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   "source": [
    "<a href=\"https://www.nlpfromscratch.com?utm_source=notebook&utm_medium=nb-header\"><center><img src=\"../assets/coverimage_PT3.png\"></center></a>"
   ]
  },
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   "source": [
    "# Introduction to GPT and the OpenAI Ecosystem\n",
    "\n",
    "Copyright, NLP from scratch, 2025.\n",
    "\n",
    "[LLMsfor.me](https://www.llmsfor.me)\n",
    "\n",
    "------------"
   ]
  },
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   },
   "source": [
    "## Introduction 🎬\n",
    "\n",
    "First we'll need to install the [openai python package](https://github.com/openai/openai-python).\n"
   ]
  },
  {
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   "source": [
    "# Install openai\n",
    "!pip install openai"
   ]
  },
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   "id": "0435b8c8-e0d1-4967-85fe-feb6d901df31",
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   "source": [
    "Now that we have installed the library, we need to [create an API key](https://platform.openai.com/api-keys). Once the API key has been created, we need to add it to the Google Colab secrets, then set the environment variable using the `userdata` method from Google Colab:\n",
    "\n",
    "![img](../assets/colab_openaikey.png)\n",
    "\n",
    "Now we need to set the enviroment variable in the python environment in Colab to take on this value:"
   ]
  },
  {
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   "execution_count": null,
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   "source": [
    "# Set OpenAI API key\n",
    "from google.colab import userdata\n",
    "import os\n",
    "\n",
    "os.environ[\"OPENAI_API_KEY\"] = userdata.get('OPENAI_API_KEY')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dd1672c-b35b-4f6a-9944-5e2ee9013eb6",
   "metadata": {
    "id": "R92sxItqDqJD"
   },
   "source": [
    "Now that we are ready to go with the OpenAI API key, we can write python code and make [a request to the API](https://platform.openai.com/docs/quickstart/step-3-sending-your-first-api-request)!"
   ]
  },
  {
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   "source": [
    "# Make a request to the OpenAI API and return the result\n",
    "from openai import OpenAI\n",
    "client = OpenAI()\n",
    "\n",
    "completion = client.chat.completions.create(\n",
    "  model=\"gpt-4o\",\n",
    "  messages=[\n",
    "    {\"role\": \"system\", \"content\": \"You are a poetic assistant, skilled in explaining complex programming concepts with creative flair.\"},\n",
    "    {\"role\": \"user\", \"content\": \"Compose a poem that explains the concept of recursion in programming.\"}\n",
    "  ]\n",
    ")\n",
    "\n",
    "print(completion.choices[0].message.content)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fc27d70-f245-4e38-ab20-36587e5c197d",
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   "source": [
    "Great, now let's add streaming! This is as simple as setting the `stream=True` parameter in the request, then processing the results, chunk by chunk:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   },
   "outputs": [],
   "source": [
    "# Make a request to the OpenAI API and return the result\n",
    "from openai import OpenAI\n",
    "client = OpenAI()\n",
    "\n",
    "completion = client.chat.completions.create(\n",
    "  model=\"gpt-4o\",\n",
    "  messages=[\n",
    "    {\"role\": \"system\", \"content\": \"You are Xena, Warrior Princess. You will only answer in ALL CAPS, incorporate characters from the TV show in your replies, \\\n",
    "     and end each reponse with 'I AM XENA, HEAR ME ROAR!'\"},\n",
    "    {\"role\": \"user\", \"content\": \"Compose a poem that explains the concept of recursion in programming.\"}\n",
    "  ]\n",
    ")\n",
    "\n",
    "print(completion.choices[0].message.content)"
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   "source": [
    "----\n",
    "\n",
    "<table border=\"0\" bgcolor=\"white\">\n",
    "  <tr></tr>\n",
    "  <tr>\n",
    "      <th align=\"left\" style=\"align:left; vertical-align: bottom;\"><p>Copyright NLP from scratch, 2025.</p></th>\n",
    "      <th aligh=\"right\" width=\"33%\"><a href=\"https://www.nlpfromscratch.com?utm_source=notebook&utm_medium=nb-footer-img\"><img src=\"../assets/banner.png\"></th>\n",
    "</tr>\n",
    "</table>"
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   "id": "uOsXgUYiwmCW",
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   "source": [
    "<div align=\"right\" float=\"right\"><a href=\"https://www.github.com/nlpfromscratch/nlpfor.me\" style=\"float: right; text-align: right; text-decoration: none; color: black\">NLPfor.me 🔠⚡🤖🧠😃</a>"
   ]
  }
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