docs: Updating the imports for langchain-databricks to databricks-langchain (#29646)

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docs/docs/integrations/chat/databricks.ipynb

@@ -509,7 +509,7 @@
    "source": [
     "## API reference\n",
     "\n",
-    "For detailed documentation of all ChatDatabricks features and configurations head to the API reference: https://python.langchain.com/api_reference/databricks/chat_models/langchain_databricks.chat_models.ChatDatabricks.html"
+    "For detailed documentation of all ChatDatabricks features and configurations head to the API reference: https://api-docs.databricks.com/python/databricks-ai-bridge/latest/databricks_langchain.html#databricks_langchain.ChatDatabricks"
    ]
   }
  ],

docs/docs/integrations/vectorstores/databricks_vector_search.ipynb

@@ -506,7 +506,7 @@
    "source": [
     "## API reference\n",
     "\n",
-    "For detailed documentation of all DatabricksVectorSearch features and configurations head to the API reference: https://python.langchain.com/api_reference/databricks/vectorstores/langchain_databricks.vectorstores.DatabricksVectorSearch.html"
+    "For detailed documentation of all DatabricksVectorSearch features and configurations head to the API reference: https://api-docs.databricks.com/python/databricks-ai-bridge/latest/databricks_langchain.html#databricks_langchain.DatabricksVectorSearch"
    ]
   }
  ],

docs/src/theme/FeatureTables.js

@@ -27,7 +27,6 @@ const FEATURE_TABLES = {
                 "multimodal": true,
                 "local": false,
                 "apiLink": "https://python.langchain.com/api_reference/anthropic/chat_models/langchain_anthropic.chat_models.ChatAnthropic.html"
-                
             },
             {
                 "name": "ChatMistralAI",
@@ -207,14 +206,14 @@ const FEATURE_TABLES = {
             },
             {
                 "name": "ChatDatabricks",
-                "package": "langchain-databricks",
+                "package": "databricks-langchain",
                 "link": "databricks",
                 "structured_output": true,
                 "tool_calling": true,
                 "json_mode": false,
                 "multimodal": false,
                 "local": false,
-                "apiLink": "https://python.langchain.com/api_reference/upstage/chat_models/langchain_databricks.chat_models.ChatDatabricks.html"
+                "apiLink": "https://api-docs.databricks.com/python/databricks-ai-bridge/latest/databricks_langchain.html#databricks_langchain.ChatDatabricks"
             },
             {
                 "name": "ChatWatsonx",
@@ -389,8 +388,8 @@ const FEATURE_TABLES = {
             {
                 name: "Databricks",
                 link: "databricks",
-                package: "langchain-databricks",
+                package: "databricks-langchain",
-                apiLink: "https://python.langchain.com/api_reference/nomic/embeddings/langchain_databricks.embeddings.DatabricksEmbeddings.html"
+                apiLink: "https://api-docs.databricks.com/python/databricks-ai-bridge/latest/databricks_langchain.html#databricks_langchain.DatabricksEmbeddings"
             },
             {
                 name: "VoyageAI",
@@ -620,7 +619,6 @@ const FEATURE_TABLES = {
                 partnerPackage: false,
                 loaderName: "SharePointLoader",
                 apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.sharepoint.SharePointLoader.html"
-                
             },
             {
                 name: "Tencent COS Directory",
@@ -754,7 +752,6 @@ const FEATURE_TABLES = {
                 link: "twitter",
                 loaderName: "TwitterTweetLoader",
                 apiLink: "https://python.langchain.com/api_reference/community/document_loaders/langchain_community.document_loaders.twitter.TwitterTweetLoader.html"
-                
             },
             {
                 name: "Reddit",

libs/community/langchain_community/chat_models/databricks.py

@@ -11,7 +11,7 @@ logger = logging.getLogger(__name__)
 @deprecated(
     since="0.3.3",
     removal="1.0",
-    alternative_import="langchain_databricks.ChatDatabricks",
+    alternative_import="databricks_langchain.ChatDatabricks",
 )
 class ChatDatabricks(ChatMlflow):
     """`Databricks` chat models API.

libs/community/langchain_community/embeddings/databricks.py

@@ -16,7 +16,7 @@ def _chunk(texts: List[str], size: int) -> Iterator[List[str]]:
 @deprecated(
     since="0.3.3",
     removal="1.0",
-    alternative_import="langchain_databricks.DatabricksEmbeddings",
+    alternative_import="databricks_langchain.DatabricksEmbeddings",
 )
 class DatabricksEmbeddings(MlflowEmbeddings):
     """Databricks embeddings.

libs/community/langchain_community/llms/databricks.py

@@ -266,7 +266,7 @@ def _pickle_fn_to_hex_string(fn: Callable) -> str:
 @deprecated(
     since="0.3.3",
     removal="1.0",
-    alternative_import="langchain_databricks.ChatDatabricks",
+    alternative_import="databricks_langchain.ChatDatabricks",
 )
 class Databricks(LLM):
     """Databricks serving endpoint or a cluster driver proxy app for LLM.

libs/community/langchain_community/vectorstores/databricks_vector_search.py

@@ -32,7 +32,7 @@ logger = logging.getLogger(__name__)
 @deprecated(
     since="0.3.3",
     removal="1.0",
-    alternative_import="langchain_databricks.DatabricksVectorSearch",
+    alternative_import="databricks_langchain.DatabricksVectorSearch",
 )
 class DatabricksVectorSearch(VectorStore):
     """`Databricks Vector Search` vector store.