From b28100b8e8dc8dc17b834fa6cedd632fa6856406 Mon Sep 17 00:00:00 2001
From: Kristoffer Johansson <10258920+krjoha@users.noreply.github.com>
Date: Thu, 7 Nov 2024 16:43:42 +0100
Subject: [PATCH] Added an example on how to use OpenAI API embedding models to
 the documentation

---
 docs/source/configuration/embeddings.md | 25 ++++++++++++++++++++++++-
 1 file changed, 24 insertions(+), 1 deletion(-)

diff --git a/docs/source/configuration/embeddings.md b/docs/source/configuration/embeddings.md
index 7655228048a..ad853725ca1 100644
--- a/docs/source/configuration/embeddings.md
+++ b/docs/source/configuration/embeddings.md
@@ -79,4 +79,27 @@ TEXT_EMBEDDING_MODELS=`[
 
 ## OpenAI
 
-Please contribute an example!
+It's also possible to host your own OpenAI API compatible embedding models. [`Infinity`](https://github.com/michaelfeil/infinity) is one example. You may run it locally with Docker:
+
+`docker run -it --gpus all -v infinity-data:/app/.cache -p 7997:7997 michaelf34/infinity:latest v2 --model-id nomic-ai/nomic-embed-text-v1 --port 7997`
+
+You can then hook this up to your Chat UI instance with the following configuration.
+
+```ini
+TEXT_EMBEDDING_MODELS=`[
+  {
+    "name": "nomic-ai/nomic-embed-text-v1",
+    "displayName": "nomic-ai/nomic-embed-text-v1",
+    "chunkCharLength": 512,
+    "model": {
+      "name": "nomic-ai/nomic-embed-text-v1"
+    },
+    "endpoints": [
+      {
+        "type": "openai",
+        "url": "https://127.0.0.1:7997/embeddings"
+      }
+    ]
+  }
+]`
+```