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crewAI/src/crewai/utilities/instructor.py
2024-02-22 15:16:17 -03:00

51 lines
1.6 KiB
Python

from typing import Any, Optional, Type
import instructor
from pydantic import BaseModel, Field, PrivateAttr, model_validator
class Instructor(BaseModel):
"""Class that wraps an agent llm with instructor."""
_client: Any = PrivateAttr()
content: str = Field(description="Content to be sent to the instructor.")
agent: Optional[Any] = Field(
description="The agent that needs to use instructor.", default=None
)
llm: Optional[Any] = Field(
description="The agent that needs to use instructor.", default=None
)
instructions: Optional[str] = Field(
description="Instructions to be sent to the instructor.",
default=None,
)
model: Type[BaseModel] = Field(
description="Pydantic model to be used to create an output."
)
@model_validator(mode="after")
def set_instructor(self):
"""Set instructor."""
if self.agent and not self.llm:
self.llm = self.agent.function_calling_llm or self.agent.llm
self._client = instructor.patch(
self.llm.client._client,
mode=instructor.Mode.TOOLS,
)
return self
def to_json(self):
model = self.to_pydantic()
return model.model_dump_json(indent=2)
def to_pydantic(self):
messages = [{"role": "user", "content": self.content}]
if self.instructions:
messages.append({"role": "system", "content": self.instructions})
model = self._client.chat.completions.create(
model=self.llm.model_name, response_model=self.model, messages=messages
)
return model