From 43053f9e1683c5d185d62e67175f5a38edb6d1b4 Mon Sep 17 00:00:00 2001
From: Jorge Luis Middleton <jorge.middleton@gmail.com>
Date: Fri, 21 Mar 2025 19:06:25 +1100
Subject: [PATCH] Update qdrant.mdx documentation (#1770)

---
 .../modules/data_stores/vector_stores/qdrant.mdx   | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/apps/next/src/content/docs/llamaindex/modules/data_stores/vector_stores/qdrant.mdx b/apps/next/src/content/docs/llamaindex/modules/data_stores/vector_stores/qdrant.mdx
index 5b86585b1..05e506b4b 100644
--- a/apps/next/src/content/docs/llamaindex/modules/data_stores/vector_stores/qdrant.mdx
+++ b/apps/next/src/content/docs/llamaindex/modules/data_stores/vector_stores/qdrant.mdx
@@ -56,10 +56,10 @@ const vectorStore = new QdrantVectorStore({
 
 ```ts
 const document = new Document({ text: essay, id_: path });
-
-const index = await VectorStoreIndex.fromDocuments([document], {
-  vectorStore,
-});
+const storageContext = await storageContextFromDefaults({ vectorStore });
+  const index = await VectorStoreIndex.fromDocuments([document], {
+    storageContext,
+  });
 ```
 
 ## Query the index
@@ -91,11 +91,11 @@ async function main() {
   });
 
   const document = new Document({ text: essay, id_: path });
-
+  const storageContext = await storageContextFromDefaults({ vectorStore });
   const index = await VectorStoreIndex.fromDocuments([document], {
-    vectorStore,
+    storageContext,
   });
-
+  
   const queryEngine = index.asQueryEngine();
 
   const response = await queryEngine.query({
-- 
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