{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "66347c7d-869f-4d4d-8302-0e62459dc430",
   "metadata": {},
   "source": [
    "# A quick LangChain and Ollama demo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b12e9493-f696-4a0e-bcf0-69a1cb4b829c",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q langchain langchain-ollama"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "229a7149-c90b-4ea4-ad9c-6b24a1250b13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This is a classic question from *Monty Python and the Holy Grail*! The answer, as famously delivered by King Arthur, is delightfully complicated:\n",
       "\n",
       "**\"What do you mean? An African or European swallow?\"**\n",
       "\n",
       "The joke is that there's no single answer. The airspeed velocity depends entirely on the type of swallow. \n",
       "\n",
       "*   **European Swallow:** Roughly 11 meters per second (24 mph)\n",
       "*   **African Swallow:**  The film doesn't give a specific number, but it's implied to be faster.\n",
       "\n",
       "**Important Note:** The scene is entirely satirical and meant to be absurd. It's a running gag with no serious scientific basis.\n",
       "\n",
       "You can find more detailed breakdowns of the debate surrounding this question here: [https://en.wikipedia.org/wiki/Airspeed_velocity_of_an_unladen_swallow](https://en.wikipedia.org/wiki/Airspeed_velocity_of_an_unladen_swallow)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from langchain_ollama import OllamaLLM\n",
    "from IPython.display import display, Markdown\n",
    "\n",
    "llm = OllamaLLM(model=\"gemma3:4b\", temperature=\"0\")\n",
    "\n",
    "response = llm.invoke(\"What is the airspeed velocity of an unladen swallow?\")\n",
    "display(Markdown(response))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}