1.2.2

samples/agent/tool_delete.py

@@ -21,5 +21,4 @@
 
 select_ai.connect(user=user, password=password, dsn=dsn)
 
-tool = select_ai.agent.Tool("LLM_CHAT_TOOL")
-tool.delete(force=True)
+select_ai.agent.Tool.delete_tool("LLM_CHAT_TOOL", force=True)

samples/profile_delete.py

@@ -18,5 +18,4 @@
 dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING")
 
 select_ai.connect(user=user, password=password, dsn=dsn)
-profile = select_ai.Profile(profile_name="oci_ai_profile")
-profile.delete()
+profile = select_ai.Profile.delete_profile(profile_name="oci_ai_profile")

src/select_ai/agent/core.py

@@ -1,4 +1,4 @@
-# ------------------------------------------------------------------------------
+# -----------------------------------------------------------------------------
 # Copyright (c) 2025, Oracle and/or its affiliates.
 #
 # Licensed under the Universal Permissive License v 1.0 as shown at
@@ -173,11 +173,23 @@ def delete(self, force: Optional[bool] = False):
                 },
             )
 
+    @classmethod
+    def delete_agent(cls, agent_name: str, force: Optional[bool] = False):
+        """
+        Class method to delete AI Agent from the database
+
+        :param str agent_name: The name of the AI Agent
+        :param bool force: Force the deletion. Default value is False.
+
+        """
+        agent = cls(agent_name=agent_name)
+        agent.delete(force=force)
+
     def disable(self):
         """
         Disable AI Agent
         """
-        with cursor as cr:
+        with cursor() as cr:
             cr.callproc(
                 "DBMS_CLOUD_AI_AGENT.DISABLE_AGENT",
                 keyword_parameters={
@@ -189,7 +201,7 @@ def enable(self):
         """
         Enable AI Agent
         """
-        with cursor as cr:
+        with cursor() as cr:
             cr.callproc(
                 "DBMS_CLOUD_AI_AGENT.ENABLE_AGENT",
                 keyword_parameters={
@@ -390,11 +402,25 @@ async def delete(self, force: Optional[bool] = False):
                 },
             )
 
+    @classmethod
+    async def delete_agent(
+        cls, agent_name: str, force: Optional[bool] = False
+    ):
+        """
+        Class method to delete AI Agent from the database
+
+        :param str agent_name: The name of the AI Agent
+        :param bool force: Force the deletion. Default value is False.
+
+        """
+        agent = cls(agent_name=agent_name)
+        await agent.delete(force=force)
+
     async def disable(self):
         """
         Disable AI Agent
         """
-        async with async_cursor as cr:
+        async with async_cursor() as cr:
             await cr.callproc(
                 "DBMS_CLOUD_AI_AGENT.DISABLE_AGENT",
                 keyword_parameters={
@@ -406,7 +432,7 @@ async def enable(self):
         """
         Enable AI Agent
         """
-        async with async_cursor as cr:
+        async with async_cursor() as cr:
             await cr.callproc(
                 "DBMS_CLOUD_AI_AGENT.ENABLE_AGENT",
                 keyword_parameters={

src/select_ai/agent/task.py

@@ -188,6 +188,17 @@ def delete(self, force: bool = False):
                 },
             )
 
+    @classmethod
+    def delete_task(cls, task_name: str, force: bool = False):
+        """
+        Class method to delete AI Task from the database
+
+        :param str task_name: The name of the AI Task
+        :param bool force: Force the deletion. Default value is False.
+        """
+        task = cls(task_name=task_name)
+        task.delete(force=force)
+
     def disable(self):
         """
         Disable AI Task
@@ -406,6 +417,17 @@ async def delete(self, force: bool = False):
                 },
             )
 
+    @classmethod
+    async def delete_task(cls, task_name: str, force: bool = False):
+        """
+        Class method to delete AI Task from the database
+
+        :param str task_name: The name of the AI Task
+        :param bool force: Force the deletion. Default value is False.
+        """
+        task = cls(task_name=task_name)
+        await task.delete(force=force)
+
     async def disable(self):
         """
         Disable AI Task

src/select_ai/agent/team.py

@@ -57,10 +57,10 @@ class BaseTeam(ABC):
     def __init__(
         self,
         team_name: str,
-        attributes: TeamAttributes,
+        attributes: Optional[TeamAttributes] = None,
         description: Optional[str] = None,
     ):
-        if not isinstance(attributes, TeamAttributes):
+        if attributes and not isinstance(attributes, TeamAttributes):
             raise TypeError(
                 f"attributes must be an object of type  "
                 f"select_ai.agent.TeamAttributes instance"
@@ -180,6 +180,17 @@ def delete(self, force: Optional[bool] = False):
                 },
             )
 
+    @classmethod
+    def delete_team(cls, team_name: str, force: Optional[bool] = False):
+        """
+        Class method to delete an AI agent team from the database
+
+        :param str team_name: The name of the AI team
+        :param bool force: Force the deletion. Default value is False.
+        """
+        team = cls(team_name=team_name)
+        team.delete(force=force)
+
     def disable(self):
         """
         Disable the AI agent team
@@ -435,6 +446,17 @@ async def delete(self, force: Optional[bool] = False):
                 },
             )
 
+    @classmethod
+    async def delete_team(cls, team_name: str, force: Optional[bool] = False):
+        """
+        Class method to delete an AI agent team from the database
+
+        :param str team_name: The name of the AI team
+        :param bool force: Force the deletion. Default value is False.
+        """
+        team = cls(team_name=team_name)
+        await team.delete(force=force)
+
     async def disable(self):
         """
         Disable the AI agent team

src/select_ai/agent/tool.py

@@ -48,13 +48,12 @@ class ToolType(StrEnum):
     Built-in Tool Types
     """
 
-    EMAIL = "EMAIL"
     HUMAN = "HUMAN"
     HTTP = "HTTP"
     RAG = "RAG"
     SQL = "SQL"
-    SLACK = "SLACK"
     WEBSEARCH = "WEBSEARCH"
+    NOTIFICATION = "NOTIFICATION"
 
 
 @dataclass
@@ -103,6 +102,12 @@ def __post_init__(self):
     @classmethod
     def create(cls, *, tool_type: Optional[ToolType] = None, **kwargs):
         tool_params_cls = ToolTypeParams.get(tool_type, ToolParams)
+        if "notification_type" in kwargs:
+            notification_type = kwargs["notification_type"]
+            if notification_type == NotificationType.SLACK:
+                tool_params_cls = SlackNotificationToolParams
+            elif notification_type == NotificationType.EMAIL:
+                tool_params_cls = EmailNotificationToolParams
         return tool_params_cls(**kwargs)
 
     @classmethod
@@ -132,14 +137,20 @@ class RAGToolParams(ToolParams):
 
 
 @dataclass
-class SlackNotificationToolParams(ToolParams):
+class NotificationToolParams(ToolParams):
+
+    notification_type = NotificationType
+
+
+@dataclass
+class SlackNotificationToolParams(NotificationToolParams):
 
     _REQUIRED_FIELDS = ["credential_name", "slack_channel"]
     notification_type: NotificationType = NotificationType.SLACK
 
 
 @dataclass
-class EmailNotificationToolParams(ToolParams):
+class EmailNotificationToolParams(NotificationToolParams):
 
     _REQUIRED_FIELDS = ["credential_name", "recipient", "sender", "smtp_host"]
     notification_type: NotificationType = NotificationType.EMAIL
@@ -222,8 +233,7 @@ def create(cls, **kwargs):
 
 
 ToolTypeParams = {
-    ToolType.EMAIL: EmailNotificationToolParams,
-    ToolType.SLACK: SlackNotificationToolParams,
+    ToolType.NOTIFICATION: NotificationToolParams,
     ToolType.HTTP: HTTPToolParams,
     ToolType.RAG: RAGToolParams,
     ToolType.SQL: SQLToolParams,
@@ -401,7 +411,7 @@ def create_email_notification_tool(
         )
         return cls.create_built_in_tool(
             tool_name=tool_name,
-            tool_type=ToolType.EMAIL,
+            tool_type=ToolType.NOTIFICATION,
             tool_params=email_notification_tool_params,
             description=description,
             replace=replace,
@@ -534,7 +544,7 @@ def create_slack_notification_tool(
         )
         return cls.create_built_in_tool(
             tool_name=tool_name,
-            tool_type=ToolType.SLACK,
+            tool_type=ToolType.NOTIFICATION,
             tool_params=slack_notification_tool_params,
             description=description,
             replace=replace,
@@ -585,6 +595,17 @@ def delete(self, force: bool = False):
                 },
             )
 
+    @classmethod
+    def delete_tool(cls, tool_name: str, force: bool = False):
+        """
+        Class method to delete AI Tool from the database
+
+        :param str tool_name: The name of the tool
+        :param bool force: Force the deletion. Default value is False.
+        """
+        tool = cls(tool_name=tool_name)
+        tool.delete(force=force)
+
     def disable(self):
         """
         Disable AI Tool
@@ -835,7 +856,7 @@ async def create_email_notification_tool(
         )
         return await cls.create_built_in_tool(
             tool_name=tool_name,
-            tool_type=ToolType.EMAIL,
+            tool_type=ToolType.NOTIFICATION,
             tool_params=email_notification_tool_params,
             description=description,
             replace=replace,
@@ -968,7 +989,7 @@ async def create_slack_notification_tool(
         )
         return await cls.create_built_in_tool(
             tool_name=tool_name,
-            tool_type=ToolType.SLACK,
+            tool_type=ToolType.NOTIFICATION,
             tool_params=slack_notification_tool_params,
             description=description,
             replace=replace,
@@ -1019,6 +1040,17 @@ async def delete(self, force: bool = False):
                 },
             )
 
+    @classmethod
+    async def delete_tool(cls, tool_name: str, force: bool = False):
+        """
+        Class method ot delete AI Tool from the database
+
+        :param str tool_name: The name of the tool
+        :param bool force: Force the deletion. Default value is False.
+        """
+        tool = cls(tool_name=tool_name)
+        await tool.delete(force=force)
+
     async def disable(self):
         """
         Disable AI Tool

src/select_ai/async_profile.py

@@ -23,7 +23,7 @@
 from select_ai.base_profile import (
     BaseProfile,
     ProfileAttributes,
-    no_data_for_prompt,
+    convert_json_rows_to_df,
     validate_params_for_feedback,
     validate_params_for_summary,
 )
@@ -248,23 +248,40 @@ async def create(self, replace: Optional[int] = False) -> None:
                 else:
                     raise
 
-    async def delete(self, force=False) -> None:
-        """Asynchronously deletes an AI profile from the database
-
-        :param bool force: Ignores errors if AI profile does not exist.
-        :return: None
-        :raises: oracledb.DatabaseError
-
+    @staticmethod
+    async def _delete(profile_name: str, force: bool = False):
+        """
+        Internal method to delete AI profile from the database
         """
         async with async_cursor() as cr:
             await cr.callproc(
                 "DBMS_CLOUD_AI.DROP_PROFILE",
                 keyword_parameters={
-                    "profile_name": self.profile_name,
+                    "profile_name": profile_name,
                     "force": force,
                 },
             )
 
+    async def delete(self, force=False) -> None:
+        """Asynchronously deletes an AI profile from the database
+
+        :param bool force: Ignores errors if AI profile does not exist.
+        :return: None
+        :raises: oracledb.DatabaseError
+        """
+        await self._delete(profile_name=self.profile_name, force=force)
+
+    @classmethod
+    async def delete_profile(cls, profile_name: str, force: bool = False):
+        """Asynchronously deletes an AI profile from the database
+
+        :param str profile_name: Name of the AI profile
+        :param bool force: Ignores errors if AI profile does not exist.
+        :return: None
+        :raises: oracledb.DatabaseError
+        """
+        await cls._delete(profile_name=profile_name, force=force)
+
     @classmethod
     async def fetch(cls, profile_name: str) -> "AsyncProfile":
         """Asynchronously create an AI Profile object from attributes
@@ -423,9 +440,7 @@ async def generate(
         else:
             result = None
         if action == Action.RUNSQL:
-            if no_data_for_prompt(result):  # empty dataframe
-                return pandas.DataFrame()
-            return pandas.DataFrame(json.loads(result))
+            return convert_json_rows_to_df(result)
         else:
             return result