From 59c427ba0ec14b9b6d8fcc40681bf0bdac0338b2 Mon Sep 17 00:00:00 2001
From: Florent Ravenel <florent@naas.ai>
Date: Wed, 22 Nov 2023 12:09:44 +0100
Subject: [PATCH 1/4] feat(Qdrant): Add Connect to client

---
 Qdrant/Qdrant_Connect_to_client.ipynb | 241 ++++++++++++++++++++++++++
 1 file changed, 241 insertions(+)
 create mode 100644 Qdrant/Qdrant_Connect_to_client.ipynb

diff --git a/Qdrant/Qdrant_Connect_to_client.ipynb b/Qdrant/Qdrant_Connect_to_client.ipynb
new file mode 100644
index 0000000000..4580e7c71f
--- /dev/null
+++ b/Qdrant/Qdrant_Connect_to_client.ipynb
@@ -0,0 +1,241 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f27ab203-2993-4ff2-8934-800db3ce9ed5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "<img width=\"10%\" alt=\"Naas\" src=\"https://landen.imgix.net/jtci2pxwjczr/assets/5ice39g4.png?w=160\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6917dad4-d28c-4375-b28f-b1c44f0a9d8f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "# Qdrant - Connect to client"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e45809ab-2124-4175-a9e6-3bb96e70d45b",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Tags:** #qdrant #connect #client #api #credentials #authentication"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "635b9f7f-56aa-41be-a200-9cc250459b1f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Author:** [Florent Ravenel](https://www.linkedin.com/in/florent-ravenel/)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18558e1b-f098-49ec-9de3-4ee9602df6f9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Last update:** 2023-11-22 (Created: 2023-11-22)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a195260-4370-4e3c-8cf8-f9d01a42ab62",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Description:** This notebook will show how to connect to a client using Qdrant API and authentication credentials. It is usefull for organizations to securely connect to their clients."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88a3b288-ea82-4c30-9971-c336164cf1f2",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**References:**\n- [Qdrant Documentation](https://docs.qdrant.com/)\n- [Qdrant Authentication](https://docs.qdrant.com/authentication/)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a3ad3d5-a113-44db-b4e0-bfc885a6f2c9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Input"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "709b99a2-bcca-49b4-b4da-8dac55e926d5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "550d3dad-a09a-46f7-89cf-18998cc74208",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": "import qdrant",
+   "outputs": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "315fb5b5-f33a-46a7-9d8e-0836c2fbe678",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Setup variables\n- **client_id**: Client ID provided by Qdrant\n- **client_secret**: Client Secret provided by Qdrant\n- **token**: Token provided by Qdrant"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "305be68f-6026-43fb-8335-3b2df51a2001",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": "client_id = \"123456789\"\nclient_secret = \"abcdefghijklmnopqrstuvwxyz\"\ntoken = \"ABCDEFGHIJKLMNOPQRSTUVWXYZ\"",
+   "outputs": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "28b9cf85-0c1f-428a-9008-cadc65ce21c1",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37ffd794-a50f-4e6e-b5a7-45e8e2ac63ab",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Connect to client"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f98ba51-ab92-4098-b840-7b8bedb3599d",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "This function will connect to the client using the provided credentials."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "01f2e58f-08ba-49ff-96aa-a25e30ca1c05",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": "qdrant.connect(client_id, client_secret, token)",
+   "outputs": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f4d742f-88e7-45b5-a291-c649014030cc",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5065f5a5-9112-416d-a56d-5eab22db1e91",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Display result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e87aaf74-7f7f-4793-93f4-fe18666c5392",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": "print(\"Connected to client\")",
+   "outputs": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.6"
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "state": {},
+    "version_major": 2,
+    "version_minor": 0
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file

From 2012cc62e49c9b74efed24e2ef33af051469ea0c Mon Sep 17 00:00:00 2001
From: Florent Ravenel <florent@naas.ai>
Date: Wed, 22 Nov 2023 12:48:39 +0100
Subject: [PATCH 2/4] feat: add Qdrant templates

---
 ...nt.ipynb => Qdrant_Connect_to_cloud.ipynb} |  73 +++--
 Qdrant/Qdrant_Delete_collection.ipynb         | 251 +++++++++++++++
 Qdrant/Qdrant_Get_collection.ipynb            | 285 ++++++++++++++++++
 Qdrant/Qdrant_Get_collections.ipynb           | 283 +++++++++++++++++
 Qdrant/Qdrant_Setup_connection.ipynb          | 281 +++++++++++++++++
 5 files changed, 1147 insertions(+), 26 deletions(-)
 rename Qdrant/{Qdrant_Connect_to_client.ipynb => Qdrant_Connect_to_cloud.ipynb} (74%)
 create mode 100644 Qdrant/Qdrant_Delete_collection.ipynb
 create mode 100644 Qdrant/Qdrant_Get_collection.ipynb
 create mode 100644 Qdrant/Qdrant_Get_collections.ipynb
 create mode 100644 Qdrant/Qdrant_Setup_connection.ipynb

diff --git a/Qdrant/Qdrant_Connect_to_client.ipynb b/Qdrant/Qdrant_Connect_to_cloud.ipynb
similarity index 74%
rename from Qdrant/Qdrant_Connect_to_client.ipynb
rename to Qdrant/Qdrant_Connect_to_cloud.ipynb
index 4580e7c71f..4bc0f2d0a9 100644
--- a/Qdrant/Qdrant_Connect_to_client.ipynb
+++ b/Qdrant/Qdrant_Connect_to_cloud.ipynb
@@ -19,7 +19,7 @@
     "tags": []
    },
    "source": [
-    "# Qdrant - Connect to client"
+    "# Qdrant - Connect to cloud"
    ]
   },
   {
@@ -30,7 +30,7 @@
     "tags": []
    },
    "source": [
-    "**Tags:** #qdrant #connect #client #api #credentials #authentication"
+    "**Tags:** #qdrant #connect #cloud #api #credentials #authentication #snippet"
    ]
   },
   {
@@ -63,7 +63,7 @@
     "tags": []
    },
    "source": [
-    "**Description:** This notebook will show how to connect to a client using Qdrant API and authentication credentials. It is usefull for organizations to securely connect to their clients."
+    "**Description:** This notebook will show how to connect to Qdrant cloud."
    ]
   },
   {
@@ -74,7 +74,10 @@
     "tags": []
    },
    "source": [
-    "**References:**\n- [Qdrant Documentation](https://docs.qdrant.com/)\n- [Qdrant Authentication](https://docs.qdrant.com/authentication/)"
+    "**References:**\n",
+    "- [Qdrant Documentation](https://qdrant.tech/documentation/)\n",
+    "- [Qdrant API](https://qdrant.github.io/qdrant/redoc/index.html)\n",
+    "- [Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)"
    ]
   },
   {
@@ -107,8 +110,15 @@
     "papermill": {},
     "tags": []
    },
-   "source": "import qdrant",
-   "outputs": []
+   "outputs": [],
+   "source": [
+    "import naas\n",
+    "try:\n",
+    "    from qdrant_client import QdrantClient\n",
+    "except:\n",
+    "    !pip install qdrant-client --user\n",
+    "    from qdrant_client import QdrantClient"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -118,7 +128,10 @@
     "tags": []
    },
    "source": [
-    "### Setup variables\n- **client_id**: Client ID provided by Qdrant\n- **client_secret**: Client Secret provided by Qdrant\n- **token**: Token provided by Qdrant"
+    "### Setup variables\n",
+    "[Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)\n",
+    "- `url`: Qdrant cluster URL\n",
+    "- `api_key`: Qdrant API key"
    ]
   },
   {
@@ -129,8 +142,11 @@
     "papermill": {},
     "tags": []
    },
-   "source": "client_id = \"123456789\"\nclient_secret = \"abcdefghijklmnopqrstuvwxyz\"\ntoken = \"ABCDEFGHIJKLMNOPQRSTUVWXYZ\"",
-   "outputs": []
+   "outputs": [],
+   "source": [
+    "url = naas.secret.get(\"QDRANT_CLUSER_URL\")\n",
+    "api_key = naas.secret.get(\"QDRANT_API_KEY\")"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -151,18 +167,7 @@
     "tags": []
    },
    "source": [
-    "### Connect to client"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8f98ba51-ab92-4098-b840-7b8bedb3599d",
-   "metadata": {
-    "papermill": {},
-    "tags": []
-   },
-   "source": [
-    "This function will connect to the client using the provided credentials."
+    "### Connect to Qdrant cloud"
    ]
   },
   {
@@ -173,8 +178,14 @@
     "papermill": {},
     "tags": []
    },
-   "source": "qdrant.connect(client_id, client_secret, token)",
-   "outputs": []
+   "outputs": [],
+   "source": [
+    "qdrant_client = QdrantClient(\n",
+    "    url=url, \n",
+    "    api_key=api_key,\n",
+    ")\n",
+    "qdrant_client"
+   ]
   },
   {
    "cell_type": "markdown",
@@ -206,8 +217,18 @@
     "papermill": {},
     "tags": []
    },
-   "source": "print(\"Connected to client\")",
-   "outputs": []
+   "outputs": [],
+   "source": [
+    "qdrant_client"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "56aad6a8-deec-4be3-882c-73e3e7b89ed2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -238,4 +259,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/Qdrant/Qdrant_Delete_collection.ipynb b/Qdrant/Qdrant_Delete_collection.ipynb
new file mode 100644
index 0000000000..93c29175ac
--- /dev/null
+++ b/Qdrant/Qdrant_Delete_collection.ipynb
@@ -0,0 +1,251 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f27ab203-2993-4ff2-8934-800db3ce9ed5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "<img width=\"10%\" alt=\"Naas\" src=\"https://landen.imgix.net/jtci2pxwjczr/assets/5ice39g4.png?w=160\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6917dad4-d28c-4375-b28f-b1c44f0a9d8f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "# Qdrant - Delete collection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e45809ab-2124-4175-a9e6-3bb96e70d45b",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Tags:** #qdrant #delete #collection #api #snippet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "635b9f7f-56aa-41be-a200-9cc250459b1f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Author:** [Florent Ravenel](https://www.linkedin.com/in/florent-ravenel/)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18558e1b-f098-49ec-9de3-4ee9602df6f9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Last update:** 2023-11-22 (Created: 2023-11-22)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a195260-4370-4e3c-8cf8-f9d01a42ab62",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Description:** This notebook will show how to removes collection and all it's data using Qdrant cloud client."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88a3b288-ea82-4c30-9971-c336164cf1f2",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**References:**\n",
+    "- [GitHub - Qdrant client](https://github.com/qdrant/qdrant-client/blob/master/qdrant_client/qdrant_client.py#L1336)\n",
+    "- [Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a3ad3d5-a113-44db-b4e0-bfc885a6f2c9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Input"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "709b99a2-bcca-49b4-b4da-8dac55e926d5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "550d3dad-a09a-46f7-89cf-18998cc74208",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import naas\n",
+    "try:\n",
+    "    from qdrant_client import QdrantClient\n",
+    "except:\n",
+    "    !pip install qdrant-client --user\n",
+    "    from qdrant_client import QdrantClient"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "315fb5b5-f33a-46a7-9d8e-0836c2fbe678",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Setup variables\n",
+    "[Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)\n",
+    "- `url`: Qdrant cluster URL\n",
+    "- `api_key`: Qdrant API key\n",
+    "- `collection_name`: Name of the collection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "305be68f-6026-43fb-8335-3b2df51a2001",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "url = naas.secret.get(\"QDRANT_CLUSER_URL\")\n",
+    "api_key = naas.secret.get(\"QDRANT_API_KEY\")\n",
+    "collection_name = \"workspace\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "28b9cf85-0c1f-428a-9008-cadc65ce21c1",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37ffd794-a50f-4e6e-b5a7-45e8e2ac63ab",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Connect to client"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "01f2e58f-08ba-49ff-96aa-a25e30ca1c05",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "qdrant_client = QdrantClient(\n",
+    "    url=url, \n",
+    "    api_key=api_key,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f4d742f-88e7-45b5-a291-c649014030cc",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d720895c-42d9-4879-833e-219644301308",
+   "metadata": {},
+   "source": [
+    "### Delete collection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b8575d81-a945-4ddf-b2ce-e1edccf661b4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "collection = qdrant_client.delete_collection(collection_name)\n",
+    "collection"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.6"
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "state": {},
+    "version_major": 2,
+    "version_minor": 0
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Qdrant/Qdrant_Get_collection.ipynb b/Qdrant/Qdrant_Get_collection.ipynb
new file mode 100644
index 0000000000..051b408031
--- /dev/null
+++ b/Qdrant/Qdrant_Get_collection.ipynb
@@ -0,0 +1,285 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f27ab203-2993-4ff2-8934-800db3ce9ed5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "<img width=\"10%\" alt=\"Naas\" src=\"https://landen.imgix.net/jtci2pxwjczr/assets/5ice39g4.png?w=160\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6917dad4-d28c-4375-b28f-b1c44f0a9d8f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "# Qdrant - Get collection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e45809ab-2124-4175-a9e6-3bb96e70d45b",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Tags:** #qdrant #get #collection #api #snippet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "635b9f7f-56aa-41be-a200-9cc250459b1f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Author:** [Florent Ravenel](https://www.linkedin.com/in/florent-ravenel/)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18558e1b-f098-49ec-9de3-4ee9602df6f9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Last update:** 2023-11-22 (Created: 2023-11-22)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a195260-4370-4e3c-8cf8-f9d01a42ab62",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Description:** This notebook will show how to get detailed information about specified existing collection using Qdrant cloud client."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88a3b288-ea82-4c30-9971-c336164cf1f2",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**References:**\n",
+    "- [GitHub - Qdrant client](https://github.com/qdrant/qdrant-client/blob/master/qdrant_client/qdrant_client.py#L1276)\n",
+    "- [Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a3ad3d5-a113-44db-b4e0-bfc885a6f2c9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Input"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "709b99a2-bcca-49b4-b4da-8dac55e926d5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "550d3dad-a09a-46f7-89cf-18998cc74208",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import naas\n",
+    "try:\n",
+    "    from qdrant_client import QdrantClient\n",
+    "except:\n",
+    "    !pip install qdrant-client --user\n",
+    "    from qdrant_client import QdrantClient"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "315fb5b5-f33a-46a7-9d8e-0836c2fbe678",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Setup variables\n",
+    "[Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)\n",
+    "- `url`: Qdrant cluster URL\n",
+    "- `api_key`: Qdrant API key\n",
+    "- `collection_name`: Name of the collection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "305be68f-6026-43fb-8335-3b2df51a2001",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "url = naas.secret.get(\"QDRANT_CLUSER_URL\")\n",
+    "api_key = naas.secret.get(\"QDRANT_API_KEY\")\n",
+    "collection_name = \"workspace\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "28b9cf85-0c1f-428a-9008-cadc65ce21c1",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37ffd794-a50f-4e6e-b5a7-45e8e2ac63ab",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Connect to client"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "01f2e58f-08ba-49ff-96aa-a25e30ca1c05",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "qdrant_client = QdrantClient(\n",
+    "    url=url, \n",
+    "    api_key=api_key,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d720895c-42d9-4879-833e-219644301308",
+   "metadata": {},
+   "source": [
+    "### Get collection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b8575d81-a945-4ddf-b2ce-e1edccf661b4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "collection = qdrant_client.get_collection(collection_name)\n",
+    "collection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f4d742f-88e7-45b5-a291-c649014030cc",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5065f5a5-9112-416d-a56d-5eab22db1e91",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Display result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e87aaf74-7f7f-4793-93f4-fe18666c5392",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Print the collections\n",
+    "for c in collection:\n",
+    "    print(c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "56aad6a8-deec-4be3-882c-73e3e7b89ed2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.6"
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "state": {},
+    "version_major": 2,
+    "version_minor": 0
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Qdrant/Qdrant_Get_collections.ipynb b/Qdrant/Qdrant_Get_collections.ipynb
new file mode 100644
index 0000000000..91e33818de
--- /dev/null
+++ b/Qdrant/Qdrant_Get_collections.ipynb
@@ -0,0 +1,283 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f27ab203-2993-4ff2-8934-800db3ce9ed5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "<img width=\"10%\" alt=\"Naas\" src=\"https://landen.imgix.net/jtci2pxwjczr/assets/5ice39g4.png?w=160\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6917dad4-d28c-4375-b28f-b1c44f0a9d8f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "# Qdrant - Get collections"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e45809ab-2124-4175-a9e6-3bb96e70d45b",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Tags:** #qdrant #get #collections #api #snippet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "635b9f7f-56aa-41be-a200-9cc250459b1f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Author:** [Florent Ravenel](https://www.linkedin.com/in/florent-ravenel/)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18558e1b-f098-49ec-9de3-4ee9602df6f9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Last update:** 2023-11-22 (Created: 2023-11-22)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a195260-4370-4e3c-8cf8-f9d01a42ab62",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Description:** This notebook will show how to get list name of all existing collections using Qdrant cloud client."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88a3b288-ea82-4c30-9971-c336164cf1f2",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**References:**\n",
+    "- [GitHub - Qdrant client](https://github.com/qdrant/qdrant-client/blob/master/qdrant_client/qdrant_client.py#L1266)\n",
+    "- [Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a3ad3d5-a113-44db-b4e0-bfc885a6f2c9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Input"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "709b99a2-bcca-49b4-b4da-8dac55e926d5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "550d3dad-a09a-46f7-89cf-18998cc74208",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import naas\n",
+    "try:\n",
+    "    from qdrant_client import QdrantClient\n",
+    "except:\n",
+    "    !pip install qdrant-client --user\n",
+    "    from qdrant_client import QdrantClient"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "315fb5b5-f33a-46a7-9d8e-0836c2fbe678",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Setup variables\n",
+    "[Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)\n",
+    "- `url`: Qdrant cluster URL\n",
+    "- `api_key`: Qdrant API key"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "305be68f-6026-43fb-8335-3b2df51a2001",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "url = naas.secret.get(\"QDRANT_CLUSER_URL\")\n",
+    "api_key = naas.secret.get(\"QDRANT_API_KEY\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "28b9cf85-0c1f-428a-9008-cadc65ce21c1",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37ffd794-a50f-4e6e-b5a7-45e8e2ac63ab",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Connect to client"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "01f2e58f-08ba-49ff-96aa-a25e30ca1c05",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "qdrant_client = QdrantClient(\n",
+    "    url=url, \n",
+    "    api_key=api_key,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d720895c-42d9-4879-833e-219644301308",
+   "metadata": {},
+   "source": [
+    "### Get collections"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b8575d81-a945-4ddf-b2ce-e1edccf661b4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "collections = qdrant_client.get_collections()\n",
+    "collections"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f4d742f-88e7-45b5-a291-c649014030cc",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5065f5a5-9112-416d-a56d-5eab22db1e91",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Display result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e87aaf74-7f7f-4793-93f4-fe18666c5392",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Print the collections\n",
+    "for collection in collections.collections:\n",
+    "    print(collection.name)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "56aad6a8-deec-4be3-882c-73e3e7b89ed2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.6"
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "state": {},
+    "version_major": 2,
+    "version_minor": 0
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Qdrant/Qdrant_Setup_connection.ipynb b/Qdrant/Qdrant_Setup_connection.ipynb
new file mode 100644
index 0000000000..18b41cea79
--- /dev/null
+++ b/Qdrant/Qdrant_Setup_connection.ipynb
@@ -0,0 +1,281 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "be5dd6e3-f6cd-4c02-a6aa-722079e94fdd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-02-23T14:22:16.610471Z",
+     "iopub.status.busy": "2021-02-23T14:22:16.610129Z",
+     "iopub.status.idle": "2021-02-23T14:22:16.627784Z",
+     "shell.execute_reply": "2021-02-23T14:22:16.626866Z",
+     "shell.execute_reply.started": "2021-02-23T14:22:16.610384Z"
+    },
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "<img width=\"8%\" alt=\"OpenAI.png\" src=\"https://raw.githubusercontent.com/jupyter-naas/awesome-notebooks/master/.github/assets/logos/OpenAI.png\" style=\"border-radius: 15%\">"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a5b2c509-2c29-49e8-af91-4f3f1e386da3",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "# Qdrant - Setup connection\n",
+    "<a href=\"https://app.naas.ai/user-redirect/naas/downloader?url=https://raw.githubusercontent.com/jupyter-naas/awesome-notebooks/master/OpenAI/OpenAI_Setup_connection.ipynb\" target=\"_parent\"><img src=\"https://naasai-public.s3.eu-west-3.amazonaws.com/Open_in_Naas_Lab.svg\"/></a><br><br><a href=\"https://bit.ly/3JyWIk6\">Give Feedback</a> | <a href=\"https://github.com/jupyter-naas/awesome-notebooks/issues/new?assignees=&labels=bug&template=bug_report.md&title=OpenAI+-+Setup+connection:+Error+short+description\">Bug report</a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d77fe283-4edd-42d3-a909-8e207d4b842f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Tags:** #qdrant #naas #secret #connection #setup"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b90f2d91-c886-4e36-8265-b09d06bb1c7f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Author:** [Florent Ravenel](https://www.linkedin.com/in/florent-ravenel)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6bbf7807-dda4-4b8a-b016-fe258a0fa33f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Last update:** 2023-11-22 (Created: 2023-11-22)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "214749fe-7f0b-4755-b7ea-1d200c234cc6",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**Description:** This notebook help you setup your connection with Qdrant and add required credentials to Naas secret. You will be able to establish a seamless connection to Qdrant without the need to repeatedly redefine your credentials in variables by using `naas.secret.get()` in your notebook."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a1329bea-ad80-4981-874c-8776b11f89a8",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "**References:**\n",
+    "- [Get your Qdrant Cluster URL and API Key](https://cloud.qdrant.io/accounts)\n",
+    "- [Naas Secret Documentation](https://site.naas.ai/docs/developers/jobs/secret)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cff349c8-2816-4ae4-9229-027c068eeb51",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Input"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "80266a9e-fe54-4f3e-aeb2-01483bbc53f9",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cc038b10-2679-42bc-909e-09a298339df4",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import naas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "30127040-e487-4115-8317-5084823b3a6f",
+   "metadata": {
+    "papermill": {},
+    "tags": [
+     "variables"
+    ]
+   },
+   "source": [
+    "### Setup variables\n",
+    "**Mandatory**\n",
+    "- `url`: Qdrant cluster URL. This value will be stored under the secret 'QDRANT_CLUSER_URL'.\n",
+    "- `api_key`: Qdrant API key. This value will be stored under the secret 'QDRANT_API_KEY'.\n",
+    "\n",
+    "**Optional**\n",
+    "- `secrets`: Dict to add secrets to naas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8d86b8fb-2576-426d-a305-50043c24c23e",
+   "metadata": {
+    "papermill": {},
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Mandatory\n",
+    "url = None\n",
+    "api_key = None\n",
+    "\n",
+    "# Optional\n",
+    "secrets = {\n",
+    "    \"QDRANT_CLUSER_URL\": url,\n",
+    "    \"QDRANT_API_KEY\": api_key,\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b0ae044-cac2-479f-b1fc-a3318696adf5",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3aadae7f-fbe5-4f97-a6a9-6efe9dd1a42f",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Add secret"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e235794a-6907-4f0e-ab2b-5aa6668a8d3b",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for secret in secrets:\n",
+    "    new_value = secrets.get(secret)\n",
+    "    if new_value:\n",
+    "        naas.secret.add(secret, secrets.get(secret))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c97931b-4ce8-46f9-a70c-45393c5669ee",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "## Output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "760ec150-d79a-4208-adfe-d0336d443dc8",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "source": [
+    "### Display result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4005faa2-a781-4805-9c08-74951e900d12",
+   "metadata": {
+    "papermill": {},
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df = naas.secret.list()\n",
+    "df = df[df[\"name\"].isin(secrets.keys())]\n",
+    "df"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.6"
+  },
+  "naas": {
+   "notebook_id": "3a9b0b5281032399d79196d4dc442bbaa86480c0f1a67a059f517daec95f977a",
+   "notebook_path": "OpenAI/OpenAI_Setup_connection.ipynb"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "environment_variables": {},
+   "parameters": {},
+   "version": "2.4.0"
+  },
+  "widgets": {
+   "application/vnd.jupyter.widget-state+json": {
+    "state": {},
+    "version_major": 2,
+    "version_minor": 0
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From e0c1a6073cd804758094e22393a745bfeef9dce9 Mon Sep 17 00:00:00 2001
From: FlorentLvr <48032461+FlorentLvr@users.noreply.github.com>
Date: Wed, 22 Nov 2023 12:49:58 +0100
Subject: [PATCH 3/4] feat: add Qdrant logo

---
 .github/assets/logos/Qdrant.jpeg | Bin 0 -> 12209 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 .github/assets/logos/Qdrant.jpeg

diff --git a/.github/assets/logos/Qdrant.jpeg b/.github/assets/logos/Qdrant.jpeg
new file mode 100644
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From 10b35a51f83dcc2bf70debeb4b03e53fb7f8be0b Mon Sep 17 00:00:00 2001
From: FlorentLvr <48032461+FlorentLvr@users.noreply.github.com>
Date: Wed, 22 Nov 2023 12:50:57 +0100
Subject: [PATCH 4/4] feat: add worldometer logo

---
 .github/assets/logos/Worldometer.jpg | Bin 0 -> 5701 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 .github/assets/logos/Worldometer.jpg

diff --git a/.github/assets/logos/Worldometer.jpg b/.github/assets/logos/Worldometer.jpg
new file mode 100644
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