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swarms/swarms/agents/ape_agent.py

54 lines
1.5 KiB

from typing import Any
from tenacity import retry, stop_after_attempt, wait_exponential
from swarms.prompts.prompt_generator import (
prompt_generator_sys_prompt as second_sys_prompt,
)
from swarms.prompts.prompt_generator_optimizer import (
prompt_generator_sys_prompt,
)
from swarms.utils.loguru_logger import initialize_logger
logger = initialize_logger(log_folder="ape_agent")
@retry(
stop=stop_after_attempt(3),
wait=wait_exponential(multiplier=1, min=4, max=10),
)
def auto_generate_prompt(
task: str = None,
model: Any = None,
max_tokens: int = 4000,
use_second_sys_prompt: bool = True,
*args,
**kwargs,
):
"""
Generates a prompt for a given task using the provided model.
Args:
task (str, optional): The task for which to generate a prompt.
model (Any, optional): The model to be used for prompt generation.
max_tokens (int, optional): The maximum number of tokens in the generated prompt. Defaults to 4000.
use_second_sys_prompt (bool, optional): Whether to use the second system prompt. Defaults to True.
Returns:
str: The generated prompt.
"""
try:
system_prompt = (
second_sys_prompt.get_prompt()
if use_second_sys_prompt
else prompt_generator_sys_prompt.get_prompt()
)
output = model.run(
system_prompt + task, max_tokens=max_tokens
)
print(output)
return output
except Exception as e:
logger.error(f"Error generating prompt: {str(e)}")
raise