Install latest version of Redis for notebook

Author: vishal-bala

python-recipes/vector-search/02_hybrid_search.ipynb

@@ -62,10 +62,10 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
    "metadata": {},
+   "cell_type": "code",
    "outputs": [],
+   "execution_count": null,
    "source": [
     "# NBVAL_SKIP\n",
     "!git clone https://github.com/redis-developer/redis-ai-resources.git temp_repo\n",
@@ -74,60 +74,62 @@
    ]
   },
   {
-   "cell_type": "markdown",
    "metadata": {},
+   "cell_type": "markdown",
    "source": [
-    "### Install Redis Stack\n",
+    "### Install Redis\n",
     "\n",
-    "Later in this tutorial, Redis will be used to store, index, and query vector\n",
-    "embeddings and full text fields. **We need to have a Redis\n",
-    "instance available.**\n",
+    "For this tutorial you will need a running instance of Redis if you don't already have one.\n",
     "\n",
     "#### Local Redis\n",
-    "Use the shell script below to download, extract, and install [Redis Stack](https://redis.io/docs/getting-started/install-stack/) directly from the Redis package archive."
+    "Use the shell script below to download, extract, and install [Redis](https://redis.io/docs/latest/operate/oss_and_stack/install/install-stack/apt/) directly from the Redis package archive for a Linux environment."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
    "metadata": {},
+   "cell_type": "code",
    "outputs": [],
+   "execution_count": 20,
    "source": [
     "# NBVAL_SKIP\n",
     "%%sh\n",
+    "sudo apt-get install lsb-release curl gpg\n",
     "curl -fsSL https://packages.redis.io/gpg | sudo gpg --dearmor -o /usr/share/keyrings/redis-archive-keyring.gpg\n",
+    "sudo chmod 644 /usr/share/keyrings/redis-archive-keyring.gpg\n",
     "echo \"deb [signed-by=/usr/share/keyrings/redis-archive-keyring.gpg] https://packages.redis.io/deb $(lsb_release -cs) main\" | sudo tee /etc/apt/sources.list.d/redis.list\n",
-    "sudo apt-get update  > /dev/null 2>&1\n",
-    "sudo apt-get install redis-stack-server  > /dev/null 2>&1\n",
-    "redis-stack-server --daemonize yes"
+    "sudo apt-get update\n",
+    "sudo apt-get install redis\n",
+    "\n",
+    "redis-server --version\n",
+    "redis-server --daemonize yes --loadmodule /usr/lib/redis/modules/redisearch.so"
    ]
   },
   {
-   "cell_type": "markdown",
    "metadata": {},
+   "cell_type": "markdown",
    "source": [
     "#### Alternative Redis Access (Cloud, Docker, other)\n",
     "There are many ways to get the necessary redis-stack instance running\n",
     "1. On cloud, deploy a [FREE instance of Redis in the cloud](https://redis.com/try-free/). Or, if you have your\n",
     "own version of Redis Enterprise running, that works too!\n",
     "2. Per OS, [see the docs](https://redis.io/docs/latest/operate/oss_and_stack/install/install-stack/)\n",
-    "3. With docker: `docker run -d --name redis-stack-server -p 6379:6379 redis/redis-stack-server:latest`"
+    "3. With docker: `docker run -d --name redis -p 6379:6379 redis:latest`"
    ]
   },
   {
-   "cell_type": "markdown",
    "metadata": {},
+   "cell_type": "markdown",
    "source": [
     "### Define the Redis Connection URL\n",
     "\n",
     "By default this notebook connects to the local instance of Redis Stack. **If you have your own Redis Enterprise instance** - replace REDIS_PASSWORD, REDIS_HOST and REDIS_PORT values with your own."
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 1,
    "metadata": {},
+   "cell_type": "code",
    "outputs": [],
+   "execution_count": null,
    "source": [
     "import os\n",
     "import warnings\n",