Batches¶
Batches (ParallelSingletonExecutor) is a way to run multiple instructions in parallel. This is useful when you have a large number of instructions to run and you want to run them concurrently.
To use Batches, you need to create a Dria
client, a Singleton
task, and a ParallelSingletonExecutor
object.
from dria.client import Dria
from dria.factory import Simple
from dria.models import Model
from dria.batches import ParallelSingletonExecutor
import asyncio
async def batch():
dria_client = Dria()
singleton = Simple()
executor = ParallelSingletonExecutor(dria_client, singleton)
executor.set_models([Model.QWEN2_5_7B_FP16, Model.LLAMA3_2_3B, Model.LLAMA3_2_1B])
executor.load_instructions([{ "prompt": "What is the capital of France?" }, { "prompt": "What is the capital of Germany?" }])
return await executor.run()
def main():
results = asyncio.run(batch())
print(results)
if __name__ == "__main__":
main()
Instructions are passed to the executor
using the load_instructions
method.
Format of the instructions should match the input format of the Singleton
task.