Updating codeblocks

Author: ajosh0504

docs/40-perform-vector-search/2-create-vector-index.mdx

@@ -2,4 +2,19 @@
 
 To retrieve documents from MongoDB using vector search, you must configure a vector search index on the collection into which you ingested your data. In this lab, you will programmatically create vector search indexes using MongoDB's Python driver.
 
-Run the cells under the **Step 6: Create a vector search index** section in the notebook to create a vector search index.
+Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 6: Create a vector search index** section in the notebook to create a vector search index.
+
+The answers for code blocks in this section are as follows:
+
+**CODE_BLOCK_6**
+
+<details>
+<summary>Answer</summary>
+<div>
+
+```python
+create_index(collection, ATLAS_VECTOR_SEARCH_INDEX_NAME, model)
+```
+
+</div>
+</details>

docs/40-perform-vector-search/3-vector-search.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 7:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_6**
+**CODE_BLOCK_7**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ get_embedding(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_7**
+**CODE_BLOCK_8**
 
 <details>
 <summary>Answer</summary>
@@ -45,7 +45,7 @@ get_embedding(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_8**
+**CODE_BLOCK_9**
 
 <details>
 <summary>Answer</summary>

docs/40-perform-vector-search/4-pre-filtering.mdx

@@ -10,7 +10,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **🦹‍
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_9**
+**CODE_BLOCK_10**
 
 <details>
 <summary>Answer</summary>
@@ -35,7 +35,7 @@ The answers for code blocks in this section are as follows:
 </div>
 </details>
 
-**CODE_BLOCK_10**
+**CODE_BLOCK_11**
 
 <details>
 <summary>Answer</summary>
@@ -64,7 +64,7 @@ The answers for code blocks in this section are as follows:
 </div>
 </details>
 
-**CODE_BLOCK_11**
+**CODE_BLOCK_12**
 
 <details>
 <summary>Answer</summary>
@@ -90,7 +90,7 @@ The answers for code blocks in this section are as follows:
 </div>
 </details>
 
-**CODE_BLOCK_12**
+**CODE_BLOCK_13**
 
 <details>
 <summary>Answer</summary>

docs/50-build-rag-app/1-build-rag-app.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 8:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_13**
+**CODE_BLOCK_144**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ vector_search(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_14**
+**CODE_BLOCK_15**
 
 <details>
 <summary>Answer</summary>
@@ -28,7 +28,7 @@ create_prompt(user_query)
 </div>
 </details>
 
-**CODE_BLOCK_15**
+**CODE_BLOCK_16**
 
 <details>
 <summary>Answer</summary>

docs/50-build-rag-app/2-add-reranking.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **🦹‍
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_16**
+**CODE_BLOCK_17**
 
 <details>
 <summary>Answer</summary>

docs/60-add-memory/1-add-memory.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 9:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_17**
+**CODE_BLOCK_18**
 
 <details>
 <summary>Answer</summary>
@@ -17,7 +17,7 @@ history_collection.create_index("session_id")
 </div>
 </details>
 
-**CODE_BLOCK_18**
+**CODE_BLOCK_19**
 
 <details>
 <summary>Answer</summary>
@@ -28,7 +28,7 @@ history_collection.insert_one(message)
 </div>
 </details>
 
-**CODE_BLOCK_19**
+**CODE_BLOCK_20**
 
 <details>
 <summary>Answer</summary>
@@ -39,7 +39,7 @@ history_collection.find({"session_id": session_id}).sort("timestamp", 1)
 </div>
 </details>
 
-**CODE_BLOCK_20**
+**CODE_BLOCK_21**
 
 <details>
 <summary>Answer</summary>
@@ -50,7 +50,7 @@ retrieve_session_history(session_id)
 </div>
 </details>
 
-**CODE_BLOCK_21**
+**CODE_BLOCK_22**
 
 <details>
 <summary>Answer</summary>
@@ -61,7 +61,7 @@ retrieve_session_history(session_id)
 </div>
 </details>
 
-**CODE_BLOCK_22**
+**CODE_BLOCK_23**
 
 <details>
 <summary>Answer</summary>