update docs

Signed-off-by: AnthonyTsu1984 <[email protected]>

API_Reference/pymilvus/v2.4.x/DataImport/RemoteBulkWriter/S3ConnectParam.md

@@ -51,16 +51,16 @@ connect_param = S3ConnectParam(
 
     <table>
        <tr>
-         <th><strong>Service Name</strong></th>
-         <th><strong>Endpoint</strong></th>
+         <th><p><strong>Service Name</strong></p></th>
+         <th><p><strong>Endpoint</strong></p></th>
        </tr>
        <tr>
-         <td><strong>AWS S3</strong></td>
-         <td>s3.amazonaws.com</td>
+         <td><p><strong>AWS S3</strong></p></td>
+         <td><p>s3.amazonaws.com</p></td>
        </tr>
        <tr>
-         <td><strong>GCS</strong></td>
-         <td>storage.googleapis.com</td>
+         <td><p><strong>GCS</strong></p></td>
+         <td><p>storage.googleapis.com</p></td>
        </tr>
     </table>
 

API_Reference/pymilvus/v2.4.x/EmbeddingModels/BM25EmbeddingFunction/encode_documents.md

@@ -2,7 +2,7 @@
 
 This operation takes in documents and encodes them into vector embeddings.
 
-When using **BM25EmbeddingFunction**, note that **encoding_queries()** and **encoding_documents()** operations cannot be interchanged mathematically. Therefore, there is no implemented **\_\_call\_\_()** available.
+When using **BM25EmbeddingFunction**, note that **encoding_queries()** and **encoding_documents()** operations cannot be interchanged mathematically. Therefore, there is no implemented **__call__()** available.
 
 ## Request syntax
 

API_Reference/pymilvus/v2.4.x/EmbeddingModels/BM25EmbeddingFunction/encode_queries.md

@@ -2,7 +2,7 @@
 
 This operation takes in a list of query strings and encodes each query into a vector embedding.
 
-When using **BM25EmbeddingFunction**, note that **encoding_queries()** and **encoding_documents()** operations cannot be interchanged mathematically. Therefore, there is no implemented **\_\_call\_\_()** available.
+When using **BM25EmbeddingFunction**, note that **encoding_queries()** and **encoding_documents()** operations cannot be interchanged mathematically. Therefore, there is no implemented **__call__()** available.
 
 ## Request syntax
 

API_Reference/pymilvus/v2.4.x/EmbeddingModels/SentenceTransformerEmbeddingFunction/__call__.md

@@ -10,7 +10,7 @@ To prevent potential errors when directly using the **__call()__** method, avoid
 # Instance created
 sentence_transformer_ef = SentenceTransformerEmbeddingFunction()
 
-# __call__ method will be called
+# \_\_call\_\_ method will be called
 sentence_transformer_ef(
     texts: List[str]
 ) -> List[np.array]

API_Reference/pymilvus/v2.4.x/EmbeddingModels/SpladeEmbeddingFunction/__call__.md

@@ -2,7 +2,7 @@
 
 This operation in [SpladeEmbeddingFunction](SpladeEmbeddingFunction.md) takes a list of text strings and directly encodes them into vector embeddings.
 
-Unlike [encode_documents()](encode_documents.md) or [encode_queries()](encode_queries.md), which enable you to prepend **doc_instruction** or **query_instruction** and utilize **k_tokens_document** or **k_tokens_query** for result pruning, the **call**() method directly returns embeddings without offering the option to prepend instructions or prune results.
+Unlike [encode_documents()](encode_documents.md) or [encode_queries()](encode_queries.md), which enable you to prepend **doc_instruction** or **query_instruction** and utilize **k_tokens_document** or **k_tokens_query** for result pruning, the **\_\_call\_\_()** method directly returns embeddings without offering the option to prepend instructions or prune results.
 
 ## Request syntax
 

API_Reference/pymilvus/v2.4.x/EmbeddingModels/VoyageEmbeddingFunction/VoyageEmbeddingFunction.md

@@ -43,4 +43,4 @@ voyage_ef = VoyageEmbeddingFunction(
 )
 ```
 
-<DocCardList />
+<DocCardList />

API_Reference/pymilvus/v2.4.x/EmbeddingModels/VoyageEmbeddingFunction/__call__.md

@@ -2,7 +2,7 @@
 
 This operation in [VoyageEmbeddingFunction](VoyageEmbeddingFunction.md) takes a list of text strings and directly encodes them into vector embeddings.
 
-The `call` method of VoyageEmbeddingFunction shares the same functionality as [encode_documents()](encode_documents.md) and [encode_queries()](encode_queries.md).
+The **\_\_call\_\_()** method of VoyageEmbeddingFunction shares the same functionality as [encode_documents()](encode_documents.md) and [encode_queries()](encode_queries.md).
 
 ## Request syntax
 

API_Reference/pymilvus/v2.4.x/MilvusClient/Collections/DataType.md

@@ -5,74 +5,59 @@ This is an enumeration that provides the following constants.
 ## Constants
 
 - NONE = 0
-
-  Sets the data type to **NoneType**.
+Sets the data type to **NoneType**.
 
 - BOOL = 1
-
-  Sets the data type to **Boolean**.
+Sets the data type to **Boolean**.
 
 - INT8 = 2
-
-  Sets the data type to **Int8**.
+Sets the data type to **Int8**.
 
 - INT16 = 3
-
-  Sets the data type to **Int16**.
+Sets the data type to **Int16**.
 
 - INT32 = 4
-
-  Sets the data type to **Int32**.
+Sets the data type to **Int32**.
 
 - INT64 = 5
-
-  Sets the data type to **Int64**.
+Sets the data type to **Int64**.
 
 - FLOAT = 10
-
-  Sets the data type to **Float**.
+Sets the data type to **Float**.
 
 - DOUBLE = 11
-
-  Sets the data type to **Double**.
+Sets the data type to **Double**.
 
 - STRING = 20
-
-  Sets the data type to **String**.
+Sets the data type to **String**.
 
 - VARCHAR = 21
-
-  Sets the data type to **Varchar**.
+Sets the data type to **Varchar**.
 
 - ARRAY = 22
-
-  Sets the data type to **Array**.
+Sets the data type to **Array**.
 
 - JSON = 23
-
-  Sets the data type to **JSON**.
+Sets the data type to **JSON**.
 
 - BINARY_VECTOR = 100
-
-  Sets the data type to **Binary Vector**.
+Sets the data type to **Binary Vector**.
 
 - FLOAT_VECTOR = 101
-
-  Sets the data type to **Float Vector**.
+Sets the data type to **Float Vector**.
 
 - FLOAT16_VECTOR = 102
 
-  Sets the data type to **Float16**.
+    Sets the data type to **Float16**.
 
 - BFLOAT16_VECTOR = 103
 
-  Sets the data type to **BFloat16**.
+    Sets the data type to **BFloat16**.
 
 - SPARSE_FLOAT_VECTOR = 104
 
-  Sets the data type to **Sparse Vector**.
+    Sets the data type to **Sparse Vector**.
 
 - UNKNOWN = 999
+Sets the data type to **Unknown**.
 
-  Sets the data type to **Unknown**.
-

API_Reference/pymilvus/v2.4.x/MilvusClient/Collections/IndexType.md

@@ -6,77 +6,76 @@ This is an enumeration that provides the following constants.
 
 - GPU_BRUTE_FORCE
 
-  Sets the index type to **GPU_BRUTE_FORCE**. This applies to GPU indexes only.
+    Sets the index type to **GPU_BRUTE_FORCE**. This applies to GPU indexes only.
 
 - GPU_IVF_FLAT
 
-  Sets the index type to **GPU_IVF_FLAT**. This applies to GPU indexes only.
+    Sets the index type to **GPU_IVF_FLAT**. This applies to GPU indexes only.
 
 - GPU_IVF_PQ
 
-  Sets the index type to **GPU_IVF_PQ**. This applies to GPU indexes only.
+    Sets the index type to **GPU_IVF_PQ**. This applies to GPU indexes only.
 
 - GPU_CAGRA
 
-  Sets the index type to **GPU_CAGRA**. This applies to GPU indexes only.
+    Sets the index type to **GPU_CAGRA**. This applies to GPU indexes only.
 
 - FLAT
 
-  Sets the index type to **FLAT**.
+    Sets the index type to **FLAT**.
 
 - IVF_FLAT
 
-  Sets the index type to **IVF_FLAT**.
+    Sets the index type to **IVF_FLAT**.
 
 - IVF_PQ
 
-  Sets the index type to **IVF_PQ**.
+    Sets the index type to **IVF_PQ**.
 
 - SCANN
 
-  Sets the index type to **SCANN**.
+    Sets the index type to **SCANN**.
 
 - IVF_SQ8
 
-  Sets the index type to **IVF_SQ8**.
+    Sets the index type to **IVF_SQ8**.
 
 - BIN_FLAT
 
-  Sets the index type to **BIN_FLAT**. This applies to binary vectors only.
+    Sets the index type to **BIN_FLAT**. This applies to binary vectors only.
 
 - BIN_IVF_FLAT
 
-  Sets the index type to **BIN_IVF_FLAT**. This applies to binary vectors only.
+    Sets the index type to **BIN_IVF_FLAT**. This applies to binary vectors only.
 
 - HNSW
 
-  Sets the index type to **HNSW**.
+    Sets the index type to **HNSW**.
 
 - DISKANN
 
-  Sets the index type to **DISKANN**.
+    Sets the index type to **DISKANN**.
 
 - SPARSE_INVERTED_INDEX
 
-  Sets the index type to **SPARSE_INVERTED_INDEX**. This applies to sparse vectors only.
+    Sets the index type to **SPARSE_INVERTED_INDEX**. This applies to sparse vectors only.
 
 - SPARSE_WAND
 
-  Sets the index type to **SPARSE_WAND**. This applies to sparse vectors only.
+    Sets the index type to **SPARSE_WAND**. This applies to sparse vectors only.
 
 - INVERTED
 
-  Sets the index type to **INVERTED**. This applies to scalar fields only.
+    Sets the index type to **INVERTED**. This applies to scalar fields only.
 
 - STL_SORT
 
-  Sets the index type to **STL_SORT**. This applies to scalar fields only.
+    Sets the index type to **STL_SORT**. This applies to scalar fields only.
 
 - TRIE / Trie
 
-  Sets the index type to **TRIE**. This applies to VarChar scalar fields only.
+    Sets the index type to **TRIE**. This applies to VarChar scalar fields only.
 
 - AUTOINDEX
 
-  Sets the index type to **AUTOINDEX**.
-
+    Sets the index type to **AUTOINDEX**.

API_Reference/pymilvus/v2.4.x/MilvusClient/Collections/create_collection.md

@@ -1,6 +1,6 @@
 # create_collection()
 
-This operation creates a collection either with default or customized settings. 
+This operation supports creating a collection in two distinct ways: quick setup or custom setup. 
 
 ## Request syntax
 
@@ -14,8 +14,8 @@ create_collection(
     metric_type: str = "COSINE",
     auto_id: bool = False,
     timeout: Optional[float] = None,
-    schema: Optional[CollectionSchema] = None,
-    index_params: Optional[IndexParams] = None,
+    schema: Optional[CollectionSchema] = None, # Used for custom setup
+    index_params: Optional[IndexParams] = None, # Used for custom setup
     **kwargs,
 ) -> None
 ```
@@ -32,7 +32,7 @@ create_collection(
 
     The dimension of the collection field to hold vector embeddings.
 
-    The value is usually determined by the model you use to generate vector embeddings.
+    The value is usually determined by the model you use to generate vector embeddings and should be an integer greater than 1.
 
     This parameter is designed for the quick setup of a collection and will be ignored if **schema** is not **None** and a field in the schema has its **dim** set to a positive integer.
 
@@ -84,7 +84,7 @@ create_collection(
 
     The schema of this collection.
 
-    Setting this to **None** indicates this collection will be created with default settings. 
+    Setting this to **None** indicates this collection will be created in a quick setup manner. 
 
     To set up a collection with a customized schema, you need to create a **CollectionSchema** object and reference it here. In this case, Milvus ignores all other schema-related settings carried in the request.
 
@@ -145,8 +145,6 @@ create_collection(
 
         The value defaults to **64**, indicating that 64 partitions are to be created along with this collection. This parameter applies when **partition_key_field** is set to the name of a field.
 
-        This parameter is not applicable to Milvus Lite. For more information on Milvus Lite limits, refer to [Run Milvus Lite](https://milvus.io/docs/milvus_lite.md).
-
     - **consistency_level** (*int* | *str*)
 
         The consistency level of the target collection.
@@ -210,7 +208,7 @@ You can choose between a quick setup or a customized setup as follows:
 
 - **Quick setup**
 
-    The quick setup collection has two fields: the primary and vector fields. It also allows the insertion of undefined fields and their values in key-value pairs in a dynamic field.
+    The quick setup collection has two mandatory fields: the primary and vector fields. It also allows the insertion of undefined fields and their values in key-value pairs in a dynamic field.
 
     ```python
     client.create_collection(
@@ -244,7 +242,7 @@ You can choose between a quick setup or a customized setup as follows:
     )
     ```
 
-    In the above code, the collection will be created and automatically loaded into memory.
+    In the above code, the collection will be created, indexed, and loaded into memory.
 
 - **Customized setup with index parameters**
 
@@ -287,7 +285,7 @@ You can choose between a quick setup or a customized setup as follows:
     )
     ```
 
-    In the above code, the collection will be created and automatically loaded into memory.
+    In the above code, the collection will be created, indexed, and loaded into memory.
 
 - **Customized setup without index parameters**
 
@@ -311,7 +309,7 @@ You can choose between a quick setup or a customized setup as follows:
     )
     ```
 
-    In the above code, the collection will also be created, but its data will not automatically loaded into memory.
+    In the above code, the collection will also be created. However, without `index_param`, data in the collection will not be indexed and loaded into memory.
 
 ## Related methods
 

API_Reference/pymilvus/v2.4.x/MilvusClient/Management/add_index.md

@@ -105,7 +105,7 @@ schema.add_field(field_name="my_vector", datatype=DataType.FLOAT_VECTOR, dim=5)
 # }
 
 # 3. Create index parameters
-index_params = client.create_index_params()
+index_params = client.prepare_index_params()
 
 # 4. Add indexes
 # - For a scalar field

API_Reference/pymilvus/v2.4.x/MilvusClient/Vector/query.md

@@ -58,7 +58,7 @@ query(
 
     The value defaults to **None**. If specified, only the specified partitions are involved in queries.
 
-    This parameter is not applicable to Milvus Lite. For more information on Milvus Lite limits, refer to [Run Milvus Lite](https://milvus.io/docs/milvus_lite.md).
+    This parameter is not applicable to Milvus Lite. For more information on Milvus Lite limits, refer to [Run Milvus Lite](https://milvus.io/docs/milvus_lite.md). 
 
 - **kwargs** -
 

API_Reference/pymilvus/v2.4.x/MilvusClient/Vector/upsert.md

@@ -79,7 +79,7 @@ upsert(
 
     If specified, the data is to be inserted or updated in the specified partition.
 
-    This parameter is not applicable to Milvus Lite. For more information on Milvus Lite limits, refer to [Run Milvus Lite](https://milvus.io/docs/milvus_lite.md).
+    This parameter is not applicable to Milvus Lite. For more information on Milvus Lite limits, refer to [Run Milvus Lite](https://milvus.io/docs/milvus_lite.md). 
 
 **RETURN TYPE:**
 

API_Reference/pymilvus/v2.4.x/ORM/Collection/set_properties.md

@@ -14,17 +14,17 @@ set_properties(
 
 **PARAMETERS:**
 
-- properties (dict) -
+- **properties** (dict) -
 
     A set of collection properties in the form of a dictionary. Currently, you can set the following properties:
 
     - **collection.ttl.seconds**
 
         Once this property is set, data in the current collection expires in the specified time. Expired data in the collection will be cleaned up and will not be involved in searches or queries.
 
-    - **collection.mmap.enabled**
+    - **mmap.enabled**
 
-        Allows you to enable or disable memory mapping for a Milvus collection. For more information, refer to [Configure memory mapping](https://milvus.io/docs/mmap.md).
+        Whether to enable memory-mapped storage at the collection level. For more information, refer to [Configure memory mapping](https://milvus.io/docs/mmap.md#Configure-memory-mapping).
 
 - **timeout** (*float*)  -