update docs

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

Author: AnthonyTsu1984

API_Reference/pymilvus/v2.4.x/About.md

@@ -18,14 +18,14 @@ In this release, you have the flexibility to choose MilvusClient or the original
 | 2.1.x	         | 2.1.3                        |
 | 2.2.x          | 2.2.3                        |
 | 2.3.x          | 2.3.7                        | 
-| 2.4.x          | 2.4.10                        |
+| 2.4.x          | 2.4.15                       |
 
 ## Install & Update
 
 You can run the following command to install the latest PyMilvus or update your PyMilvus to this version.
 
 ```shell
-pip install --upgrade pymilvus==v2.4.10
+pip install --upgrade pymilvus==v2.4.15
 ```
 
 After the installation, you can check the PyMilvus version by running the following

API_Reference/pymilvus/v2.4.x/DataImport/BulkImport/bulk_import.md

@@ -8,6 +8,7 @@ This operation imports the prepared data files to Milvus. To learn how to prepar
 bulk_import(
     url: str,
     collection_name: str,
+    db_name: str = "default"
     files: list
 )
 ```
@@ -16,19 +17,21 @@ bulk_import(
 
 - **url** (*string*) -
 
-    **[REQUIRED]**
+    **[REQUIRED]**
 
     The URI of your Milvus instance.
 
 - **collection_name** (*string*) -
 
-    **[REQUIRED]**
+    **[REQUIRED]**
 
     The name of a collection in the target cluster of this operation.
 
-- **files** (*list*) -
+- **db_name** (*string*) -
+
+    The name of the target database. The value of this parameter defaults to `default`.
 
-    **[REQUIRED]**
+- **files** (*list*) -
 
     The list of string lists, each string list contains a singular row-based file path or multiple column-based file paths.
 

API_Reference/pymilvus/v2.4.x/DataImport/BulkImport/get_import_progress.md

@@ -8,13 +8,13 @@ This operation gets the progress of the specified bulk-import job.
 
 - **url** (*string*) -
 
-    **[REQUIRED]**
+    **[REQUIRED]**
 
     The URI of your Milvus instance.
 
 - **job_id** (*string*) -
 
-    **[REQUIRED]**
+    **[REQUIRED]**
 
     The ID of the bulk-import job of your interest. 
 

API_Reference/pymilvus/v2.4.x/DataImport/BulkImport/list_import_jobs.md

@@ -15,7 +15,7 @@ list_import_jobs(
 
 - **url** (*string*) -
 
-    **[REQUIRED]**
+    **[REQUIRED]**
 
     The URI of your Milvus instance.
 

API_Reference/pymilvus/v2.4.x/DataImport/LocalBulkWriter/LocalBulkWriter.md

@@ -34,13 +34,13 @@ writer = LocalBulkWriter(
 
 - **schema** (*[CollectionSchema](../../ORM/CollectionSchema/CollectionSchema.md)*) -
 
-    **[REQUIRED]**
+    **[REQUIRED]**
 
     The schema of a target collection to which the rewritten data is to be imported.
 
 - **local_path** (*str*) -
 
-    **[REQUIRED]**
+    **[REQUIRED]**
 
     The path to the directory that is to hold the rewritten data.
 

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

@@ -44,7 +44,7 @@ connect_param = RemoteBulkWriter.AzureConnectParam(
 
 - **account_url** (*str*)
 
-    A string in format like `https://<storage-account>.blob.core.windows.net`.
+    A string in format like `<i>http</i>s://<storage-account>.blob.core.windows.net`.
 
     Read [this link](https://learn.microsoft.com/en-us/azure/storage/common/storage-account-overview) for more info.
 

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

@@ -14,7 +14,7 @@ Constructs a **RemoteBulkWriter** object with a set of parameters, such as **sch
 
 <p><b>notes</b></p>
 
-<p>A <strong>RemoteBulkWriter</strong> object intends to rewrite your raw data in a format that Milvus understands into an AWS-S3-compatible bucket.</p>
+<p>A <strong>RemoteBulkWriter</strong> object intends to rewrite your raw data in a format that Milvus understands into an AWS-S3-compatible or a Microsoft Azure Blob Storage bucket.</p>
 
 </div>
 
@@ -35,13 +35,13 @@ writer = RemoteBulkWriter(
 
 - **schema** (*[CollectionSchema](../../ORM/CollectionSchema/CollectionSchema.md)*) -
 
-    **[REQUIRED]**
+    **&#91;REQUIRED&#93;**
 
     The schema of a target collection to which the rewritten data is to be imported.
 
 - **remote_path** (*str*) -
 
-    **[REQUIRED]**
+    **&#91;REQUIRED&#93;**
 
     The path to the directory that is to hold the rewritten data.
 

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

@@ -14,7 +14,7 @@ encode_documents(
 
 **PARAMETERS:**
 
-- **documents** (*List[str]*)
+- **documents** (*List[str]*)
 
     A list of string values, where each string represents a document that will be passed to the embedding model for encoding. The model will generate an embedding vector for each string in the list.
 

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

@@ -14,7 +14,7 @@ encode_queries(
 
 **PARAMETERS:**
 
-- **queries** (*List[str]*)
+- **queries** (*List[str]*)
 
     A list of string values, where each string represents a query that will be passed to the embedding model for encoding. The model will generate an embedding vector for each string in the list.
 

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

@@ -43,7 +43,7 @@ CohereEmbeddingFunction(
 
     - `"clustering"`: Used for the embeddings run through a clustering algorithm.
 
-- **embedding_types** (*List[str]*)
+- **embedding_types** (*List[str]*)
 
     The type of embeddings you want to get back. Not required and default is None, which returns the Embed Floats response type. Currently, you can only specify a single value for this parameter. Possible values: