|
| 1 | +"""Agent Models.""" |
| 2 | + |
| 3 | +from enum import Enum |
| 4 | +from typing import Annotated, Any, Dict, List, Literal, Optional, Union |
| 5 | + |
| 6 | +from pydantic import BaseModel, ConfigDict, Discriminator, Field, Tag |
| 7 | + |
| 8 | + |
| 9 | +class AgentResourceType(str, Enum): |
| 10 | + """Enum for resource types.""" |
| 11 | + |
| 12 | + TOOL = "tool" |
| 13 | + CONTEXT = "context" |
| 14 | + ESCALATION = "escalation" |
| 15 | + |
| 16 | + |
| 17 | +class BaseAgentResourceConfig(BaseModel): |
| 18 | + """Base resource model with common properties.""" |
| 19 | + |
| 20 | + name: str |
| 21 | + description: str |
| 22 | + |
| 23 | + model_config = ConfigDict( |
| 24 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 25 | + ) |
| 26 | + |
| 27 | + |
| 28 | +class AgentUnknownResourceConfig(BaseAgentResourceConfig): |
| 29 | + """Fallback for unknown or future resource types.""" |
| 30 | + |
| 31 | + resource_type: str = Field(alias="$resourceType") |
| 32 | + |
| 33 | + model_config = ConfigDict(extra="allow") |
| 34 | + |
| 35 | + |
| 36 | +class BaseAgentToolResourceConfig(BaseAgentResourceConfig): |
| 37 | + """Tool resource with tool-specific properties.""" |
| 38 | + |
| 39 | + resource_type: Literal[AgentResourceType.TOOL] = Field(alias="$resourceType") |
| 40 | + input_schema: Dict[str, Any] = Field( |
| 41 | + ..., alias="inputSchema", description="Input schema for the tool" |
| 42 | + ) |
| 43 | + |
| 44 | + model_config = ConfigDict( |
| 45 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 46 | + ) |
| 47 | + |
| 48 | + |
| 49 | +class AgentToolType(str, Enum): |
| 50 | + """Agent tool type.""" |
| 51 | + |
| 52 | + AGENT = "agent" |
| 53 | + INTEGRATION = "integration" |
| 54 | + |
| 55 | + |
| 56 | +class AgentToolSettings(BaseModel): |
| 57 | + """Settings for tool configuration.""" |
| 58 | + |
| 59 | + max_attempts: Optional[int] = Field(None, alias="maxAttempts") |
| 60 | + retry_delay: Optional[int] = Field(None, alias="retryDelay") |
| 61 | + timeout: Optional[int] = Field(None) |
| 62 | + |
| 63 | + model_config = ConfigDict( |
| 64 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 65 | + ) |
| 66 | + |
| 67 | + |
| 68 | +class AgentProcessToolProperties(BaseModel): |
| 69 | + """Properties specific to tool configuration.""" |
| 70 | + |
| 71 | + folder_path: Optional[str] = Field(None, alias="folderPath") |
| 72 | + process_name: Optional[str] = Field(None, alias="processName") |
| 73 | + |
| 74 | + model_config = ConfigDict( |
| 75 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 76 | + ) |
| 77 | + |
| 78 | + |
| 79 | +class AgentProcessToolResourceConfig(BaseAgentToolResourceConfig): |
| 80 | + """Tool resource with tool-specific properties.""" |
| 81 | + |
| 82 | + type: Literal[AgentToolType.AGENT] = AgentToolType.AGENT |
| 83 | + output_schema: Dict[str, Any] = Field( |
| 84 | + ..., alias="outputSchema", description="Output schema for the tool" |
| 85 | + ) |
| 86 | + properties: AgentProcessToolProperties = Field( |
| 87 | + ..., description="Tool-specific properties" |
| 88 | + ) |
| 89 | + settings: AgentToolSettings = Field( |
| 90 | + default_factory=AgentToolSettings, description="Tool settings" |
| 91 | + ) |
| 92 | + |
| 93 | + model_config = ConfigDict( |
| 94 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 95 | + ) |
| 96 | + |
| 97 | + |
| 98 | +class AgentIntegrationToolResourceConfig(BaseAgentToolResourceConfig): |
| 99 | + """Tool resource with tool-specific properties.""" |
| 100 | + |
| 101 | + type: Literal[AgentToolType.INTEGRATION] = AgentToolType.INTEGRATION |
| 102 | + |
| 103 | + model_config = ConfigDict( |
| 104 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 105 | + ) |
| 106 | + |
| 107 | + |
| 108 | +class AgentUnknownToolResourceConfig(BaseAgentToolResourceConfig): |
| 109 | + """Fallback for unknown or future tool types.""" |
| 110 | + |
| 111 | + resource_type: Literal[AgentResourceType.TOOL] = AgentResourceType.TOOL |
| 112 | + type: str = Field(alias="$resourceType") |
| 113 | + |
| 114 | + model_config = ConfigDict(extra="allow") |
| 115 | + |
| 116 | + |
| 117 | +class AgentContextSettings(BaseModel): |
| 118 | + """Settings for context configuration.""" |
| 119 | + |
| 120 | + result_count: int = Field(alias="resultCount") |
| 121 | + retrieval_mode: Literal["Semantic", "Structured"] = Field(alias="retrievalMode") |
| 122 | + threshold: float = Field(default=0) |
| 123 | + |
| 124 | + model_config = ConfigDict( |
| 125 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 126 | + ) |
| 127 | + |
| 128 | + |
| 129 | +class AgentContextResourceConfig(BaseAgentResourceConfig): |
| 130 | + """Context resource with context-specific properties.""" |
| 131 | + |
| 132 | + resource_type: Literal[AgentResourceType.CONTEXT] = Field(alias="$resourceType") |
| 133 | + folder_path: str = Field(alias="folderPath") |
| 134 | + index_name: str = Field(alias="indexName") |
| 135 | + settings: AgentContextSettings = Field(..., description="Context settings") |
| 136 | + |
| 137 | + model_config = ConfigDict( |
| 138 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 139 | + ) |
| 140 | + |
| 141 | + |
| 142 | +class AgentEscalationChannelProperties(BaseModel): |
| 143 | + """Agent escalation channel properties.""" |
| 144 | + |
| 145 | + app_name: str = Field(..., alias="appName") |
| 146 | + app_version: int = Field(..., alias="appVersion") |
| 147 | + folder_name: Optional[str] = Field(..., alias="folderName") |
| 148 | + resource_key: str = Field(..., alias="resourceKey") |
| 149 | + is_actionable_message_enabled: Optional[bool] = Field( |
| 150 | + None, alias="isActionableMessageEnabled" |
| 151 | + ) |
| 152 | + actionable_message_meta_data: Optional[Any] = Field( |
| 153 | + None, alias="actionableMessageMetaData" |
| 154 | + ) |
| 155 | + |
| 156 | + model_config = ConfigDict( |
| 157 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 158 | + ) |
| 159 | + |
| 160 | + |
| 161 | +class AgentEscalationChannel(BaseModel): |
| 162 | + """Agent escalation channel.""" |
| 163 | + |
| 164 | + id: str = Field(..., alias="id") |
| 165 | + name: str = Field(..., alias="name") |
| 166 | + type: str = Field(alias="type") |
| 167 | + description: str = Field(..., alias="description") |
| 168 | + input_schema: Dict[str, Any] = Field( |
| 169 | + ..., alias="inputSchema", description="Input schema for the escalation channel" |
| 170 | + ) |
| 171 | + output_schema: Dict[str, Any] = Field( |
| 172 | + ..., |
| 173 | + alias="outputSchema", |
| 174 | + description="Output schema for the escalation channel", |
| 175 | + ) |
| 176 | + properties: AgentEscalationChannelProperties = Field(..., alias="properties") |
| 177 | + |
| 178 | + model_config = ConfigDict( |
| 179 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 180 | + ) |
| 181 | + |
| 182 | + |
| 183 | +class AgentEscalationResourceConfig(BaseAgentResourceConfig): |
| 184 | + """Escalation resource with escalation-specific properties.""" |
| 185 | + |
| 186 | + resource_type: Literal[AgentResourceType.ESCALATION] = Field(alias="$resourceType") |
| 187 | + channels: List[AgentEscalationChannel] = Field(alias="channels") |
| 188 | + |
| 189 | + # escalation_type: int = Field(..., alias="escalationType") |
| 190 | + is_agent_memory_enabled: bool = Field(alias="isAgentMemoryEnabled") |
| 191 | + |
| 192 | + model_config = ConfigDict( |
| 193 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 194 | + ) |
| 195 | + |
| 196 | + |
| 197 | +def custom_discriminator(data: Any) -> str: |
| 198 | + """Discriminator for resource types. This is required due to multi-key discrimination requirements for resources.""" |
| 199 | + if isinstance(data, dict): |
| 200 | + resource_type = data.get("$resourceType") |
| 201 | + if resource_type == AgentResourceType.CONTEXT: |
| 202 | + return "AgentContextResourceConfig" |
| 203 | + elif resource_type == AgentResourceType.ESCALATION: |
| 204 | + return "AgentEscalationResourceConfig" |
| 205 | + elif resource_type == AgentResourceType.TOOL: |
| 206 | + tool_type = data.get("type") |
| 207 | + if tool_type == AgentToolType.AGENT: |
| 208 | + return "AgentProcessToolResourceConfig" |
| 209 | + elif tool_type == AgentToolType.INTEGRATION: |
| 210 | + return "AgentIntegrationToolResourceConfig" |
| 211 | + else: |
| 212 | + return "AgentUnknownToolResourceConfig" |
| 213 | + else: |
| 214 | + return "AgentUnknownResourceConfig" |
| 215 | + raise ValueError("Invalid discriminator values") |
| 216 | + |
| 217 | + |
| 218 | +AgentResourceConfig = Annotated[ |
| 219 | + Union[ |
| 220 | + Annotated[ |
| 221 | + AgentProcessToolResourceConfig, Tag("AgentProcessToolResourceConfig") |
| 222 | + ], |
| 223 | + Annotated[ |
| 224 | + AgentIntegrationToolResourceConfig, |
| 225 | + Tag("AgentIntegrationToolResourceConfig"), |
| 226 | + ], |
| 227 | + Annotated[ |
| 228 | + AgentUnknownToolResourceConfig, Tag("AgentUnknownToolResourceConfig") |
| 229 | + ], |
| 230 | + Annotated[AgentContextResourceConfig, Tag("AgentContextResourceConfig")], |
| 231 | + Annotated[AgentEscalationResourceConfig, Tag("AgentEscalationResourceConfig")], |
| 232 | + Annotated[AgentUnknownResourceConfig, Tag("AgentUnknownResourceConfig")], |
| 233 | + ], |
| 234 | + Field(discriminator=Discriminator(custom_discriminator)), |
| 235 | +] |
| 236 | + |
| 237 | + |
| 238 | +class BaseAgentDefinition(BaseModel): |
| 239 | + """Main agent model.""" |
| 240 | + |
| 241 | + id: str = Field(..., description="Agent id or project name") |
| 242 | + name: str = Field(..., description="Agent name or project name") |
| 243 | + input_schema: Dict[str, Any] = Field( |
| 244 | + ..., alias="inputSchema", description="JSON schema for input arguments" |
| 245 | + ) |
| 246 | + output_schema: Dict[str, Any] = Field( |
| 247 | + ..., alias="outputSchema", description="JSON schema for output arguments" |
| 248 | + ) |
| 249 | + version: str = Field("1.0.0", description="Agent version") |
| 250 | + resources: List[AgentResourceConfig] = Field( |
| 251 | + ..., description="List of tools, context, and escalation resources" |
| 252 | + ) |
| 253 | + |
| 254 | + model_config = ConfigDict( |
| 255 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 256 | + ) |
| 257 | + |
| 258 | + |
| 259 | +class AgentType(str, Enum): |
| 260 | + """Agent type.""" |
| 261 | + |
| 262 | + LOW_CODE = "lowCode" |
| 263 | + |
| 264 | + |
| 265 | +class AgentMessageRole(str, Enum): |
| 266 | + """Enum for message roles.""" |
| 267 | + |
| 268 | + SYSTEM = "system" |
| 269 | + USER = "user" |
| 270 | + |
| 271 | + |
| 272 | +class AgentMessage(BaseModel): |
| 273 | + """Message model for agent conversations.""" |
| 274 | + |
| 275 | + role: AgentMessageRole |
| 276 | + content: str |
| 277 | + |
| 278 | + model_config = ConfigDict( |
| 279 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 280 | + ) |
| 281 | + |
| 282 | + |
| 283 | +class AgentSettings(BaseModel): |
| 284 | + """Settings for agent configuration.""" |
| 285 | + |
| 286 | + engine: str = Field(..., description="Engine type, e.g., 'basic-v1'") |
| 287 | + model: str = Field(..., description="LLM model identifier") |
| 288 | + max_tokens: int = Field( |
| 289 | + ..., alias="maxTokens", description="Maximum number of tokens" |
| 290 | + ) |
| 291 | + temperature: float = Field(..., description="Temperature for response generation") |
| 292 | + |
| 293 | + model_config = ConfigDict( |
| 294 | + validate_by_name=True, validate_by_alias=True, extra="allow" |
| 295 | + ) |
| 296 | + |
| 297 | + |
| 298 | +class LowCodeAgentDefinition(BaseAgentDefinition): |
| 299 | + """Low code agent definition.""" |
| 300 | + |
| 301 | + type: Literal[AgentType.LOW_CODE] = AgentType.LOW_CODE |
| 302 | + messages: List[AgentMessage] = Field( |
| 303 | + ..., description="List of system and user messages" |
| 304 | + ) |
| 305 | + features: List[Any] = Field( |
| 306 | + default_factory=list, description="Currently empty feature list" |
| 307 | + ) |
| 308 | + settings: AgentSettings = Field(..., description="Agent settings configuration") |
| 309 | + |
| 310 | + |
| 311 | +KnownAgentDefinition = Annotated[ |
| 312 | + Union[LowCodeAgentDefinition,], |
| 313 | + Field(discriminator="type"), |
| 314 | +] |
| 315 | + |
| 316 | + |
| 317 | +class UnknownAgentDefinition(BaseAgentDefinition): |
| 318 | + """Fallback for unknown agent definitions.""" |
| 319 | + |
| 320 | + type: str |
| 321 | + |
| 322 | + model_config = ConfigDict(extra="allow") |
| 323 | + |
| 324 | + |
| 325 | +AgentDefinition = Union[KnownAgentDefinition, UnknownAgentDefinition] |
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