sample.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install openai python-dotenv --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import openai\n",
    "import re\n",
    "from dotenv import load_dotenv\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "openai.api_key = os.getenv(\"OPENAI_API_KEY\")\n",
    "\n",
    "COMPLETION_MODEL = \"gpt-3.5-turbo-0613\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "QUESTION = (\n",
    "    \"What's the result of 22 plus 5 in decimal added to the hexadecimal number A?\"\n",
    ")\n",
    "messages = [\n",
    "    {\"role\": \"user\", \"content\": QUESTION},\n",
    "]\n",
    "\n",
    "\n",
    "def add_decimal_values(arguments):\n",
    "    value1 = int(re.search(r'\"value1\": (\\d+)', str(arguments)).group(1))\n",
    "    value2 = int(re.search(r'\"value2\": (\\d+)', str(arguments)).group(1))\n",
    "\n",
    "    result = value1 + value2\n",
    "    print(f\"{value1} + {value2} = {result} (decimal)\")\n",
    "\n",
    "    return value1 + value2\n",
    "\n",
    "\n",
    "def add_hexadecimal_values(arguments):\n",
    "    value1 = re.search(r'\"value1\": \"(\\w+)\"', str(arguments)).group(1)\n",
    "    value2 = re.search(r'\"value2\": \"(\\w+)\"', str(arguments)).group(1)\n",
    "\n",
    "    decimal1 = int(value1, 16)\n",
    "    decimal2 = int(value2, 16)\n",
    "\n",
    "    result = hex(decimal1 + decimal2)[2:]\n",
    "    print(f\"{value1} + {value2} = {result} (hex)\")\n",
    "    return result\n",
    "\n",
    "\n",
    "def get_completion(messages):\n",
    "    response = openai.ChatCompletion.create(\n",
    "        model=COMPLETION_MODEL,\n",
    "        messages=messages,\n",
    "        functions=[\n",
    "            {\n",
    "                \"name\": \"add_decimal_values\",\n",
    "                \"description\": \"Add two decimal values\",\n",
    "                \"parameters\": {\n",
    "                    \"type\": \"object\",\n",
    "                    \"properties\": {\n",
    "                        \"value1\": {\n",
    "                            \"type\": \"integer\",\n",
    "                            \"description\": \"The first decimal value to add. For example, 5\",\n",
    "                        },\n",
    "                        \"value2\": {\n",
    "                            \"type\": \"integer\",\n",
    "                            \"description\": \"The second decimal value to add. For example, 10\",\n",
    "                        },\n",
    "                    },\n",
    "                    \"required\": [\"value1\", \"value2\"],\n",
    "                },\n",
    "            },\n",
    "            {\n",
    "                \"name\": \"add_hexadecimal_values\",\n",
    "                \"description\": \"Add two hexadecimal values\",\n",
    "                \"parameters\": {\n",
    "                    \"type\": \"object\",\n",
    "                    \"properties\": {\n",
    "                        \"value1\": {\n",
    "                            \"type\": \"string\",\n",
    "                            \"description\": \"The first hexadecimal value to add. For example, 5\",\n",
    "                        },\n",
    "                        \"value2\": {\n",
    "                            \"type\": \"string\",\n",
    "                            \"description\": \"The second hexadecimal value to add. For example, A\",\n",
    "                        },\n",
    "                    },\n",
    "                    \"required\": [\"value1\", \"value2\"],\n",
    "                },\n",
    "            },\n",
    "        ],\n",
    "        temperature=0,\n",
    "    )\n",
    "\n",
    "    return response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "APIConnectionError",
     "evalue": "Error communicating with OpenAI: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRemoteDisconnected\u001b[0m                        Traceback (most recent call last)",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/connectionpool.py:703\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, **response_kw)\u001b[0m\n\u001b[1;32m    702\u001b[0m \u001b[39m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m httplib_response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_request(\n\u001b[1;32m    704\u001b[0m     conn,\n\u001b[1;32m    705\u001b[0m     method,\n\u001b[1;32m    706\u001b[0m     url,\n\u001b[1;32m    707\u001b[0m     timeout\u001b[39m=\u001b[39;49mtimeout_obj,\n\u001b[1;32m    708\u001b[0m     body\u001b[39m=\u001b[39;49mbody,\n\u001b[1;32m    709\u001b[0m     headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m    710\u001b[0m     chunked\u001b[39m=\u001b[39;49mchunked,\n\u001b[1;32m    711\u001b[0m )\n\u001b[1;32m    713\u001b[0m \u001b[39m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[1;32m    714\u001b[0m \u001b[39m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[1;32m    715\u001b[0m \u001b[39m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[1;32m    716\u001b[0m \u001b[39m# mess.\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/connectionpool.py:449\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    445\u001b[0m         \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m             \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m             \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m             \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n\u001b[0;32m--> 449\u001b[0m             six\u001b[39m.\u001b[39;49mraise_from(e, \u001b[39mNone\u001b[39;49;00m)\n\u001b[1;32m    450\u001b[0m \u001b[39mexcept\u001b[39;00m (SocketTimeout, BaseSSLError, SocketError) \u001b[39mas\u001b[39;00m e:\n",
      "File \u001b[0;32m<string>:3\u001b[0m, in \u001b[0;36mraise_from\u001b[0;34m(value, from_value)\u001b[0m\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/connectionpool.py:444\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    443\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 444\u001b[0m     httplib_response \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49mgetresponse()\n\u001b[1;32m    445\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m     \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m     \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m     \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/http/client.py:1374\u001b[0m, in \u001b[0;36mHTTPConnection.getresponse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1373\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> 1374\u001b[0m     response\u001b[39m.\u001b[39;49mbegin()\n\u001b[1;32m   1375\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mConnectionError\u001b[39;00m:\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/http/client.py:318\u001b[0m, in \u001b[0;36mHTTPResponse.begin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    317\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[0;32m--> 318\u001b[0m     version, status, reason \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_read_status()\n\u001b[1;32m    319\u001b[0m     \u001b[39mif\u001b[39;00m status \u001b[39m!=\u001b[39m CONTINUE:\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/http/client.py:287\u001b[0m, in \u001b[0;36mHTTPResponse._read_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    284\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m line:\n\u001b[1;32m    285\u001b[0m     \u001b[39m# Presumably, the server closed the connection before\u001b[39;00m\n\u001b[1;32m    286\u001b[0m     \u001b[39m# sending a valid response.\u001b[39;00m\n\u001b[0;32m--> 287\u001b[0m     \u001b[39mraise\u001b[39;00m RemoteDisconnected(\u001b[39m\"\u001b[39m\u001b[39mRemote end closed connection without\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    288\u001b[0m                              \u001b[39m\"\u001b[39m\u001b[39m response\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    289\u001b[0m \u001b[39mtry\u001b[39;00m:\n",
      "\u001b[0;31mRemoteDisconnected\u001b[0m: Remote end closed connection without response",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mProtocolError\u001b[0m                             Traceback (most recent call last)",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/requests/adapters.py:489\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    488\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m chunked:\n\u001b[0;32m--> 489\u001b[0m     resp \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49murlopen(\n\u001b[1;32m    490\u001b[0m         method\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mmethod,\n\u001b[1;32m    491\u001b[0m         url\u001b[39m=\u001b[39;49murl,\n\u001b[1;32m    492\u001b[0m         body\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mbody,\n\u001b[1;32m    493\u001b[0m         headers\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mheaders,\n\u001b[1;32m    494\u001b[0m         redirect\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    495\u001b[0m         assert_same_host\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    496\u001b[0m         preload_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    497\u001b[0m         decode_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    498\u001b[0m         retries\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mmax_retries,\n\u001b[1;32m    499\u001b[0m         timeout\u001b[39m=\u001b[39;49mtimeout,\n\u001b[1;32m    500\u001b[0m     )\n\u001b[1;32m    502\u001b[0m \u001b[39m# Send the request.\u001b[39;00m\n\u001b[1;32m    503\u001b[0m \u001b[39melse\u001b[39;00m:\n",
      "File \u001b[0;32m~/miniforge3/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, **response_kw)\u001b[0m\n\u001b[1;32m    785\u001b[0m     e \u001b[39m=\u001b[39m ProtocolError(\u001b[39m\"\u001b[39m\u001b[39mConnection aborted.\u001b[39m\u001b[39m\"\u001b[39m, e)\n\u001b[0;32m--> 787\u001b[0m retries \u001b[39m=\u001b[39m retries\u001b[39m.\u001b[39;49mincrement(\n\u001b[1;32m    788\u001b[0m     method, url, error\u001b[39m=\u001b[39;49me, _pool\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m, _stacktrace\u001b[39m=\u001b[39;49msys\u001b[39m.\u001b[39;49mexc_info()[\u001b[39m2\u001b[39;49m]\n\u001b[1;32m    789\u001b[0m )\n\u001b[1;32m    790\u001b[0m retries\u001b[39m.\u001b[39msleep()\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/util/retry.py:550\u001b[0m, in \u001b[0;36mRetry.increment\u001b[0;34m(self, method, url, response, error, _pool, _stacktrace)\u001b[0m\n\u001b[1;32m    549\u001b[0m \u001b[39mif\u001b[39;00m read \u001b[39mis\u001b[39;00m \u001b[39mFalse\u001b[39;00m \u001b[39mor\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_is_method_retryable(method):\n\u001b[0;32m--> 550\u001b[0m     \u001b[39mraise\u001b[39;00m six\u001b[39m.\u001b[39;49mreraise(\u001b[39mtype\u001b[39;49m(error), error, _stacktrace)\n\u001b[1;32m    551\u001b[0m \u001b[39melif\u001b[39;00m read \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/packages/six.py:769\u001b[0m, in \u001b[0;36mreraise\u001b[0;34m(tp, value, tb)\u001b[0m\n\u001b[1;32m    768\u001b[0m \u001b[39mif\u001b[39;00m value\u001b[39m.\u001b[39m__traceback__ \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m tb:\n\u001b[0;32m--> 769\u001b[0m     \u001b[39mraise\u001b[39;00m value\u001b[39m.\u001b[39mwith_traceback(tb)\n\u001b[1;32m    770\u001b[0m \u001b[39mraise\u001b[39;00m value\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/connectionpool.py:703\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, **response_kw)\u001b[0m\n\u001b[1;32m    702\u001b[0m \u001b[39m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m httplib_response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_request(\n\u001b[1;32m    704\u001b[0m     conn,\n\u001b[1;32m    705\u001b[0m     method,\n\u001b[1;32m    706\u001b[0m     url,\n\u001b[1;32m    707\u001b[0m     timeout\u001b[39m=\u001b[39;49mtimeout_obj,\n\u001b[1;32m    708\u001b[0m     body\u001b[39m=\u001b[39;49mbody,\n\u001b[1;32m    709\u001b[0m     headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m    710\u001b[0m     chunked\u001b[39m=\u001b[39;49mchunked,\n\u001b[1;32m    711\u001b[0m )\n\u001b[1;32m    713\u001b[0m \u001b[39m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[1;32m    714\u001b[0m \u001b[39m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[1;32m    715\u001b[0m \u001b[39m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[1;32m    716\u001b[0m \u001b[39m# mess.\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/connectionpool.py:449\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    445\u001b[0m         \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m             \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m             \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m             \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n\u001b[0;32m--> 449\u001b[0m             six\u001b[39m.\u001b[39;49mraise_from(e, \u001b[39mNone\u001b[39;49;00m)\n\u001b[1;32m    450\u001b[0m \u001b[39mexcept\u001b[39;00m (SocketTimeout, BaseSSLError, SocketError) \u001b[39mas\u001b[39;00m e:\n",
      "File \u001b[0;32m<string>:3\u001b[0m, in \u001b[0;36mraise_from\u001b[0;34m(value, from_value)\u001b[0m\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/urllib3/connectionpool.py:444\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    443\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 444\u001b[0m     httplib_response \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49mgetresponse()\n\u001b[1;32m    445\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m     \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m     \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m     \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/http/client.py:1374\u001b[0m, in \u001b[0;36mHTTPConnection.getresponse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1373\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> 1374\u001b[0m     response\u001b[39m.\u001b[39;49mbegin()\n\u001b[1;32m   1375\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mConnectionError\u001b[39;00m:\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/http/client.py:318\u001b[0m, in \u001b[0;36mHTTPResponse.begin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    317\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[0;32m--> 318\u001b[0m     version, status, reason \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_read_status()\n\u001b[1;32m    319\u001b[0m     \u001b[39mif\u001b[39;00m status \u001b[39m!=\u001b[39m CONTINUE:\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/http/client.py:287\u001b[0m, in \u001b[0;36mHTTPResponse._read_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    284\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m line:\n\u001b[1;32m    285\u001b[0m     \u001b[39m# Presumably, the server closed the connection before\u001b[39;00m\n\u001b[1;32m    286\u001b[0m     \u001b[39m# sending a valid response.\u001b[39;00m\n\u001b[0;32m--> 287\u001b[0m     \u001b[39mraise\u001b[39;00m RemoteDisconnected(\u001b[39m\"\u001b[39m\u001b[39mRemote end closed connection without\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    288\u001b[0m                              \u001b[39m\"\u001b[39m\u001b[39m response\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    289\u001b[0m \u001b[39mtry\u001b[39;00m:\n",
      "\u001b[0;31mProtocolError\u001b[0m: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/openai/api_requestor.py:520\u001b[0m, in \u001b[0;36mAPIRequestor.request_raw\u001b[0;34m(self, method, url, params, supplied_headers, files, stream, request_id, request_timeout)\u001b[0m\n\u001b[1;32m    519\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 520\u001b[0m     result \u001b[39m=\u001b[39m _thread_context\u001b[39m.\u001b[39;49msession\u001b[39m.\u001b[39;49mrequest(\n\u001b[1;32m    521\u001b[0m         method,\n\u001b[1;32m    522\u001b[0m         abs_url,\n\u001b[1;32m    523\u001b[0m         headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m    524\u001b[0m         data\u001b[39m=\u001b[39;49mdata,\n\u001b[1;32m    525\u001b[0m         files\u001b[39m=\u001b[39;49mfiles,\n\u001b[1;32m    526\u001b[0m         stream\u001b[39m=\u001b[39;49mstream,\n\u001b[1;32m    527\u001b[0m         timeout\u001b[39m=\u001b[39;49mrequest_timeout \u001b[39mif\u001b[39;49;00m request_timeout \u001b[39melse\u001b[39;49;00m TIMEOUT_SECS,\n\u001b[1;32m    528\u001b[0m         proxies\u001b[39m=\u001b[39;49m_thread_context\u001b[39m.\u001b[39;49msession\u001b[39m.\u001b[39;49mproxies,\n\u001b[1;32m    529\u001b[0m     )\n\u001b[1;32m    530\u001b[0m \u001b[39mexcept\u001b[39;00m requests\u001b[39m.\u001b[39mexceptions\u001b[39m.\u001b[39mTimeout \u001b[39mas\u001b[39;00m e:\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/requests/sessions.py:587\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    586\u001b[0m send_kwargs\u001b[39m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 587\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msend(prep, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49msend_kwargs)\n\u001b[1;32m    589\u001b[0m \u001b[39mreturn\u001b[39;00m resp\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/requests/sessions.py:701\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m \u001b[39m# Send the request\u001b[39;00m\n\u001b[0;32m--> 701\u001b[0m r \u001b[39m=\u001b[39m adapter\u001b[39m.\u001b[39;49msend(request, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m    703\u001b[0m \u001b[39m# Total elapsed time of the request (approximately)\u001b[39;00m\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/requests/adapters.py:547\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    546\u001b[0m \u001b[39mexcept\u001b[39;00m (ProtocolError, \u001b[39mOSError\u001b[39;00m) \u001b[39mas\u001b[39;00m err:\n\u001b[0;32m--> 547\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mConnectionError\u001b[39;00m(err, request\u001b[39m=\u001b[39mrequest)\n\u001b[1;32m    549\u001b[0m \u001b[39mexcept\u001b[39;00m MaxRetryError \u001b[39mas\u001b[39;00m e:\n",
      "\u001b[0;31mConnectionError\u001b[0m: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mAPIConnectionError\u001b[0m                        Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[12], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[0;32m----> 2\u001b[0m     response \u001b[39m=\u001b[39m get_completion(messages)\n\u001b[1;32m      4\u001b[0m     \u001b[39mif\u001b[39;00m response\u001b[39m.\u001b[39mchoices[\u001b[39m0\u001b[39m][\u001b[39m\"\u001b[39m\u001b[39mfinish_reason\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mstop\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m      5\u001b[0m         \u001b[39mprint\u001b[39m(response\u001b[39m.\u001b[39mchoices[\u001b[39m0\u001b[39m][\u001b[39m\"\u001b[39m\u001b[39mmessage\u001b[39m\u001b[39m\"\u001b[39m][\u001b[39m\"\u001b[39m\u001b[39mcontent\u001b[39m\u001b[39m\"\u001b[39m])\n",
      "Cell \u001b[0;32mIn[11], line 32\u001b[0m, in \u001b[0;36mget_completion\u001b[0;34m(messages)\u001b[0m\n\u001b[1;32m     31\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget_completion\u001b[39m(messages):\n\u001b[0;32m---> 32\u001b[0m     response \u001b[39m=\u001b[39m openai\u001b[39m.\u001b[39;49mChatCompletion\u001b[39m.\u001b[39;49mcreate(\n\u001b[1;32m     33\u001b[0m         model\u001b[39m=\u001b[39;49mCOMPLETION_MODEL,\n\u001b[1;32m     34\u001b[0m         messages\u001b[39m=\u001b[39;49mmessages,\n\u001b[1;32m     35\u001b[0m         functions\u001b[39m=\u001b[39;49m[\n\u001b[1;32m     36\u001b[0m             {\n\u001b[1;32m     37\u001b[0m                 \u001b[39m\"\u001b[39;49m\u001b[39mname\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39madd_decimal_values\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     38\u001b[0m                 \u001b[39m\"\u001b[39;49m\u001b[39mdescription\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mAdd two decimal values\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     39\u001b[0m                 \u001b[39m\"\u001b[39;49m\u001b[39mparameters\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     40\u001b[0m                     \u001b[39m\"\u001b[39;49m\u001b[39mtype\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mobject\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     41\u001b[0m                     \u001b[39m\"\u001b[39;49m\u001b[39mproperties\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     42\u001b[0m                         \u001b[39m\"\u001b[39;49m\u001b[39mvalue1\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     43\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mtype\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39minteger\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     44\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mdescription\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mThe first decimal value to add. For example, 5\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     45\u001b[0m                         },\n\u001b[1;32m     46\u001b[0m                         \u001b[39m\"\u001b[39;49m\u001b[39mvalue2\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     47\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mtype\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39minteger\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     48\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mdescription\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mThe second decimal value to add. For example, 10\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     49\u001b[0m                         },\n\u001b[1;32m     50\u001b[0m                     },\n\u001b[1;32m     51\u001b[0m                     \u001b[39m\"\u001b[39;49m\u001b[39mrequired\u001b[39;49m\u001b[39m\"\u001b[39;49m: [\u001b[39m\"\u001b[39;49m\u001b[39mvalue1\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mvalue2\u001b[39;49m\u001b[39m\"\u001b[39;49m],\n\u001b[1;32m     52\u001b[0m                 },\n\u001b[1;32m     53\u001b[0m             },\n\u001b[1;32m     54\u001b[0m             {\n\u001b[1;32m     55\u001b[0m                 \u001b[39m\"\u001b[39;49m\u001b[39mname\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39madd_hexadecimal_values\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     56\u001b[0m                 \u001b[39m\"\u001b[39;49m\u001b[39mdescription\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mAdd two hexadecimal values\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     57\u001b[0m                 \u001b[39m\"\u001b[39;49m\u001b[39mparameters\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     58\u001b[0m                     \u001b[39m\"\u001b[39;49m\u001b[39mtype\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mobject\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     59\u001b[0m                     \u001b[39m\"\u001b[39;49m\u001b[39mproperties\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     60\u001b[0m                         \u001b[39m\"\u001b[39;49m\u001b[39mvalue1\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     61\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mtype\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mstring\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     62\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mdescription\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mThe first hexadecimal value to add. For example, 5\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     63\u001b[0m                         },\n\u001b[1;32m     64\u001b[0m                         \u001b[39m\"\u001b[39;49m\u001b[39mvalue2\u001b[39;49m\u001b[39m\"\u001b[39;49m: {\n\u001b[1;32m     65\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mtype\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mstring\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     66\u001b[0m                             \u001b[39m\"\u001b[39;49m\u001b[39mdescription\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m\"\u001b[39;49m\u001b[39mThe second hexadecimal value to add. For example, A\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m     67\u001b[0m                         },\n\u001b[1;32m     68\u001b[0m                     },\n\u001b[1;32m     69\u001b[0m                     \u001b[39m\"\u001b[39;49m\u001b[39mrequired\u001b[39;49m\u001b[39m\"\u001b[39;49m: [\u001b[39m\"\u001b[39;49m\u001b[39mvalue1\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mvalue2\u001b[39;49m\u001b[39m\"\u001b[39;49m],\n\u001b[1;32m     70\u001b[0m                 },\n\u001b[1;32m     71\u001b[0m             },\n\u001b[1;32m     72\u001b[0m         ],\n\u001b[1;32m     73\u001b[0m         temperature\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m,\n\u001b[1;32m     74\u001b[0m     )\n\u001b[1;32m     76\u001b[0m     \u001b[39mreturn\u001b[39;00m response\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/openai/api_resources/chat_completion.py:25\u001b[0m, in \u001b[0;36mChatCompletion.create\u001b[0;34m(cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m     23\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[1;32m     24\u001b[0m     \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m---> 25\u001b[0m         \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mcreate(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m     26\u001b[0m     \u001b[39mexcept\u001b[39;00m TryAgain \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m     27\u001b[0m         \u001b[39mif\u001b[39;00m timeout \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mand\u001b[39;00m time\u001b[39m.\u001b[39mtime() \u001b[39m>\u001b[39m start \u001b[39m+\u001b[39m timeout:\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/openai/api_resources/abstract/engine_api_resource.py:153\u001b[0m, in \u001b[0;36mEngineAPIResource.create\u001b[0;34m(cls, api_key, api_base, api_type, request_id, api_version, organization, **params)\u001b[0m\n\u001b[1;32m    127\u001b[0m \u001b[39m@classmethod\u001b[39m\n\u001b[1;32m    128\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mcreate\u001b[39m(\n\u001b[1;32m    129\u001b[0m     \u001b[39mcls\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    136\u001b[0m     \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mparams,\n\u001b[1;32m    137\u001b[0m ):\n\u001b[1;32m    138\u001b[0m     (\n\u001b[1;32m    139\u001b[0m         deployment_id,\n\u001b[1;32m    140\u001b[0m         engine,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    150\u001b[0m         api_key, api_base, api_type, api_version, organization, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mparams\n\u001b[1;32m    151\u001b[0m     )\n\u001b[0;32m--> 153\u001b[0m     response, _, api_key \u001b[39m=\u001b[39m requestor\u001b[39m.\u001b[39;49mrequest(\n\u001b[1;32m    154\u001b[0m         \u001b[39m\"\u001b[39;49m\u001b[39mpost\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m    155\u001b[0m         url,\n\u001b[1;32m    156\u001b[0m         params\u001b[39m=\u001b[39;49mparams,\n\u001b[1;32m    157\u001b[0m         headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m    158\u001b[0m         stream\u001b[39m=\u001b[39;49mstream,\n\u001b[1;32m    159\u001b[0m         request_id\u001b[39m=\u001b[39;49mrequest_id,\n\u001b[1;32m    160\u001b[0m         request_timeout\u001b[39m=\u001b[39;49mrequest_timeout,\n\u001b[1;32m    161\u001b[0m     )\n\u001b[1;32m    163\u001b[0m     \u001b[39mif\u001b[39;00m stream:\n\u001b[1;32m    164\u001b[0m         \u001b[39m# must be an iterator\u001b[39;00m\n\u001b[1;32m    165\u001b[0m         \u001b[39massert\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(response, OpenAIResponse)\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/openai/api_requestor.py:220\u001b[0m, in \u001b[0;36mAPIRequestor.request\u001b[0;34m(self, method, url, params, headers, files, stream, request_id, request_timeout)\u001b[0m\n\u001b[1;32m    209\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mrequest\u001b[39m(\n\u001b[1;32m    210\u001b[0m     \u001b[39mself\u001b[39m,\n\u001b[1;32m    211\u001b[0m     method,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    218\u001b[0m     request_timeout: Optional[Union[\u001b[39mfloat\u001b[39m, Tuple[\u001b[39mfloat\u001b[39m, \u001b[39mfloat\u001b[39m]]] \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m,\n\u001b[1;32m    219\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Tuple[Union[OpenAIResponse, Iterator[OpenAIResponse]], \u001b[39mbool\u001b[39m, \u001b[39mstr\u001b[39m]:\n\u001b[0;32m--> 220\u001b[0m     result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mrequest_raw(\n\u001b[1;32m    221\u001b[0m         method\u001b[39m.\u001b[39;49mlower(),\n\u001b[1;32m    222\u001b[0m         url,\n\u001b[1;32m    223\u001b[0m         params\u001b[39m=\u001b[39;49mparams,\n\u001b[1;32m    224\u001b[0m         supplied_headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m    225\u001b[0m         files\u001b[39m=\u001b[39;49mfiles,\n\u001b[1;32m    226\u001b[0m         stream\u001b[39m=\u001b[39;49mstream,\n\u001b[1;32m    227\u001b[0m         request_id\u001b[39m=\u001b[39;49mrequest_id,\n\u001b[1;32m    228\u001b[0m         request_timeout\u001b[39m=\u001b[39;49mrequest_timeout,\n\u001b[1;32m    229\u001b[0m     )\n\u001b[1;32m    230\u001b[0m     resp, got_stream \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_interpret_response(result, stream)\n\u001b[1;32m    231\u001b[0m     \u001b[39mreturn\u001b[39;00m resp, got_stream, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mapi_key\n",
      "File \u001b[0;32m~/miniforge3/lib/python3.10/site-packages/openai/api_requestor.py:533\u001b[0m, in \u001b[0;36mAPIRequestor.request_raw\u001b[0;34m(self, method, url, params, supplied_headers, files, stream, request_id, request_timeout)\u001b[0m\n\u001b[1;32m    531\u001b[0m     \u001b[39mraise\u001b[39;00m error\u001b[39m.\u001b[39mTimeout(\u001b[39m\"\u001b[39m\u001b[39mRequest timed out: \u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(e)) \u001b[39mfrom\u001b[39;00m \u001b[39me\u001b[39;00m\n\u001b[1;32m    532\u001b[0m \u001b[39mexcept\u001b[39;00m requests\u001b[39m.\u001b[39mexceptions\u001b[39m.\u001b[39mRequestException \u001b[39mas\u001b[39;00m e:\n\u001b[0;32m--> 533\u001b[0m     \u001b[39mraise\u001b[39;00m error\u001b[39m.\u001b[39mAPIConnectionError(\n\u001b[1;32m    534\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mError communicating with OpenAI: \u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(e)\n\u001b[1;32m    535\u001b[0m     ) \u001b[39mfrom\u001b[39;00m \u001b[39me\u001b[39;00m\n\u001b[1;32m    536\u001b[0m util\u001b[39m.\u001b[39mlog_debug(\n\u001b[1;32m    537\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mOpenAI API response\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m    538\u001b[0m     path\u001b[39m=\u001b[39mabs_url,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    541\u001b[0m     request_id\u001b[39m=\u001b[39mresult\u001b[39m.\u001b[39mheaders\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mX-Request-Id\u001b[39m\u001b[39m\"\u001b[39m),\n\u001b[1;32m    542\u001b[0m )\n\u001b[1;32m    543\u001b[0m \u001b[39m# Don't read the whole stream for debug logging unless necessary.\u001b[39;00m\n",
      "\u001b[0;31mAPIConnectionError\u001b[0m: Error communicating with OpenAI: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))"
     ]
    }
   ],
   "source": [
    "while True:\n",
    "    response = get_completion(messages)\n",
    "\n",
    "    if response.choices[0][\"finish_reason\"] == \"stop\":\n",
    "        print(response.choices[0][\"message\"][\"content\"])\n",
    "        break\n",
    "\n",
    "    elif response.choices[0][\"finish_reason\"] == \"function_call\":\n",
    "        fn_name = response.choices[0].message[\"function_call\"].name\n",
    "        arguments = response.choices[0].message[\"function_call\"].arguments\n",
    "\n",
    "        function = locals()[fn_name]\n",
    "        result = function(arguments)\n",
    "\n",
    "        messages.append(\n",
    "            {\n",
    "                \"role\": \"assistant\",\n",
    "                \"content\": None,\n",
    "                \"function_call\": {\n",
    "                    \"name\": fn_name,\n",
    "                    \"arguments\": arguments,\n",
    "                },\n",
    "            }\n",
    "        )\n",
    "\n",
    "        messages.append(\n",
    "            {\n",
    "                \"role\": \"function\", \n",
    "                \"name\": fn_name, \n",
    "                \"content\": f'{{\"result\": {str(result)} }}'}\n",
    "        )\n",
    "\n",
    "        response = get_completion(messages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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