZMDMd6dvC2neHh6DKMNisVSlRrXyz59GiYm9u6vOfvzHW+/t2H4Y7pw6lbzsm8Vxf3vlu017Fn36dUbm/bnz3rEOETSwq8adOzfhMSOGJ27etGfJF9+WK8sWfvYhaiS2g6hRmjmUHVZz9ZeD8FGPG/WZn0+LoIDIxJGflpTK7qads+41W0y9X3rd3c0H0tC142AoCOWKTNj+6+3jUZE9YYunNKh71xEtw2IQlXjOHHU57YMoFlcd2yGEmqX6zr79O2Nje44bOzEoqFn79p0goBC41NTbDe+q8Sgni8/n9+83OMA/MDIiasH8pTOmz0aNpJ4gVpg4PKrONP0tNzU4IFIgcLV+6+HuK/EIkOVn1DzA3+e/y0IKBWK41ekqTCZjUXEupLbmMcGBbRCVnAQcDf1LxNpMJlNWdmZkRNuaLa1aVb2fD7MyGthV+xk6tO8MpcPbMycfTf4xXyGHihviiBpJvWljIaoGdbU6tVzx4INPX6zZYjYblRVFNd86Of3PEdRQQRgM2qrt3D+28/nUdqQs5qoaGjkQrU4L76RQ+MdhK0JB1Xuo1Woa2FX7GYKDm69e+f0Pe7Zu2Liq4p+fR0REQRuxsbJoO4hCMdds1CFqODuLQoLbjxz6P80LHq+hYDnxqg480+r/6MlqtRWISmaDWSR2qFWgBM4CNput0fyxxpq6+r5I5NLArjpPEhYW/vG8xWaz+e7dW5u/Xzvvo5n79hx3cmqEYT7bVbPQlWM2UjWi2ywoqqgkVyoJ9PZqbv2Cwkfs6tnAjzhxeR7ufvnVjUWrjKx/IyoZdGahmH4Hn9tk7XNwudwWYS3vpt6q2X4v7Q6qroUb2FX7edLTU9Oqt3M4HGhHTpo4rby8DL5QY7AdRLGE68SjqmJ6oXO8Xq/ZfXCRTP6gsOi30//avGx1Yq4sreGf6tA2LvVeyrXrh/IVD1Mu75TnZyDKWCyVLu5cBygR+dVu37mR+fABNARHjXr12rVLMEajUOTfvHV91Zpl0dEdW1enrYFdNX7+95WP5s9KuXBWJs+DJzx4cLevj59U6okag+332s2TZ9KZdRUGZ9fGH0qEIcOpk9Ymn1q9ZtObbDbH1zts4rhlzYLaNvxTf3t5slpTdvTESkulJaJl7Ctxb23bMxfuIwoon6g9vB1kVikxYcLuPVuvXr24Y/uhvn366/U6SNvGTauh2n0xtteUKe9YH9bArhqvjpsEvcakpBVFxYXwmKio6KVLVrIaqSVd72pgV5OL83IqvUKZeH67PK2gSx+X8A6uCDMntir8w1xC2tL1eKgfVz0eOtXfzdPGP3m9U3wtokWVJocav3h2LJY5pA1ZJtSu6m0GeQU6C4SV5U/Ubj62PxKY8IC2nc1dznwXnd72XK2PV8g/3mzMQzk+/rxPfbssZhObY+MPhDHIN8evrO+nCrNLQyIFXB5dl5ihqYba4z2Ge+5fIasviK4uklnTt9vcZTTq64wF1uA09hE99f0OwGDU82z9GlxuvQ1fi9lS+Kh81Ax7LF9O1NZQEN2kThExLsWFFa5eNlpLHA5X4uGPmlrj/g7K/PJeoxqnG0g8l6dUQN0HeWqKVJoyqga3sVKer3QRWSJjyLWGmsDTW0JjZgX+dlNh1Dl4x6VModKWqPqO9UZEU3imJvmUL0MzL+c6cLlYrlAhnTphThAimsgzBREGLacva6GUlSifUDvD2yRKc0t5LO2waU3f3mWy5xikgAJDKjVnX8tTFjjIxclKZcr75x+HtOIOmOCLiCb1fNOpsYOlkTGuF34sLsrSVHKcxF4iOq5DolXqKwo1Fr3e099p4KfN+AIHObiB1p57Xt/Dmzd0ip8iR5d5S5V15wlfyLVYWBwep3qtTi7C8tR0NptlNJgsBpPJYDZojXwBO7y9S8uOXmRlRHz8yQNMfJs7w9dLwzxLFIbyoqrTO9TlJrPJbDbhGESeM5vNYYvEQqGY4xnAc3Fj6mmyGPurRzpJfHnwhQjiryGXoqUTkRuX1oseSHxhxtV2nUmm9ulEIGIXyfSInowGS16G2s3Tdv1JgkgnPs2cjXq6LspTotA3cIgnCSKdBLUUsljo5jlaLlZ2bpc8dki9i+bjdb1m4llcOFhoNFaGtRNL/Wmwqj6MqJQX6v+1W/HaR8Gi+scrSBBpKfVqedoVpV5j1mmoWhmmUXgF8ssKDCFtRbGDPRu+nCUJIo3BR2fQYR3ESkuls+iZJq5IEAkskHFEAgskiAQWSBAJLJAgElggQSSwQIJIYOE/AAAA//9IOO73AAAABklEQVQDAFPPIzkUheU2AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
-   "execution_count": 21
+   "execution_count": 27
   },
   {
    "cell_type": "code",
    "id": "5987d58c",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-11T20:54:35.397719Z",
-     "start_time": "2025-05-11T20:54:35.168899Z"
+     "end_time": "2025-05-11T21:09:37.471693Z",
+     "start_time": "2025-05-11T21:09:06.570812Z"
     }
    },
    "source": [
-    "question = \"On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?\"\n",
+    "question = \"A paper about AI regulation that was originally submitted to arXiv.org in June 2022 shows a figure with three axes, where each axis has a label word at both ends. Which of these words is used to describe a type of society in a Physics and Society article submitted to arXiv.org on August 11, 2016?\"\n",
     "messages = [HumanMessage(content=question)]\n",
     "messages = graph.invoke({\"messages\": messages})"
    ],
-   "outputs": [
-    {
-     "ename": "ChatGoogleGenerativeAIError",
-     "evalue": "Invalid argument provided to Gemini: 400 * GenerateContentRequest.tools[0].function_declarations[8].name: Invalid function name. Must start with a letter or an underscore. Must be alphameric (a-z, A-Z, 0-9), underscores (_), dots (.) or dashes (-), with a maximum length of 64.\n",
-     "output_type": "error",
-     "traceback": [
-      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
-      "\u001B[0;31mInvalidArgument\u001B[0m                           Traceback (most recent call last)",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_google_genai/chat_models.py:192\u001B[0m, in \u001B[0;36m_chat_with_retry.<locals>._chat_with_retry\u001B[0;34m(**kwargs)\u001B[0m\n\u001B[1;32m    191\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 192\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mgeneration_method\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    193\u001B[0m \u001B[38;5;66;03m# Do not retry for these errors.\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/ai/generativelanguage_v1beta/services/generative_service/client.py:868\u001B[0m, in \u001B[0;36mGenerativeServiceClient.generate_content\u001B[0;34m(self, request, model, contents, retry, timeout, metadata)\u001B[0m\n\u001B[1;32m    867\u001B[0m \u001B[38;5;66;03m# Send the request.\u001B[39;00m\n\u001B[0;32m--> 868\u001B[0m response \u001B[38;5;241m=\u001B[39m \u001B[43mrpc\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    869\u001B[0m \u001B[43m    \u001B[49m\u001B[43mrequest\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    870\u001B[0m \u001B[43m    \u001B[49m\u001B[43mretry\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mretry\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    871\u001B[0m \u001B[43m    \u001B[49m\u001B[43mtimeout\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtimeout\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    872\u001B[0m \u001B[43m    \u001B[49m\u001B[43mmetadata\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmetadata\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    873\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    875\u001B[0m \u001B[38;5;66;03m# Done; return the response.\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/api_core/gapic_v1/method.py:131\u001B[0m, in \u001B[0;36m_GapicCallable.__call__\u001B[0;34m(self, timeout, retry, compression, *args, **kwargs)\u001B[0m\n\u001B[1;32m    129\u001B[0m     kwargs[\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mcompression\u001B[39m\u001B[38;5;124m\"\u001B[39m] \u001B[38;5;241m=\u001B[39m compression\n\u001B[0;32m--> 131\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mwrapped_func\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:293\u001B[0m, in \u001B[0;36mRetry.__call__.<locals>.retry_wrapped_func\u001B[0;34m(*args, **kwargs)\u001B[0m\n\u001B[1;32m    290\u001B[0m sleep_generator \u001B[38;5;241m=\u001B[39m exponential_sleep_generator(\n\u001B[1;32m    291\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_initial, \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_maximum, multiplier\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_multiplier\n\u001B[1;32m    292\u001B[0m )\n\u001B[0;32m--> 293\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mretry_target\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    294\u001B[0m \u001B[43m    \u001B[49m\u001B[43mtarget\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    295\u001B[0m \u001B[43m    \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_predicate\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    296\u001B[0m \u001B[43m    \u001B[49m\u001B[43msleep_generator\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    297\u001B[0m \u001B[43m    \u001B[49m\u001B[43mtimeout\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_timeout\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    298\u001B[0m \u001B[43m    \u001B[49m\u001B[43mon_error\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mon_error\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    299\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:153\u001B[0m, in \u001B[0;36mretry_target\u001B[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001B[0m\n\u001B[1;32m    151\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mException\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m exc:\n\u001B[1;32m    152\u001B[0m     \u001B[38;5;66;03m# defer to shared logic for handling errors\u001B[39;00m\n\u001B[0;32m--> 153\u001B[0m     \u001B[43m_retry_error_helper\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    154\u001B[0m \u001B[43m        \u001B[49m\u001B[43mexc\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    155\u001B[0m \u001B[43m        \u001B[49m\u001B[43mdeadline\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    156\u001B[0m \u001B[43m        \u001B[49m\u001B[43msleep\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    157\u001B[0m \u001B[43m        \u001B[49m\u001B[43merror_list\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    158\u001B[0m \u001B[43m        \u001B[49m\u001B[43mpredicate\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    159\u001B[0m \u001B[43m        \u001B[49m\u001B[43mon_error\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    160\u001B[0m \u001B[43m        \u001B[49m\u001B[43mexception_factory\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    161\u001B[0m \u001B[43m        \u001B[49m\u001B[43mtimeout\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    162\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    163\u001B[0m     \u001B[38;5;66;03m# if exception not raised, sleep before next attempt\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/api_core/retry/retry_base.py:212\u001B[0m, in \u001B[0;36m_retry_error_helper\u001B[0;34m(exc, deadline, next_sleep, error_list, predicate_fn, on_error_fn, exc_factory_fn, original_timeout)\u001B[0m\n\u001B[1;32m    207\u001B[0m     final_exc, source_exc \u001B[38;5;241m=\u001B[39m exc_factory_fn(\n\u001B[1;32m    208\u001B[0m         error_list,\n\u001B[1;32m    209\u001B[0m         RetryFailureReason\u001B[38;5;241m.\u001B[39mNON_RETRYABLE_ERROR,\n\u001B[1;32m    210\u001B[0m         original_timeout,\n\u001B[1;32m    211\u001B[0m     )\n\u001B[0;32m--> 212\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m final_exc \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01msource_exc\u001B[39;00m\n\u001B[1;32m    213\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m on_error_fn \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/api_core/retry/retry_unary.py:144\u001B[0m, in \u001B[0;36mretry_target\u001B[0;34m(target, predicate, sleep_generator, timeout, on_error, exception_factory, **kwargs)\u001B[0m\n\u001B[1;32m    143\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 144\u001B[0m     result \u001B[38;5;241m=\u001B[39m \u001B[43mtarget\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    145\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m inspect\u001B[38;5;241m.\u001B[39misawaitable(result):\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/api_core/timeout.py:130\u001B[0m, in \u001B[0;36mTimeToDeadlineTimeout.__call__.<locals>.func_with_timeout\u001B[0;34m(*args, **kwargs)\u001B[0m\n\u001B[1;32m    128\u001B[0m     kwargs[\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mtimeout\u001B[39m\u001B[38;5;124m\"\u001B[39m] \u001B[38;5;241m=\u001B[39m remaining_timeout\n\u001B[0;32m--> 130\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mfunc\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/google/api_core/grpc_helpers.py:78\u001B[0m, in \u001B[0;36m_wrap_unary_errors.<locals>.error_remapped_callable\u001B[0;34m(*args, **kwargs)\u001B[0m\n\u001B[1;32m     77\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m grpc\u001B[38;5;241m.\u001B[39mRpcError \u001B[38;5;28;01mas\u001B[39;00m exc:\n\u001B[0;32m---> 78\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m exceptions\u001B[38;5;241m.\u001B[39mfrom_grpc_error(exc) \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01mexc\u001B[39;00m\n",
-      "\u001B[0;31mInvalidArgument\u001B[0m: 400 * GenerateContentRequest.tools[0].function_declarations[8].name: Invalid function name. Must start with a letter or an underscore. Must be alphameric (a-z, A-Z, 0-9), underscores (_), dots (.) or dashes (-), with a maximum length of 64.\n",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001B[0;31mChatGoogleGenerativeAIError\u001B[0m               Traceback (most recent call last)",
-      "Cell \u001B[0;32mIn[23], line 3\u001B[0m\n\u001B[1;32m      1\u001B[0m question \u001B[38;5;241m=\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mOn June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m      2\u001B[0m messages \u001B[38;5;241m=\u001B[39m [HumanMessage(content\u001B[38;5;241m=\u001B[39mquestion)]\n\u001B[0;32m----> 3\u001B[0m messages \u001B[38;5;241m=\u001B[39m \u001B[43mgraph\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43minvoke\u001B[49m\u001B[43m(\u001B[49m\u001B[43m{\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mmessages\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m:\u001B[49m\u001B[43m \u001B[49m\u001B[43mmessages\u001B[49m\u001B[43m}\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langgraph/pregel/__init__.py:2823\u001B[0m, in \u001B[0;36mPregel.invoke\u001B[0;34m(self, input, config, stream_mode, output_keys, interrupt_before, interrupt_after, checkpoint_during, debug, **kwargs)\u001B[0m\n\u001B[1;32m   2820\u001B[0m chunks: \u001B[38;5;28mlist\u001B[39m[Union[\u001B[38;5;28mdict\u001B[39m[\u001B[38;5;28mstr\u001B[39m, Any], Any]] \u001B[38;5;241m=\u001B[39m []\n\u001B[1;32m   2821\u001B[0m interrupts: \u001B[38;5;28mlist\u001B[39m[Interrupt] \u001B[38;5;241m=\u001B[39m []\n\u001B[0;32m-> 2823\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m chunk \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mstream(\n\u001B[1;32m   2824\u001B[0m     \u001B[38;5;28minput\u001B[39m,\n\u001B[1;32m   2825\u001B[0m     config,\n\u001B[1;32m   2826\u001B[0m     stream_mode\u001B[38;5;241m=\u001B[39mstream_mode,\n\u001B[1;32m   2827\u001B[0m     output_keys\u001B[38;5;241m=\u001B[39moutput_keys,\n\u001B[1;32m   2828\u001B[0m     interrupt_before\u001B[38;5;241m=\u001B[39minterrupt_before,\n\u001B[1;32m   2829\u001B[0m     interrupt_after\u001B[38;5;241m=\u001B[39minterrupt_after,\n\u001B[1;32m   2830\u001B[0m     checkpoint_during\u001B[38;5;241m=\u001B[39mcheckpoint_during,\n\u001B[1;32m   2831\u001B[0m     debug\u001B[38;5;241m=\u001B[39mdebug,\n\u001B[1;32m   2832\u001B[0m     \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs,\n\u001B[1;32m   2833\u001B[0m ):\n\u001B[1;32m   2834\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m stream_mode \u001B[38;5;241m==\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mvalues\u001B[39m\u001B[38;5;124m\"\u001B[39m:\n\u001B[1;32m   2835\u001B[0m         \u001B[38;5;28;01mif\u001B[39;00m (\n\u001B[1;32m   2836\u001B[0m             \u001B[38;5;28misinstance\u001B[39m(chunk, \u001B[38;5;28mdict\u001B[39m)\n\u001B[1;32m   2837\u001B[0m             \u001B[38;5;129;01mand\u001B[39;00m (ints \u001B[38;5;241m:=\u001B[39m chunk\u001B[38;5;241m.\u001B[39mget(INTERRUPT)) \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m\n\u001B[1;32m   2838\u001B[0m         ):\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langgraph/pregel/__init__.py:2461\u001B[0m, in \u001B[0;36mPregel.stream\u001B[0;34m(self, input, config, stream_mode, output_keys, interrupt_before, interrupt_after, checkpoint_during, debug, subgraphs)\u001B[0m\n\u001B[1;32m   2455\u001B[0m     \u001B[38;5;66;03m# Similarly to Bulk Synchronous Parallel / Pregel model\u001B[39;00m\n\u001B[1;32m   2456\u001B[0m     \u001B[38;5;66;03m# computation proceeds in steps, while there are channel updates.\u001B[39;00m\n\u001B[1;32m   2457\u001B[0m     \u001B[38;5;66;03m# Channel updates from step N are only visible in step N+1\u001B[39;00m\n\u001B[1;32m   2458\u001B[0m     \u001B[38;5;66;03m# channels are guaranteed to be immutable for the duration of the step,\u001B[39;00m\n\u001B[1;32m   2459\u001B[0m     \u001B[38;5;66;03m# with channel updates applied only at the transition between steps.\u001B[39;00m\n\u001B[1;32m   2460\u001B[0m     \u001B[38;5;28;01mwhile\u001B[39;00m loop\u001B[38;5;241m.\u001B[39mtick(input_keys\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39minput_channels):\n\u001B[0;32m-> 2461\u001B[0m         \u001B[38;5;28;01mfor\u001B[39;00m _ \u001B[38;5;129;01min\u001B[39;00m runner\u001B[38;5;241m.\u001B[39mtick(\n\u001B[1;32m   2462\u001B[0m             loop\u001B[38;5;241m.\u001B[39mtasks\u001B[38;5;241m.\u001B[39mvalues(),\n\u001B[1;32m   2463\u001B[0m             timeout\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mstep_timeout,\n\u001B[1;32m   2464\u001B[0m             retry_policy\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mretry_policy,\n\u001B[1;32m   2465\u001B[0m             get_waiter\u001B[38;5;241m=\u001B[39mget_waiter,\n\u001B[1;32m   2466\u001B[0m         ):\n\u001B[1;32m   2467\u001B[0m             \u001B[38;5;66;03m# emit output\u001B[39;00m\n\u001B[1;32m   2468\u001B[0m             \u001B[38;5;28;01myield from\u001B[39;00m output()\n\u001B[1;32m   2469\u001B[0m \u001B[38;5;66;03m# emit output\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langgraph/pregel/runner.py:153\u001B[0m, in \u001B[0;36mPregelRunner.tick\u001B[0;34m(self, tasks, reraise, timeout, retry_policy, get_waiter)\u001B[0m\n\u001B[1;32m    151\u001B[0m t \u001B[38;5;241m=\u001B[39m tasks[\u001B[38;5;241m0\u001B[39m]\n\u001B[1;32m    152\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 153\u001B[0m     \u001B[43mrun_with_retry\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    154\u001B[0m \u001B[43m        \u001B[49m\u001B[43mt\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    155\u001B[0m \u001B[43m        \u001B[49m\u001B[43mretry_policy\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    156\u001B[0m \u001B[43m        \u001B[49m\u001B[43mconfigurable\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43m{\u001B[49m\n\u001B[1;32m    157\u001B[0m \u001B[43m            \u001B[49m\u001B[43mCONFIG_KEY_CALL\u001B[49m\u001B[43m:\u001B[49m\u001B[43m \u001B[49m\u001B[43mpartial\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    158\u001B[0m \u001B[43m                \u001B[49m\u001B[43m_call\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    159\u001B[0m \u001B[43m                \u001B[49m\u001B[43mweakref\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mref\u001B[49m\u001B[43m(\u001B[49m\u001B[43mt\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    160\u001B[0m \u001B[43m                \u001B[49m\u001B[43mretry\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mretry_policy\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    161\u001B[0m \u001B[43m                \u001B[49m\u001B[43mfutures\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mweakref\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mref\u001B[49m\u001B[43m(\u001B[49m\u001B[43mfutures\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    162\u001B[0m \u001B[43m                \u001B[49m\u001B[43mschedule_task\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mschedule_task\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    163\u001B[0m \u001B[43m                \u001B[49m\u001B[43msubmit\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msubmit\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    164\u001B[0m \u001B[43m                \u001B[49m\u001B[43mreraise\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mreraise\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    165\u001B[0m \u001B[43m            \u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    166\u001B[0m \u001B[43m        \u001B[49m\u001B[43m}\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    167\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    168\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mcommit(t, \u001B[38;5;28;01mNone\u001B[39;00m)\n\u001B[1;32m    169\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mException\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m exc:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langgraph/pregel/retry.py:40\u001B[0m, in \u001B[0;36mrun_with_retry\u001B[0;34m(task, retry_policy, configurable)\u001B[0m\n\u001B[1;32m     38\u001B[0m     task\u001B[38;5;241m.\u001B[39mwrites\u001B[38;5;241m.\u001B[39mclear()\n\u001B[1;32m     39\u001B[0m     \u001B[38;5;66;03m# run the task\u001B[39;00m\n\u001B[0;32m---> 40\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mtask\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mproc\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43minvoke\u001B[49m\u001B[43m(\u001B[49m\u001B[43mtask\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43minput\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mconfig\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m     41\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m ParentCommand \u001B[38;5;28;01mas\u001B[39;00m exc:\n\u001B[1;32m     42\u001B[0m     ns: \u001B[38;5;28mstr\u001B[39m \u001B[38;5;241m=\u001B[39m config[CONF][CONFIG_KEY_CHECKPOINT_NS]\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langgraph/utils/runnable.py:623\u001B[0m, in \u001B[0;36mRunnableSeq.invoke\u001B[0;34m(self, input, config, **kwargs)\u001B[0m\n\u001B[1;32m    621\u001B[0m     \u001B[38;5;66;03m# run in context\u001B[39;00m\n\u001B[1;32m    622\u001B[0m     \u001B[38;5;28;01mwith\u001B[39;00m set_config_context(config, run) \u001B[38;5;28;01mas\u001B[39;00m context:\n\u001B[0;32m--> 623\u001B[0m         \u001B[38;5;28minput\u001B[39m \u001B[38;5;241m=\u001B[39m \u001B[43mcontext\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mrun\u001B[49m\u001B[43m(\u001B[49m\u001B[43mstep\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43minvoke\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43minput\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mconfig\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    624\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m    625\u001B[0m     \u001B[38;5;28minput\u001B[39m \u001B[38;5;241m=\u001B[39m step\u001B[38;5;241m.\u001B[39minvoke(\u001B[38;5;28minput\u001B[39m, config)\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langgraph/utils/runnable.py:377\u001B[0m, in \u001B[0;36mRunnableCallable.invoke\u001B[0;34m(self, input, config, **kwargs)\u001B[0m\n\u001B[1;32m    375\u001B[0m         run_manager\u001B[38;5;241m.\u001B[39mon_chain_end(ret)\n\u001B[1;32m    376\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[0;32m--> 377\u001B[0m     ret \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mfunc\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    378\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mrecurse \u001B[38;5;129;01mand\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(ret, Runnable):\n\u001B[1;32m    379\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m ret\u001B[38;5;241m.\u001B[39minvoke(\u001B[38;5;28minput\u001B[39m, config)\n",
-      "Cell \u001B[0;32mIn[20], line 12\u001B[0m, in \u001B[0;36massistant\u001B[0;34m(state)\u001B[0m\n\u001B[1;32m     10\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21massistant\u001B[39m(state: MessagesState):\n\u001B[1;32m     11\u001B[0m \u001B[38;5;250m    \u001B[39m\u001B[38;5;124;03m\"\"\"Assistant node\"\"\"\u001B[39;00m\n\u001B[0;32m---> 12\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m {\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mmessages\u001B[39m\u001B[38;5;124m\"\u001B[39m: [\u001B[43mllm_with_tools\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43minvoke\u001B[49m\u001B[43m(\u001B[49m\u001B[43m[\u001B[49m\u001B[43msys_msg\u001B[49m\u001B[43m]\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m+\u001B[39;49m\u001B[43m \u001B[49m\u001B[43mstate\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mmessages\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m)\u001B[49m]}\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/runnables/base.py:5416\u001B[0m, in \u001B[0;36mRunnableBindingBase.invoke\u001B[0;34m(self, input, config, **kwargs)\u001B[0m\n\u001B[1;32m   5409\u001B[0m \u001B[38;5;129m@override\u001B[39m\n\u001B[1;32m   5410\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21minvoke\u001B[39m(\n\u001B[1;32m   5411\u001B[0m     \u001B[38;5;28mself\u001B[39m,\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m   5414\u001B[0m     \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs: Optional[Any],\n\u001B[1;32m   5415\u001B[0m ) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m Output:\n\u001B[0;32m-> 5416\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mbound\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43minvoke\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m   5417\u001B[0m \u001B[43m        \u001B[49m\u001B[38;5;28;43minput\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[1;32m   5418\u001B[0m \u001B[43m        \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_merge_configs\u001B[49m\u001B[43m(\u001B[49m\u001B[43mconfig\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m   5419\u001B[0m \u001B[43m        \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43m{\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m}\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m   5420\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_google_genai/chat_models.py:1199\u001B[0m, in \u001B[0;36mChatGoogleGenerativeAI.invoke\u001B[0;34m(self, input, config, code_execution, stop, **kwargs)\u001B[0m\n\u001B[1;32m   1194\u001B[0m     \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m   1195\u001B[0m         \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\n\u001B[1;32m   1196\u001B[0m             \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mTools are already defined.\u001B[39m\u001B[38;5;124m\"\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mcode_execution tool can\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mt be defined\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m   1197\u001B[0m         )\n\u001B[0;32m-> 1199\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43msuper\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43minvoke\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43minput\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mconfig\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mstop\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mstop\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/language_models/chat_models.py:370\u001B[0m, in \u001B[0;36mBaseChatModel.invoke\u001B[0;34m(self, input, config, stop, **kwargs)\u001B[0m\n\u001B[1;32m    358\u001B[0m \u001B[38;5;129m@override\u001B[39m\n\u001B[1;32m    359\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21minvoke\u001B[39m(\n\u001B[1;32m    360\u001B[0m     \u001B[38;5;28mself\u001B[39m,\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m    365\u001B[0m     \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs: Any,\n\u001B[1;32m    366\u001B[0m ) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m BaseMessage:\n\u001B[1;32m    367\u001B[0m     config \u001B[38;5;241m=\u001B[39m ensure_config(config)\n\u001B[1;32m    368\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m cast(\n\u001B[1;32m    369\u001B[0m         \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mChatGeneration\u001B[39m\u001B[38;5;124m\"\u001B[39m,\n\u001B[0;32m--> 370\u001B[0m         \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mgenerate_prompt\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    371\u001B[0m \u001B[43m            \u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_convert_input\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43minput\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    372\u001B[0m \u001B[43m            \u001B[49m\u001B[43mstop\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mstop\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    373\u001B[0m \u001B[43m            \u001B[49m\u001B[43mcallbacks\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mconfig\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mcallbacks\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    374\u001B[0m \u001B[43m            \u001B[49m\u001B[43mtags\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mconfig\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mtags\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    375\u001B[0m \u001B[43m            \u001B[49m\u001B[43mmetadata\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mconfig\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mmetadata\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    376\u001B[0m \u001B[43m            \u001B[49m\u001B[43mrun_name\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mconfig\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mrun_name\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    377\u001B[0m \u001B[43m            \u001B[49m\u001B[43mrun_id\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mconfig\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mpop\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mrun_id\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43;01mNone\u001B[39;49;00m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    378\u001B[0m \u001B[43m            \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    379\u001B[0m \u001B[43m        \u001B[49m\u001B[43m)\u001B[49m\u001B[38;5;241m.\u001B[39mgenerations[\u001B[38;5;241m0\u001B[39m][\u001B[38;5;241m0\u001B[39m],\n\u001B[1;32m    380\u001B[0m     )\u001B[38;5;241m.\u001B[39mmessage\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/language_models/chat_models.py:947\u001B[0m, in \u001B[0;36mBaseChatModel.generate_prompt\u001B[0;34m(self, prompts, stop, callbacks, **kwargs)\u001B[0m\n\u001B[1;32m    938\u001B[0m \u001B[38;5;129m@override\u001B[39m\n\u001B[1;32m    939\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21mgenerate_prompt\u001B[39m(\n\u001B[1;32m    940\u001B[0m     \u001B[38;5;28mself\u001B[39m,\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m    944\u001B[0m     \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs: Any,\n\u001B[1;32m    945\u001B[0m ) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m LLMResult:\n\u001B[1;32m    946\u001B[0m     prompt_messages \u001B[38;5;241m=\u001B[39m [p\u001B[38;5;241m.\u001B[39mto_messages() \u001B[38;5;28;01mfor\u001B[39;00m p \u001B[38;5;129;01min\u001B[39;00m prompts]\n\u001B[0;32m--> 947\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mgenerate\u001B[49m\u001B[43m(\u001B[49m\u001B[43mprompt_messages\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mstop\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mstop\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mcallbacks\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mcallbacks\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/language_models/chat_models.py:766\u001B[0m, in \u001B[0;36mBaseChatModel.generate\u001B[0;34m(self, messages, stop, callbacks, tags, metadata, run_name, run_id, **kwargs)\u001B[0m\n\u001B[1;32m    763\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m i, m \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28menumerate\u001B[39m(input_messages):\n\u001B[1;32m    764\u001B[0m     \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[1;32m    765\u001B[0m         results\u001B[38;5;241m.\u001B[39mappend(\n\u001B[0;32m--> 766\u001B[0m             \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_generate_with_cache\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m    767\u001B[0m \u001B[43m                \u001B[49m\u001B[43mm\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    768\u001B[0m \u001B[43m                \u001B[49m\u001B[43mstop\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mstop\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    769\u001B[0m \u001B[43m                \u001B[49m\u001B[43mrun_manager\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mrun_managers\u001B[49m\u001B[43m[\u001B[49m\u001B[43mi\u001B[49m\u001B[43m]\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43;01mif\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mrun_managers\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43;01melse\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[38;5;28;43;01mNone\u001B[39;49;00m\u001B[43m,\u001B[49m\n\u001B[1;32m    770\u001B[0m \u001B[43m                \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m    771\u001B[0m \u001B[43m            \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    772\u001B[0m         )\n\u001B[1;32m    773\u001B[0m     \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mBaseException\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[1;32m    774\u001B[0m         \u001B[38;5;28;01mif\u001B[39;00m run_managers:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_core/language_models/chat_models.py:1012\u001B[0m, in \u001B[0;36mBaseChatModel._generate_with_cache\u001B[0;34m(self, messages, stop, run_manager, **kwargs)\u001B[0m\n\u001B[1;32m   1010\u001B[0m     result \u001B[38;5;241m=\u001B[39m generate_from_stream(\u001B[38;5;28miter\u001B[39m(chunks))\n\u001B[1;32m   1011\u001B[0m \u001B[38;5;28;01melif\u001B[39;00m inspect\u001B[38;5;241m.\u001B[39msignature(\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_generate)\u001B[38;5;241m.\u001B[39mparameters\u001B[38;5;241m.\u001B[39mget(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mrun_manager\u001B[39m\u001B[38;5;124m\"\u001B[39m):\n\u001B[0;32m-> 1012\u001B[0m     result \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_generate\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m   1013\u001B[0m \u001B[43m        \u001B[49m\u001B[43mmessages\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mstop\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mstop\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mrun_manager\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mrun_manager\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\n\u001B[1;32m   1014\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m   1015\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m   1016\u001B[0m     result \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_generate(messages, stop\u001B[38;5;241m=\u001B[39mstop, \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs)\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_google_genai/chat_models.py:1275\u001B[0m, in \u001B[0;36mChatGoogleGenerativeAI._generate\u001B[0;34m(self, messages, stop, run_manager, tools, functions, safety_settings, tool_config, generation_config, cached_content, tool_choice, **kwargs)\u001B[0m\n\u001B[1;32m   1249\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21m_generate\u001B[39m(\n\u001B[1;32m   1250\u001B[0m     \u001B[38;5;28mself\u001B[39m,\n\u001B[1;32m   1251\u001B[0m     messages: List[BaseMessage],\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m   1262\u001B[0m     \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs: Any,\n\u001B[1;32m   1263\u001B[0m ) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m ChatResult:\n\u001B[1;32m   1264\u001B[0m     request \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_prepare_request(\n\u001B[1;32m   1265\u001B[0m         messages,\n\u001B[1;32m   1266\u001B[0m         stop\u001B[38;5;241m=\u001B[39mstop,\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m   1273\u001B[0m         tool_choice\u001B[38;5;241m=\u001B[39mtool_choice,\n\u001B[1;32m   1274\u001B[0m     )\n\u001B[0;32m-> 1275\u001B[0m     response: GenerateContentResponse \u001B[38;5;241m=\u001B[39m \u001B[43m_chat_with_retry\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m   1276\u001B[0m \u001B[43m        \u001B[49m\u001B[43mrequest\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mrequest\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m   1277\u001B[0m \u001B[43m        \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m   1278\u001B[0m \u001B[43m        \u001B[49m\u001B[43mgeneration_method\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mclient\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mgenerate_content\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m   1279\u001B[0m \u001B[43m        \u001B[49m\u001B[43mmetadata\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mdefault_metadata\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m   1280\u001B[0m \u001B[43m    \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m   1281\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m _response_to_result(response)\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_google_genai/chat_models.py:210\u001B[0m, in \u001B[0;36m_chat_with_retry\u001B[0;34m(generation_method, **kwargs)\u001B[0m\n\u001B[1;32m    207\u001B[0m     \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mException\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[1;32m    208\u001B[0m         \u001B[38;5;28;01mraise\u001B[39;00m e\n\u001B[0;32m--> 210\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43m_chat_with_retry\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/tenacity/__init__.py:338\u001B[0m, in \u001B[0;36mBaseRetrying.wraps.<locals>.wrapped_f\u001B[0;34m(*args, **kw)\u001B[0m\n\u001B[1;32m    336\u001B[0m copy \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mcopy()\n\u001B[1;32m    337\u001B[0m wrapped_f\u001B[38;5;241m.\u001B[39mstatistics \u001B[38;5;241m=\u001B[39m copy\u001B[38;5;241m.\u001B[39mstatistics  \u001B[38;5;66;03m# type: ignore[attr-defined]\u001B[39;00m\n\u001B[0;32m--> 338\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mcopy\u001B[49m\u001B[43m(\u001B[49m\u001B[43mf\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkw\u001B[49m\u001B[43m)\u001B[49m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/tenacity/__init__.py:477\u001B[0m, in \u001B[0;36mRetrying.__call__\u001B[0;34m(self, fn, *args, **kwargs)\u001B[0m\n\u001B[1;32m    475\u001B[0m retry_state \u001B[38;5;241m=\u001B[39m RetryCallState(retry_object\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mself\u001B[39m, fn\u001B[38;5;241m=\u001B[39mfn, args\u001B[38;5;241m=\u001B[39margs, kwargs\u001B[38;5;241m=\u001B[39mkwargs)\n\u001B[1;32m    476\u001B[0m \u001B[38;5;28;01mwhile\u001B[39;00m \u001B[38;5;28;01mTrue\u001B[39;00m:\n\u001B[0;32m--> 477\u001B[0m     do \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43miter\u001B[49m\u001B[43m(\u001B[49m\u001B[43mretry_state\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mretry_state\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    478\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(do, DoAttempt):\n\u001B[1;32m    479\u001B[0m         \u001B[38;5;28;01mtry\u001B[39;00m:\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/tenacity/__init__.py:378\u001B[0m, in \u001B[0;36mBaseRetrying.iter\u001B[0;34m(self, retry_state)\u001B[0m\n\u001B[1;32m    376\u001B[0m result \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mNone\u001B[39;00m\n\u001B[1;32m    377\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m action \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39miter_state\u001B[38;5;241m.\u001B[39mactions:\n\u001B[0;32m--> 378\u001B[0m     result \u001B[38;5;241m=\u001B[39m \u001B[43maction\u001B[49m\u001B[43m(\u001B[49m\u001B[43mretry_state\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    379\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m result\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/tenacity/__init__.py:400\u001B[0m, in \u001B[0;36mBaseRetrying._post_retry_check_actions.<locals>.<lambda>\u001B[0;34m(rs)\u001B[0m\n\u001B[1;32m    398\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21m_post_retry_check_actions\u001B[39m(\u001B[38;5;28mself\u001B[39m, retry_state: \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mRetryCallState\u001B[39m\u001B[38;5;124m\"\u001B[39m) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[1;32m    399\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m (\u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39miter_state\u001B[38;5;241m.\u001B[39mis_explicit_retry \u001B[38;5;129;01mor\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39miter_state\u001B[38;5;241m.\u001B[39mretry_run_result):\n\u001B[0;32m--> 400\u001B[0m         \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_add_action_func(\u001B[38;5;28;01mlambda\u001B[39;00m rs: \u001B[43mrs\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43moutcome\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mresult\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m)\n\u001B[1;32m    401\u001B[0m         \u001B[38;5;28;01mreturn\u001B[39;00m\n\u001B[1;32m    403\u001B[0m     \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mafter \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n",
-      "File \u001B[0;32m~/.pyenv/versions/3.10.9/lib/python3.10/concurrent/futures/_base.py:451\u001B[0m, in \u001B[0;36mFuture.result\u001B[0;34m(self, timeout)\u001B[0m\n\u001B[1;32m    449\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m CancelledError()\n\u001B[1;32m    450\u001B[0m \u001B[38;5;28;01melif\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_state \u001B[38;5;241m==\u001B[39m FINISHED:\n\u001B[0;32m--> 451\u001B[0m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m__get_result\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    453\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_condition\u001B[38;5;241m.\u001B[39mwait(timeout)\n\u001B[1;32m    455\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_state \u001B[38;5;129;01min\u001B[39;00m [CANCELLED, CANCELLED_AND_NOTIFIED]:\n",
-      "File \u001B[0;32m~/.pyenv/versions/3.10.9/lib/python3.10/concurrent/futures/_base.py:403\u001B[0m, in \u001B[0;36mFuture.__get_result\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    401\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_exception:\n\u001B[1;32m    402\u001B[0m     \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 403\u001B[0m         \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_exception\n\u001B[1;32m    404\u001B[0m     \u001B[38;5;28;01mfinally\u001B[39;00m:\n\u001B[1;32m    405\u001B[0m         \u001B[38;5;66;03m# Break a reference cycle with the exception in self._exception\u001B[39;00m\n\u001B[1;32m    406\u001B[0m         \u001B[38;5;28mself\u001B[39m \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mNone\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/tenacity/__init__.py:480\u001B[0m, in \u001B[0;36mRetrying.__call__\u001B[0;34m(self, fn, *args, **kwargs)\u001B[0m\n\u001B[1;32m    478\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(do, DoAttempt):\n\u001B[1;32m    479\u001B[0m     \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m--> 480\u001B[0m         result \u001B[38;5;241m=\u001B[39m \u001B[43mfn\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m    481\u001B[0m     \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mBaseException\u001B[39;00m:  \u001B[38;5;66;03m# noqa: B902\u001B[39;00m\n\u001B[1;32m    482\u001B[0m         retry_state\u001B[38;5;241m.\u001B[39mset_exception(sys\u001B[38;5;241m.\u001B[39mexc_info())  \u001B[38;5;66;03m# type: ignore[arg-type]\u001B[39;00m\n",
-      "File \u001B[0;32m~/final_assignment_v3/.venv/lib/python3.10/site-packages/langchain_google_genai/chat_models.py:204\u001B[0m, in \u001B[0;36m_chat_with_retry.<locals>._chat_with_retry\u001B[0;34m(**kwargs)\u001B[0m\n\u001B[1;32m    201\u001B[0m         \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(error_msg)\n\u001B[1;32m    203\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m google\u001B[38;5;241m.\u001B[39mapi_core\u001B[38;5;241m.\u001B[39mexceptions\u001B[38;5;241m.\u001B[39mInvalidArgument \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[0;32m--> 204\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m ChatGoogleGenerativeAIError(\n\u001B[1;32m    205\u001B[0m         \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mInvalid argument provided to Gemini: \u001B[39m\u001B[38;5;132;01m{\u001B[39;00me\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m    206\u001B[0m     ) \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21;01me\u001B[39;00m\n\u001B[1;32m    207\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mException\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m e:\n\u001B[1;32m    208\u001B[0m     \u001B[38;5;28;01mraise\u001B[39;00m e\n",
-      "\u001B[0;31mChatGoogleGenerativeAIError\u001B[0m: Invalid argument provided to Gemini: 400 * GenerateContentRequest.tools[0].function_declarations[8].name: Invalid function name. Must start with a letter or an underscore. Must be alphameric (a-z, A-Z, 0-9), underscores (_), dots (.) or dashes (-), with a maximum length of 64.\n"
-     ]
-    }
-   ],
-   "execution_count": 23
+   "outputs": [],
+   "execution_count": 28
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "330cbf17",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-05-11T21:09:37.502636Z",
+     "start_time": "2025-05-11T21:09:37.499962Z"
+    }
+   },
    "source": [
     "for m in messages['messages']:\n",
     "    m.pretty_print()"
-   ]
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================\u001B[1m Human Message \u001B[0m=================================\n",
+      "\n",
+      "A paper about AI regulation that was originally submitted to arXiv.org in June 2022 shows a figure with three axes, where each axis has a label word at both ends. Which of these words is used to describe a type of society in a Physics and Society article submitted to arXiv.org on August 11, 2016?\n",
+      "==================================\u001B[1m Ai Message \u001B[0m==================================\n",
+      "\n",
+      "Here's my plan to determine which word from the AI regulation paper is used in the Physics and Society article:\n",
+      "\n",
+      "1. **Find the AI regulation paper:** Use the arXiv search tool to locate the paper submitted in June 2022.\n",
+      "2. **Identify the axis labels:** Extract the three pairs of words used as axis labels in the figure within the AI regulation paper.\n",
+      "3. **Find the Physics and Society article:** Use the arXiv search tool to locate the article submitted on August 11, 2016.\n",
+      "4. **Search for axis labels:** Check if any of the axis label words from the AI regulation paper appear in the Physics and Society article.\n",
+      "5. **Identify the society type:** Determine which of the axis label words is used to describe a type of society in the Physics and Society article.\n",
+      "\n",
+      "Now, let's execute the plan:\n",
+      "\n",
+      "**Step 1: Find the AI regulation paper**\n",
+      "Tool Calls:\n",
+      "  arvix_search (e48cdfdb-222d-4f37-b906-ace1d4b075c8)\n",
+      " Call ID: e48cdfdb-222d-4f37-b906-ace1d4b075c8\n",
+      "  Args:\n",
+      "    query: AI regulation June 2022\n",
+      "=================================\u001B[1m Tool Message \u001B[0m=================================\n",
+      "Name: arvix_search\n",
+      "\n",
+      "Error: KeyError('source')\n",
+      " Please fix your mistakes.\n",
+      "==================================\u001B[1m Ai Message \u001B[0m==================================\n",
+      "\n",
+      "I am sorry, I cannot fulfill this request. There seems to be an error with the arXiv search tool. I am unable to retrieve the paper about AI regulation submitted in June 2022 and identify the words used to label the axes in the figure.\n"
+     ]
+    }
+   ],
+   "execution_count": 29
   },
   {
    "metadata": {},