diff --git a/docs/docs/integrations/llm_caching.ipynb b/docs/docs/integrations/llm_caching.ipynb
index 3c88ae1fd5af7..5356f90a7537c 100644
--- a/docs/docs/integrations/llm_caching.ipynb
+++ b/docs/docs/integrations/llm_caching.ipynb
@@ -14,26 +14,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
-   "id": "88486f6f",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-12-06T00:53:54.575978Z",
-     "start_time": "2024-12-06T00:53:38.515785Z"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001B[33mWARNING: Ignoring invalid distribution ~angchain (/Users/aayushkataria/anaconda3/lib/python3.11/site-packages)\u001B[0m\u001B[33m\r\n",
-      "\u001B[0m\u001B[33mWARNING: Ignoring invalid distribution ~angchain (/Users/aayushkataria/anaconda3/lib/python3.11/site-packages)\u001B[0m\u001B[33m\r\n",
-      "\u001B[0m\u001B[33mWARNING: Ignoring invalid distribution ~angchain (/Users/aayushkataria/anaconda3/lib/python3.11/site-packages)\u001B[0m\u001B[33m\r\n",
-      "\u001B[0mNote: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "id": "f938e881",
+   "metadata": {},
+   "outputs": [],
    "source": [
     "%pip install -qU langchain-openai langchain-community\n",
     "\n",
@@ -1836,7 +1820,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": null,
    "id": "bc1570a2a77b58c8",
    "metadata": {
     "ExecuteTime": {
@@ -1866,7 +1850,7 @@
    ],
    "source": [
     "%%time\n",
-    "# The first time, it is not yet in cache, so it should take longer\n",
+    "# The second time it is, so it goes faster\n",
     "llm.invoke(\"Tell me a joke\")"
    ]
   },
@@ -1882,7 +1866,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "41fea5aa7b2153ca",
    "metadata": {
     "ExecuteTime": {
@@ -1895,12 +1879,9 @@
     "from typing import Any, Dict\n",
     "\n",
     "from azure.cosmos import CosmosClient, PartitionKey\n",
-    "\n",
-    "# from langchain_community.cache import AzureCosmosDBNoSqlSemanticCache\n",
+    "from langchain_community.cache import AzureCosmosDBNoSqlSemanticCache\n",
     "from langchain_openai import OpenAIEmbeddings\n",
     "\n",
-    "from libs.community.langchain_community.cache import AzureCosmosDBNoSqlSemanticCache\n",
-    "\n",
     "HOST = \"COSMOS_DB_URI\"\n",
     "KEY = \"COSMOS_DB_KEY\"\n",
     "\n",
@@ -1982,7 +1963,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "576ce24c1244812a",
    "metadata": {
     "ExecuteTime": {
@@ -2012,7 +1993,7 @@
    ],
    "source": [
     "%%time\n",
-    "# The first time, it is not yet in cache, so it should take longer\n",
+    "# The second time it is, so it goes faster\n",
     "llm.invoke(\"Tell me a joke\")"
    ]
   },