From 9933d8f880e8283f8e065bf1d1dbada3b3c3bf3b Mon Sep 17 00:00:00 2001
From: Brandon Hancock <brandon@brandonhancock.io>
Date: Fri, 1 Nov 2024 10:43:47 -0400
Subject: [PATCH] Update docs as well.

---
 docs/concepts/memory.mdx                 | 25 ++++++++++++++++++++++++
 src/crewai/memory/storage/rag_storage.py |  2 --
 2 files changed, 25 insertions(+), 2 deletions(-)

diff --git a/docs/concepts/memory.mdx b/docs/concepts/memory.mdx
index 735ed861e..bda9f3401 100644
--- a/docs/concepts/memory.mdx
+++ b/docs/concepts/memory.mdx
@@ -254,6 +254,31 @@ my_crew = Crew(
 )
 ```
 
+### Using Watson embeddings
+
+```python Code
+from crewai import Crew, Agent, Task, Process
+
+# Note: Ensure you have installed and imported `ibm_watsonx_ai` for Watson embeddings to work.
+
+my_crew = Crew(
+    agents=[...],
+    tasks=[...],
+    process=Process.sequential,
+    memory=True,
+    verbose=True,
+    embedder={
+        "provider": "watson",
+        "config": {
+            "model": "<model_name>",
+            "api_url": "<api_url>",
+            "api_key": "<YOUR_API_KEY>",
+            "project_id": "<YOUR_PROJECT_ID>",
+        }
+    }
+)
+```
+
 ### Resetting Memory
 
 ```shell
diff --git a/src/crewai/memory/storage/rag_storage.py b/src/crewai/memory/storage/rag_storage.py
index 67e8ef515..f07c7e4f7 100644
--- a/src/crewai/memory/storage/rag_storage.py
+++ b/src/crewai/memory/storage/rag_storage.py
@@ -116,8 +116,6 @@ class RAGStorage(BaseRAGStorage):
                     url=config.get("api_url"),
                 )
             elif provider == "watson":
-
-                # https://ibm.github.io/watsonx-ai-python-sdk/fm_embeddings.html
                 try:
                     import ibm_watsonx_ai.foundation_models as watson_models
                     from ibm_watsonx_ai import Credentials