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79 lines
1.7 KiB
Python
79 lines
1.7 KiB
Python
from enum import Enum
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from typing import Any, Literal, Optional, Union
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from pydantic import BaseModel
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class AgentToolEntity(BaseModel):
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"""
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Agent Tool Entity.
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"""
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provider_type: Literal["builtin", "api", "workflow"]
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provider_id: str
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tool_name: str
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tool_parameters: dict[str, Any] = {}
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class AgentPromptEntity(BaseModel):
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"""
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Agent Prompt Entity.
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"""
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first_prompt: str
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next_iteration: str
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class AgentScratchpadUnit(BaseModel):
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"""
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Agent First Prompt Entity.
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"""
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class Action(BaseModel):
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"""
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Action Entity.
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"""
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action_name: str
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action_input: Union[dict, str]
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def to_dict(self) -> dict:
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"""
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Convert to dictionary.
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"""
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return {
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'action': self.action_name,
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'action_input': self.action_input,
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}
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agent_response: Optional[str] = None
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thought: Optional[str] = None
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action_str: Optional[str] = None
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observation: Optional[str] = None
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action: Optional[Action] = None
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def is_final(self) -> bool:
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"""
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Check if the scratchpad unit is final.
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"""
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return self.action is None or (
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'final' in self.action.action_name.lower() and
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'answer' in self.action.action_name.lower()
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)
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class AgentEntity(BaseModel):
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"""
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Agent Entity.
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"""
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class Strategy(Enum):
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"""
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Agent Strategy.
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"""
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CHAIN_OF_THOUGHT = 'chain-of-thought'
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FUNCTION_CALLING = 'function-calling'
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provider: str
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model: str
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strategy: Strategy
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prompt: Optional[AgentPromptEntity] = None
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tools: list[AgentToolEntity] = None
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max_iteration: int = 5
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