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ajosh0504
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Adjusting code block numbers
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‎docs/50-prepare-the-data/5-ingest-data.mdx

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@@ -14,24 +14,13 @@ The answers for code blocks in this section are as follows:
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<summary>Answer</summary>
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<div>
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```python
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MongoClient(MONGODB_URI)
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mongodb_client[DB_NAME][COLLECTION_NAME]
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```
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</div>
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</details>
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**CODE_BLOCK_12**
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<details>
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<summary>Answer</summary>
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<div>
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```python
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mongo_client[DB_NAME][COLLECTION_NAME]
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```
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</div>
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</details>
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**CODE_BLOCK_13**
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<details>
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<summary>Answer</summary>
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<div>
@@ -41,7 +30,7 @@ collection.delete_many({})
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</div>
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</details>
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**CODE_BLOCK_14**
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**CODE_BLOCK_13**
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<details>
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<summary>Answer</summary>

‎docs/60-perform-semantic-search/3-vector-search.mdx

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@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 8:
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The answers for code blocks in this section are as follows:
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**CODE_BLOCK_15**
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**CODE_BLOCK_14**
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<details>
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<summary>Answer</summary>
@@ -17,7 +17,7 @@ get_embedding(user_query)
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</div>
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</details>
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**CODE_BLOCK_16**
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**CODE_BLOCK_15**
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<details>
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<summary>Answer</summary>
@@ -45,7 +45,7 @@ get_embedding(user_query)
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</div>
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</details>
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**CODE_BLOCK_17**
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**CODE_BLOCK_16**
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<details>
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<summary>Answer</summary>

‎docs/60-perform-semantic-search/4-pre-filtering.mdx

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@@ -10,7 +10,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **🦹‍
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The answers for code blocks in this section are as follows:
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**CODE_BLOCK_18**
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**CODE_BLOCK_17**
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<details>
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<summary>Answer</summary>
@@ -34,7 +34,7 @@ The answers for code blocks in this section are as follows:
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</div>
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</details>
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**CODE_BLOCK_19**
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**CODE_BLOCK_18**
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<details>
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<summary>Answer</summary>
@@ -63,7 +63,7 @@ The answers for code blocks in this section are as follows:
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</div>
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</details>
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**CODE_BLOCK_20**
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**CODE_BLOCK_19**
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<details>
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<summary>Answer</summary>
@@ -91,7 +91,7 @@ The answers for code blocks in this section are as follows:
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</div>
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</details>
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**CODE_BLOCK_21**
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**CODE_BLOCK_20**
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<details>
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<summary>Answer</summary>

‎docs/70-build-rag-app/1-build-rag-app.mdx

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@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 9:
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The answers for code blocks in this section are as follows:
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9-
**CODE_BLOCK_22**
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**CODE_BLOCK_21**
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<details>
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<summary>Answer</summary>
@@ -17,7 +17,7 @@ vector_search(user_query)
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</div>
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</details>
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**CODE_BLOCK_23**
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**CODE_BLOCK_22**
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<details>
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<summary>Answer</summary>
@@ -28,7 +28,7 @@ vector_search(user_query)
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</div>
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</details>
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**CODE_BLOCK_24**
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**CODE_BLOCK_23**
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<details>
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<summary>Answer</summary>

‎docs/70-build-rag-app/2-add-reranking.mdx

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@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **🦹‍
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The answers for code blocks in this section are as follows:
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9-
**CODE_BLOCK_25**
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**CODE_BLOCK_24**
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<details>
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<summary>Answer</summary>
@@ -19,7 +19,7 @@ rerank_model.rank(
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</div>
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</details>
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**CODE_BLOCK_26**
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**CODE_BLOCK_25**
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<details>
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<summary>Answer</summary>

‎docs/70-build-rag-app/3-stream-responses.mdx

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@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **🦹‍
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The answers for code blocks in this section are as follows:
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9-
**CODE_BLOCK_27**
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**CODE_BLOCK_26**
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<details>
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<summary>Answer</summary>
@@ -27,7 +27,7 @@ fw_client.chat.completions.create(
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</div>
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</details>
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**CODE_BLOCK_28**
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**CODE_BLOCK_27**
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<details>
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<summary>Answer</summary>

‎docs/80-add-memory/2-add-memory.mdx

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@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 10:
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The answers for code blocks in this section are as follows:
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**CODE_BLOCK_29**
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**CODE_BLOCK_28**
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<details>
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<summary>Answer</summary>
@@ -17,7 +17,7 @@ history_collection.create_index("session_id")
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</div>
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</details>
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**CODE_BLOCK_30**
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**CODE_BLOCK_29**
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<details>
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<summary>Answer</summary>
@@ -33,7 +33,7 @@ history_collection.create_index("session_id")
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</div>
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</details>
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**CODE_BLOCK_31**
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**CODE_BLOCK_30**
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<details>
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<summary>Answer</summary>
@@ -44,7 +44,7 @@ history_collection.insert_one(message)
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</div>
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</details>
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**CODE_BLOCK_32**
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**CODE_BLOCK_31**
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<details>
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<summary>Answer</summary>
@@ -55,7 +55,7 @@ history_collection.find({"session_id": session_id}).sort("timestamp", 1)
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</div>
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</details>
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**CODE_BLOCK_33**
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**CODE_BLOCK_32**
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<details>
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<summary>Answer</summary>
@@ -66,7 +66,7 @@ history_collection.find({"session_id": session_id}).sort("timestamp", 1)
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</div>
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</details>
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**CODE_BLOCK_34**
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**CODE_BLOCK_33**
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<details>
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<summary>Answer</summary>
@@ -78,7 +78,7 @@ messages.extend(message_history)
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</div>
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</details>
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**CODE_BLOCK_35**
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**CODE_BLOCK_34**
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<details>
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<summary>Answer</summary>
@@ -90,7 +90,7 @@ messages.append(user_message)
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</div>
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</details>
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**CODE_BLOCK_36**
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**CODE_BLOCK_35**
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<details>
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<summary>Answer</summary>

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