6-vector-compression/2-wiki-search.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import weaviate, os\n",
    "\n",
    "# Connect to a cloud instance of Weaviate (with WCS)\n",
    "client = weaviate.connect_to_wcs(\n",
    "    cluster_url=os.getenv(\"WORKSHOP_DEMO_URL\"),\n",
    "    auth_credentials=weaviate.auth.AuthApiKey(os.getenv(\"WORKSHOP_DEMO_KEY_READ\")),\n",
    ")\n",
    "\n",
    "client.is_ready()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preview data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from weaviate.classes.query import Filter\n",
    "\n",
    "wiki = client.collections.get(\"WikipediaPQ\")\n",
    "\n",
    "response = wiki.query.fetch_objects(\n",
    "    filters=Filter.by_property(\"text\").like(\"musical\"),\n",
    "    limit=5\n",
    ")\n",
    "\n",
    "for item in response.objects:\n",
    "    print(item.properties[\"wiki_id\"])\n",
    "    print(item.properties[\"title\"])\n",
    "    print(item.properties[\"text\"], '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vector search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "wiki = client.collections.get(\"WikipediaPQ\")\n",
    "\n",
    "response = wiki.query.near_text(\n",
    "    query=\"musical instruments\",\n",
    "    limit=5\n",
    ")\n",
    "\n",
    "for item in response.objects:\n",
    "    print(item.properties)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Have fun! Add your own queries."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}