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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) | |