EvolveComplexity¶
EvolveComplexity is a Singleton task that increases the complexity of a given instruction.
Inputs¶
- instruction (
str): The original instruction to be evolved.
Outputs¶
- evolved_instruction (
str): The more complex version of the original instruction. - instruction (
str): The original instruction. - model (
str): The model used for generation.
Example¶
Increase the complexity of a given instruction. This example uses the GEMMA2_9B_FP16 model.
import os
import asyncio
from dria.factory import EvolveComplexity
from dria.client import Dria
from dria.models import Task, Model
dria = Dria(rpc_token=os.environ["DRIA_RPC_TOKEN"])
async def evaluate():
evolve = EvolveComplexity()
res = await dria.execute(
Task(
workflow=evolve.workflow(instruction="Write a short story about a cat.").model_dump(),
models=[Model.GEMMA2_9B_FP16],
),
timeout=45,
)
return evolve.parse_result(res)
def main():
result = asyncio.run(evaluate())
print(result)
if __name__ == "__main__":
main()
Expected output
{
"evolved_instruction":"Write a short story about a cat who, unbeknownst to its human family, communicates with other cats in a secret language that revolves around solving mysteries within the neighborhood. The cat must navigate between two worlds: the simple life of domesticity and the complex web of feline intrigue, all while trying not to reveal their dual life to their human companions.",
"instruction":"Write a short story about a cat.",
"model":"qwen2.5:32b-instruct-fp16"
}