community[patch]: update package name to bagelML (#19948)

**Description**
This pull request updates the Bagel Network package name from
"betabageldb" to "bagelML" to align with the latest changes made by the
Bagel Network team.

The following modifications have been made:

- Updated all references to the old package name ("betabageldb") with
the new package name ("bagelML") throughout the codebase.
- Modified the documentation, and any relevant scripts to reflect the
package name change.
- Tested the changes to ensure that the functionality remains intact and
no breaking changes were introduced.

By merging this pull request, our project will stay up to date with the
latest Bagel Network package naming convention, ensuring compatibility
and smooth integration with their updated library.

Please review the changes and provide any feedback or suggestions. Thank
you!

docs/docs/integrations/providers/bagel.mdx

@@ -1,6 +1,6 @@
-# BagelDB
+# Bagel
 
-> [BagelDB](https://www.bageldb.ai/) (`Open Vector Database for AI`), is like GitHub for AI data.
+> [Bagel](https://www.bagel.net/) (`Open Vector Database for AI`), is like GitHub for AI data.
 It is a collaborative platform where users can create,
 share, and manage vector datasets. It can support private projects for independent developers,
 internal collaborations for enterprises, and public contributions for data DAOs.
@@ -8,13 +8,13 @@ internal collaborations for enterprises, and public contributions for data DAOs.
 ## Installation and Setup
 
 ```bash
-pip install betabageldb
+pip install bagelML
 ```
 
 
 ## VectorStore
 
-See a [usage example](/docs/integrations/vectorstores/bageldb).
+See a [usage example](/docs/integrations/vectorstores/bagel).
 
 ```python
 from langchain_community.vectorstores import Bagel

docs/docs/integrations/vectorstores/bagel.ipynb

@@ -4,17 +4,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# BagelDB\n",
+    "# Bagel\n",
     "\n",
-    "> [BagelDB](https://www.bageldb.ai/) (`Open Vector Database for AI`), is like GitHub for AI data.\n",
+    "> [Bagel](https://www.bagel.net/) (`Open Inference platform for AI`), is like GitHub for AI data.\n",
     "It is a collaborative platform where users can create,\n",
-    "share, and manage vector datasets. It can support private projects for independent developers,\n",
+    "share, and manage Inference datasets. It can support private projects for independent developers,\n",
     "internal collaborations for enterprises, and public contributions for data DAOs.\n",
     "\n",
     "### Installation and Setup\n",
     "\n",
     "```bash\n",
-    "pip install betabageldb\n",
+    "pip install bagelML\n",
     "```\n",
     "\n"
    ]