Files
crewAI/src/crewai/utilities/prompts.py
2024-05-02 02:21:59 -03:00

65 lines
2.3 KiB
Python

from typing import Any, ClassVar, Optional
from langchain.prompts import BasePromptTemplate, PromptTemplate
from pydantic import BaseModel, Field
from crewai.utilities import I18N
class Prompts(BaseModel):
"""Manages and generates prompts for a generic agent with support for different languages."""
i18n: I18N = Field(default=I18N())
tools: list[Any] = Field(default=[])
system_template: Optional[str] = None
prompt_template: Optional[str] = None
response_template: Optional[str] = None
SCRATCHPAD_SLICE: ClassVar[str] = "\n{agent_scratchpad}"
def task_execution(self) -> BasePromptTemplate:
"""Generate a standard prompt for task execution."""
slices = ["role_playing"]
if len(self.tools) > 0:
slices.append("tools")
else:
slices.append("no_tools")
slices.append("task")
if not self.system_template and not self.prompt_template:
return self._build_prompt(slices)
else:
return self._build_prompt(
slices,
self.system_template,
self.prompt_template,
self.response_template,
)
def _build_prompt(
self,
components: list[str],
system_template=None,
prompt_template=None,
response_template=None,
) -> BasePromptTemplate:
"""Constructs a prompt string from specified components."""
if not system_template and not prompt_template:
prompt_parts = [self.i18n.slice(component) for component in components]
prompt_parts.append(self.SCRATCHPAD_SLICE)
prompt = PromptTemplate.from_template("".join(prompt_parts))
else:
prompt_parts = [
self.i18n.slice(component)
for component in components
if component != "task"
]
system = system_template.replace("{{ .System }}", "".join(prompt_parts))
prompt = prompt_template.replace(
"{{ .Prompt }}",
"".join([self.i18n.slice("task"), self.SCRATCHPAD_SLICE]),
)
response = response_template.split("{{ .Response }}")[0]
prompt = PromptTemplate.from_template(f"{system}\n{prompt}\n{response}")
return prompt