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| import asyncio | |
| import random | |
| import bittensor as bt | |
| from prompting.validator import Validator | |
| from prompting.utils.uids import get_random_uids | |
| from prompting.protocol import StreamPromptingSynapse | |
| from .base import QueryValidatorParams, ValidatorAPI | |
| from aiohttp.web_response import Response, StreamResponse | |
| from .streamer import AsyncResponseDataStreamer | |
| from .validator_utils import get_top_incentive_uids | |
| from .stream_manager import StreamManager | |
| class S1ValidatorAPI(ValidatorAPI): | |
| def __init__(self): | |
| self.validator = Validator() | |
| def sample_uids(self, params: QueryValidatorParams): | |
| if params.sampling_mode == "random": | |
| uids = get_random_uids( | |
| self.validator, k=params.k_miners, exclude=params.exclude or [] | |
| ).tolist() | |
| return uids | |
| if params.sampling_mode == "top_incentive": | |
| metagraph = self.validator.metagraph | |
| vpermit_tao_limit = self.validator.config.neuron.vpermit_tao_limit | |
| top_uids = get_top_incentive_uids( | |
| metagraph, k=params.k_miners, vpermit_tao_limit=vpermit_tao_limit | |
| ) | |
| return top_uids | |
| async def get_stream_response(self, params: QueryValidatorParams) -> StreamResponse: | |
| # Guess the task name of current request | |
| # task_name = utils.guess_task_name(params.messages[-1]) | |
| # Get the list of uids to query for this step. | |
| uids = self.sample_uids(params) | |
| axons = [self.validator.metagraph.axons[uid] for uid in uids] | |
| # Make calls to the network with the prompt. | |
| bt.logging.info( | |
| f"Sampling dendrite by {params.sampling_mode} with roles {params.roles} and messages {params.messages}" | |
| ) | |
| streams_responses = await self.validator.dendrite( | |
| axons=axons, | |
| synapse=StreamPromptingSynapse( | |
| roles=params.roles, messages=params.messages | |
| ), | |
| timeout=params.timeout, | |
| deserialize=False, | |
| streaming=True, | |
| ) | |
| # Creates a streamer from the selected stream | |
| stream_manager = StreamManager() | |
| selected_stream = await stream_manager.process_streams( | |
| params.request, streams_responses, uids | |
| ) | |
| return selected_stream | |
| async def query_validator(self, params: QueryValidatorParams) -> Response: | |
| return await self.get_stream_response(params) | |