change consistency level to optional

Signed-off-by: ChengZi <chen.zhang@zilliz.com>

Author: zc277584121

integration/RAG_with_pii_and_milvus.md

@@ -159,7 +159,8 @@ milvus_client.create_collection(
     collection_name=collection_name,
     dimension=embedding_dim,
     metric_type="IP",  # Inner product distance
-    consistency_level="Strong",  # Strong consistency level
+    # Strong consistency waits for all loads to complete, adding latency with large datasets
+    # consistency_level="Strong",  # Strong consistency level
 )
 ```
 

integration/build_RAG_with_milvus_and_crawl4ai.ipynb

@@ -461,7 +461,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Strong consistency level\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Strong consistency level\n",
     ")"
    ]
   },
@@ -814,4 +815,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}

integration/build_RAG_with_milvus_and_deepseek.ipynb

@@ -309,7 +309,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Strong consistency level\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Strong consistency level\n",
     ")"
    ]
   },
@@ -605,4 +606,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}

integration/build_RAG_with_milvus_and_docling.ipynb

@@ -264,7 +264,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Supported values are (`\"Strong\"`, `\"Session\"`, `\"Bounded\"`, `\"Eventually\"`). See https://milvus.io/docs/consistency.md#Consistency-Level for more details.\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Supported values are (`\"Strong\"`, `\"Session\"`, `\"Bounded\"`, `\"Eventually\"`). See https://milvus.io/docs/consistency.md#Consistency-Level for more details.\n",
     ")"
    ]
   },
@@ -509,4 +510,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}

integration/build_RAG_with_milvus_and_firecrawl.ipynb

@@ -428,7 +428,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Strong consistency level\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Strong consistency level\n",
     ")"
    ]
   },
@@ -734,4 +735,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}

integration/build_RAG_with_milvus_and_fireworks.ipynb

@@ -281,7 +281,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Strong consistency level\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Strong consistency level\n",
     ")"
    ]
   },
@@ -536,4 +537,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}

integration/build_RAG_with_milvus_and_gemini.ipynb

@@ -249,7 +249,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Strong consistency level\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Strong consistency level\n",
     ")"
    ]
   },
@@ -508,4 +509,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}

integration/build_RAG_with_milvus_and_ollama.ipynb

@@ -361,7 +361,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Strong consistency level\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Strong consistency level\n",
     ")"
    ]
   },
@@ -645,4 +646,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}

integration/build_RAG_with_milvus_and_siliconflow.ipynb

@@ -272,7 +272,8 @@
     "    collection_name=collection_name,\n",
     "    dimension=embedding_dim,\n",
     "    metric_type=\"IP\",  # Inner product distance\n",
-    "    consistency_level=\"Strong\",  # Strong consistency level\n",
+    "    # Strong consistency waits for all loads to complete, adding latency with large datasets\n",
+    "    # consistency_level=\"Strong\",  # Strong consistency level\n",
     ")"
    ]
   },

integration/build_rag_on_arm.md

@@ -65,7 +65,8 @@ milvus_client.create_collection(
     collection_name=collection_name,
     dimension=384,
     metric_type="IP",  # Inner product distance
-    consistency_level="Strong",  # Strong consistency level
+    # Strong consistency waits for all loads to complete, adding latency with large datasets
+    # consistency_level="Strong",  # Strong consistency level
 )
 ```
 We use inner product distance as the default metric type. For more information about distance types, you can refer to [Similarity Metrics page](https://milvus.io/docs/metric.md?tab=floating)