DOCS updated `memory` Titles (#13435)

- Fixed titles for two notebooks. They were inconsistent with other
titles and clogged ToC.
- Added `Upstash` description and link
- Moved the authentication text up in the `Elasticsearch` nb, right
after package installation. It was on the end of the page which was a
wrong place.

docs/docs/integrations/memory/elasticsearch_chat_message_history.ipynb

@@ -7,11 +7,11 @@
     "id": "683953b3"
    },
    "source": [
-    "# Elasticsearch Chat Message History\n",
+    "# Elasticsearch\n",
     "\n",
     ">[Elasticsearch](https://www.elastic.co/elasticsearch/) is a distributed, RESTful search and analytics engine, capable of performing both vector and lexical search. It is built on top of the Apache Lucene library.\n",
     "\n",
-    "This notebook shows how to use chat message history functionality with Elasticsearch."
+    "This notebook shows how to use chat message history functionality with `Elasticsearch`."
    ]
   },
   {
@@ -46,6 +46,59 @@
     "%pip install elasticsearch langchain"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "c46c216c",
+   "metadata": {},
+   "source": [
+    "## Authentication\n",
+    "\n",
+    "### How to obtain a password for the default \"elastic\" user\n",
+    "\n",
+    "To obtain your Elastic Cloud password for the default \"elastic\" user:\n",
+    "1. Log in to the [Elastic Cloud console](https://cloud.elastic.co)\n",
+    "2. Go to \"Security\" > \"Users\"\n",
+    "3. Locate the \"elastic\" user and click \"Edit\"\n",
+    "4. Click \"Reset password\"\n",
+    "5. Follow the prompts to reset the password\n",
+    "\n",
+    "\n",
+    "### Use the Username/password\n",
+    "\n",
+    "```python\n",
+    "es_username = os.environ.get(\"ES_USERNAME\", \"elastic\")\n",
+    "es_password = os.environ.get(\"ES_PASSWORD\", \"change me...\")\n",
+    "\n",
+    "history = ElasticsearchChatMessageHistory(\n",
+    "    es_url=es_url,\n",
+    "    es_user=es_username,\n",
+    "    es_password=es_password,\n",
+    "    index=\"test-history\",\n",
+    "    session_id=\"test-session\"\n",
+    ")\n",
+    "```\n",
+    "\n",
+    "### How to obtain an API key\n",
+    "\n",
+    "To obtain an API key:\n",
+    "1. Log in to the [Elastic Cloud console](https://cloud.elastic.co)\n",
+    "2. Open `Kibana` and go to Stack Management > API Keys\n",
+    "3. Click \"Create API key\"\n",
+    "4. Enter a name for the API key and click \"Create\"\n",
+    "\n",
+    "### Use the API key\n",
+    "\n",
+    "```python\n",
+    "es_api_key = os.environ.get(\"ES_API_KEY\")\n",
+    "\n",
+    "history = ElasticsearchChatMessageHistory(\n",
+    "    es_api_key=es_api_key,\n",
+    "    index=\"test-history\",\n",
+    "    session_id=\"test-session\"\n",
+    ")\n",
+    "```\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "8be8fcc3",
@@ -104,58 +157,6 @@
     "history.add_user_message(\"hi!\")\n",
     "history.add_ai_message(\"whats up?\")"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c46c216c",
-   "metadata": {},
-   "source": [
-    "# Authentication\n",
-    "\n",
-    "## Username/password\n",
-    "\n",
-    "```python\n",
-    "es_username = os.environ.get(\"ES_USERNAME\", \"elastic\")\n",
-    "es_password = os.environ.get(\"ES_PASSWORD\", \"changeme\")\n",
-    "\n",
-    "history = ElasticsearchChatMessageHistory(\n",
-    "    es_url=es_url,\n",
-    "    es_user=es_username,\n",
-    "    es_password=es_password,\n",
-    "    index=\"test-history\",\n",
-    "    session_id=\"test-session\"\n",
-    ")\n",
-    "```\n",
-    "\n",
-    "### How to obtain a password for the default \"elastic\" user\n",
-    "\n",
-    "To obtain your Elastic Cloud password for the default \"elastic\" user:\n",
-    "1. Log in to the Elastic Cloud console at https://cloud.elastic.co\n",
-    "2. Go to \"Security\" > \"Users\"\n",
-    "3. Locate the \"elastic\" user and click \"Edit\"\n",
-    "4. Click \"Reset password\"\n",
-    "5. Follow the prompts to reset the password\n",
-    "\n",
-    "## API key\n",
-    "\n",
-    "```python\n",
-    "es_api_key = os.environ.get(\"ES_API_KEY\")\n",
-    "\n",
-    "history = ElasticsearchChatMessageHistory(\n",
-    "    es_api_key=es_api_key,\n",
-    "    index=\"test-history\",\n",
-    "    session_id=\"test-session\"\n",
-    ")\n",
-    "```\n",
-    "\n",
-    "### How to obtain an API key\n",
-    "\n",
-    "To obtain an API key:\n",
-    "1. Log in to the Elastic Cloud console at https://cloud.elastic.co\n",
-    "2. Open Kibana and go to Stack Management > API Keys\n",
-    "3. Click \"Create API key\"\n",
-    "4. Enter a name for the API key and click \"Create\""
-   ]
   }
  ],
  "metadata": {
@@ -177,7 +178,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.9"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,

docs/docs/integrations/memory/upstash_redis_chat_message_history.ipynb

@@ -4,9 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Upstash Redis Chat Message History\n",
+    "# Upstash Redis\n",
     "\n",
-    "This notebook goes over how to use Upstash Redis to store chat message history."
+    ">[Upstash](https://upstash.com/docs/introduction) is a provider of the serverless `Redis`, `Kafka`, and `QStash` APIs.\n",
+    "\n",
+    "This notebook goes over how to use `Upstash Redis` to store chat message history."
    ]
   },
   {
@@ -42,7 +44,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -56,10 +58,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.3"
-  },
-  "orig_nbformat": 4
+   "version": "3.10.12"
+  }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }