|
| 1 | +from typing import Any, Dict, Optional, List |
| 2 | +from google.adk.tools import BaseTool, ToolContext |
| 3 | +from google.genai import types |
| 4 | +from vanna.tools.agent_memory import ( |
| 5 | + SaveQuestionToolArgsTool as VannaSaveQuestionToolArgsTool, |
| 6 | + SearchSavedCorrectToolUsesTool as VannaSearchSavedCorrectToolUsesTool, |
| 7 | + SaveTextMemoryTool as VannaSaveTextMemoryTool, |
| 8 | +) |
| 9 | +from vanna.core.user import User |
| 10 | +from vanna.core.tool import ToolContext as VannaToolContext |
| 11 | + |
| 12 | + |
| 13 | +class SaveQuestionToolArgsTool(BaseTool): |
| 14 | + """Save successful question-tool-argument combinations for future reference.""" |
| 15 | + |
| 16 | + def __init__( |
| 17 | + self, |
| 18 | + agent_memory, |
| 19 | + access_groups: Optional[List[str]] = None, |
| 20 | + ): |
| 21 | + """ |
| 22 | + Initialize the save tool usage tool with custom agent_memory. |
| 23 | +
|
| 24 | + Args: |
| 25 | + agent_memory: A Vanna agent memory instance (e.g., DemoAgentMemory) |
| 26 | + access_groups: List of user groups that can access this tool (e.g., ['admin']) |
| 27 | + """ |
| 28 | + self.agent_memory = agent_memory |
| 29 | + self.vanna_tool = VannaSaveQuestionToolArgsTool() |
| 30 | + self.access_groups = access_groups or ["admin"] # Default: only admin |
| 31 | + |
| 32 | + super().__init__( |
| 33 | + name="save_question_tool_args", # Keep the same name as Vanna |
| 34 | + description="Save a successful question-tool-argument combination for future reference.", |
| 35 | + ) |
| 36 | + |
| 37 | + def _get_declaration(self) -> types.FunctionDeclaration: |
| 38 | + return types.FunctionDeclaration( |
| 39 | + name=self.name, |
| 40 | + description=self.description, |
| 41 | + parameters=types.Schema( |
| 42 | + type=types.Type.OBJECT, |
| 43 | + properties={ |
| 44 | + "question": types.Schema( |
| 45 | + type=types.Type.STRING, |
| 46 | + description="The original question that was asked", |
| 47 | + ), |
| 48 | + "tool_name": types.Schema( |
| 49 | + type=types.Type.STRING, |
| 50 | + description="The name of the tool that was used successfully", |
| 51 | + ), |
| 52 | + "args": types.Schema( |
| 53 | + type=types.Type.OBJECT, |
| 54 | + description="The arguments that were passed to the tool", |
| 55 | + ), |
| 56 | + }, |
| 57 | + required=["question", "tool_name", "args"], |
| 58 | + ), |
| 59 | + ) |
| 60 | + |
| 61 | + def _get_user_groups(self, tool_context: ToolContext) -> List[str]: |
| 62 | + """Get user groups from context.""" |
| 63 | + user_groups = tool_context.state.get("user_groups", ["user"]) |
| 64 | + return user_groups |
| 65 | + |
| 66 | + def _check_access(self, user_groups: List[str]) -> bool: |
| 67 | + """Check if user has access to this tool.""" |
| 68 | + return any(group in self.access_groups for group in user_groups) |
| 69 | + |
| 70 | + def _create_vanna_context( |
| 71 | + self, tool_context: ToolContext, user_groups: List[str] |
| 72 | + ) -> VannaToolContext: |
| 73 | + """Create Vanna context from Veadk ToolContext.""" |
| 74 | + user_id = tool_context.user_id |
| 75 | + user_email = tool_context.state.get("user_email", "user@example.com") |
| 76 | + |
| 77 | + vanna_user = User(id=user_id, email=user_email, group_memberships=user_groups) |
| 78 | + |
| 79 | + vanna_context = VannaToolContext( |
| 80 | + user=vanna_user, |
| 81 | + conversation_id=tool_context.session.id, |
| 82 | + request_id=tool_context.session.id, |
| 83 | + agent_memory=self.agent_memory, |
| 84 | + ) |
| 85 | + |
| 86 | + return vanna_context |
| 87 | + |
| 88 | + async def run_async( |
| 89 | + self, *, args: Dict[str, Any], tool_context: ToolContext |
| 90 | + ) -> str: |
| 91 | + """Save a tool usage pattern.""" |
| 92 | + question = args.get("question", "").strip() |
| 93 | + tool_name = args.get("tool_name", "").strip() |
| 94 | + tool_args = args.get("args", {}) |
| 95 | + |
| 96 | + if not question: |
| 97 | + return "Error: No question provided" |
| 98 | + |
| 99 | + if not tool_name: |
| 100 | + return "Error: No tool name provided" |
| 101 | + |
| 102 | + try: |
| 103 | + user_groups = self._get_user_groups(tool_context) |
| 104 | + |
| 105 | + if not self._check_access(user_groups): |
| 106 | + return f"Error: Access denied. This tool requires one of the following groups: {', '.join(self.access_groups)}" |
| 107 | + |
| 108 | + vanna_context = self._create_vanna_context(tool_context, user_groups) |
| 109 | + |
| 110 | + args_model = self.vanna_tool.get_args_schema()( |
| 111 | + question=question, tool_name=tool_name, args=tool_args |
| 112 | + ) |
| 113 | + result = await self.vanna_tool.execute(vanna_context, args_model) |
| 114 | + |
| 115 | + return str(result.result_for_llm) |
| 116 | + except Exception as e: |
| 117 | + return f"Error saving tool usage: {str(e)}" |
| 118 | + |
| 119 | + |
| 120 | +class SearchSavedCorrectToolUsesTool(BaseTool): |
| 121 | + """Search for similar tool usage patterns based on a question.""" |
| 122 | + |
| 123 | + def __init__( |
| 124 | + self, |
| 125 | + agent_memory, |
| 126 | + access_groups: Optional[List[str]] = None, |
| 127 | + ): |
| 128 | + """ |
| 129 | + Initialize the search similar tools tool with custom agent_memory. |
| 130 | +
|
| 131 | + Args: |
| 132 | + agent_memory: A Vanna agent memory instance (e.g., DemoAgentMemory) |
| 133 | + access_groups: List of user groups that can access this tool (e.g., ['admin', 'user']) |
| 134 | + user_group_resolver: Optional callable that takes ToolContext and returns user groups |
| 135 | + """ |
| 136 | + self.agent_memory = agent_memory |
| 137 | + self.vanna_tool = VannaSearchSavedCorrectToolUsesTool() |
| 138 | + self.access_groups = access_groups or ["admin", "user"] |
| 139 | + |
| 140 | + super().__init__( |
| 141 | + name="search_saved_correct_tool_uses", # Keep the same name as Vanna |
| 142 | + description="Search for similar tool usage patterns based on a question.", |
| 143 | + ) |
| 144 | + |
| 145 | + def _get_declaration(self) -> types.FunctionDeclaration: |
| 146 | + return types.FunctionDeclaration( |
| 147 | + name=self.name, |
| 148 | + description=self.description, |
| 149 | + parameters=types.Schema( |
| 150 | + type=types.Type.OBJECT, |
| 151 | + properties={ |
| 152 | + "question": types.Schema( |
| 153 | + type=types.Type.STRING, |
| 154 | + description="The question to find similar tool usage patterns for", |
| 155 | + ), |
| 156 | + "limit": types.Schema( |
| 157 | + type=types.Type.INTEGER, |
| 158 | + description="Maximum number of results to return (default: 10)", |
| 159 | + ), |
| 160 | + }, |
| 161 | + required=["question"], |
| 162 | + ), |
| 163 | + ) |
| 164 | + |
| 165 | + def _get_user_groups(self, tool_context: ToolContext) -> List[str]: |
| 166 | + """Get user groups from context.""" |
| 167 | + user_groups = tool_context.state.get("user_groups", ["user"]) |
| 168 | + return user_groups |
| 169 | + |
| 170 | + def _check_access(self, user_groups: List[str]) -> bool: |
| 171 | + """Check if user has access to this tool.""" |
| 172 | + return any(group in self.access_groups for group in user_groups) |
| 173 | + |
| 174 | + def _create_vanna_context( |
| 175 | + self, tool_context: ToolContext, user_groups: List[str] |
| 176 | + ) -> VannaToolContext: |
| 177 | + """Create Vanna context from Veadk ToolContext.""" |
| 178 | + user_id = tool_context.user_id |
| 179 | + user_email = tool_context.state.get("user_email", "user@example.com") |
| 180 | + |
| 181 | + vanna_user = User(id=user_id, email=user_email, group_memberships=user_groups) |
| 182 | + |
| 183 | + vanna_context = VannaToolContext( |
| 184 | + user=vanna_user, |
| 185 | + conversation_id=tool_context.session.id, |
| 186 | + request_id=tool_context.session.id, |
| 187 | + agent_memory=self.agent_memory, |
| 188 | + ) |
| 189 | + |
| 190 | + return vanna_context |
| 191 | + |
| 192 | + async def run_async( |
| 193 | + self, *, args: Dict[str, Any], tool_context: ToolContext |
| 194 | + ) -> str: |
| 195 | + """Search for similar tool usage patterns.""" |
| 196 | + question = args.get("question", "").strip() |
| 197 | + limit = args.get("limit", 10) |
| 198 | + |
| 199 | + if not question: |
| 200 | + return "Error: No question provided" |
| 201 | + |
| 202 | + try: |
| 203 | + user_groups = self._get_user_groups(tool_context) |
| 204 | + |
| 205 | + if not self._check_access(user_groups): |
| 206 | + return f"Error: Access denied. This tool requires one of the following groups: {', '.join(self.access_groups)}" |
| 207 | + |
| 208 | + vanna_context = self._create_vanna_context(tool_context, user_groups) |
| 209 | + |
| 210 | + args_model = self.vanna_tool.get_args_schema()( |
| 211 | + question=question, limit=limit |
| 212 | + ) |
| 213 | + result = await self.vanna_tool.execute(vanna_context, args_model) |
| 214 | + |
| 215 | + return str(result.result_for_llm) |
| 216 | + except Exception as e: |
| 217 | + return f"Error searching similar tools: {str(e)}" |
| 218 | + |
| 219 | + |
| 220 | +class SaveTextMemoryTool(BaseTool): |
| 221 | + """Save free-form text memories for important insights, observations, or context.""" |
| 222 | + |
| 223 | + def __init__( |
| 224 | + self, |
| 225 | + agent_memory, |
| 226 | + access_groups: Optional[List[str]] = None, |
| 227 | + ): |
| 228 | + """ |
| 229 | + Initialize the save text memory tool with custom agent_memory. |
| 230 | +
|
| 231 | + Args: |
| 232 | + agent_memory: A Vanna agent memory instance (e.g., DemoAgentMemory) |
| 233 | + access_groups: List of user groups that can access this tool (e.g., ['admin', 'user']) |
| 234 | + user_group_resolver: Optional callable that takes ToolContext and returns user groups |
| 235 | + """ |
| 236 | + self.agent_memory = agent_memory |
| 237 | + self.vanna_tool = VannaSaveTextMemoryTool() |
| 238 | + self.access_groups = access_groups or ["admin", "user"] |
| 239 | + |
| 240 | + super().__init__( |
| 241 | + name="save_text_memory", # Keep the same name as Vanna |
| 242 | + description="Save free-form text memory for important insights, observations, or context.", |
| 243 | + ) |
| 244 | + |
| 245 | + def _get_declaration(self) -> types.FunctionDeclaration: |
| 246 | + return types.FunctionDeclaration( |
| 247 | + name=self.name, |
| 248 | + description=self.description, |
| 249 | + parameters=types.Schema( |
| 250 | + type=types.Type.OBJECT, |
| 251 | + properties={ |
| 252 | + "content": types.Schema( |
| 253 | + type=types.Type.STRING, |
| 254 | + description="The text content to save as a memory", |
| 255 | + ), |
| 256 | + }, |
| 257 | + required=["content"], |
| 258 | + ), |
| 259 | + ) |
| 260 | + |
| 261 | + def _get_user_groups(self, tool_context: ToolContext) -> List[str]: |
| 262 | + """Get user groups from context.""" |
| 263 | + user_groups = tool_context.state.get("user_groups", ["user"]) |
| 264 | + return user_groups |
| 265 | + |
| 266 | + def _check_access(self, user_groups: List[str]) -> bool: |
| 267 | + """Check if user has access to this tool.""" |
| 268 | + return any(group in self.access_groups for group in user_groups) |
| 269 | + |
| 270 | + def _create_vanna_context( |
| 271 | + self, tool_context: ToolContext, user_groups: List[str] |
| 272 | + ) -> VannaToolContext: |
| 273 | + """Create Vanna context from Veadk ToolContext.""" |
| 274 | + user_id = tool_context.user_id |
| 275 | + user_email = tool_context.state.get("user_email", "user@example.com") |
| 276 | + |
| 277 | + vanna_user = User(id=user_id, email=user_email, group_memberships=user_groups) |
| 278 | + |
| 279 | + vanna_context = VannaToolContext( |
| 280 | + user=vanna_user, |
| 281 | + conversation_id=tool_context.session.id, |
| 282 | + request_id=tool_context.session.id, |
| 283 | + agent_memory=self.agent_memory, |
| 284 | + ) |
| 285 | + |
| 286 | + return vanna_context |
| 287 | + |
| 288 | + async def run_async( |
| 289 | + self, *, args: Dict[str, Any], tool_context: ToolContext |
| 290 | + ) -> str: |
| 291 | + """Save a text memory.""" |
| 292 | + content = args.get("content", "").strip() |
| 293 | + |
| 294 | + if not content: |
| 295 | + return "Error: No content provided" |
| 296 | + |
| 297 | + try: |
| 298 | + user_groups = self._get_user_groups(tool_context) |
| 299 | + |
| 300 | + if not self._check_access(user_groups): |
| 301 | + return f"Error: Access denied. This tool requires one of the following groups: {', '.join(self.access_groups)}" |
| 302 | + |
| 303 | + vanna_context = self._create_vanna_context(tool_context, user_groups) |
| 304 | + |
| 305 | + args_model = self.vanna_tool.get_args_schema()(content=content) |
| 306 | + result = await self.vanna_tool.execute(vanna_context, args_model) |
| 307 | + |
| 308 | + return str(result.result_for_llm) |
| 309 | + except Exception as e: |
| 310 | + return f"Error saving text memory: {str(e)}" |
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