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df1e6f4
1
Parent(s):
1862b79
runs black
Browse files- common/utils.py +0 -1
- server.py +12 -8
- validators/__init__.py +1 -1
- validators/database.py +11 -9
- validators/sn1_validator_wrapper.py +16 -10
- validators/stream_manager.py +28 -11
- validators/streamer.py +63 -42
- validators/validator_utils.py +20 -8
common/utils.py
CHANGED
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@@ -153,7 +153,6 @@ async def echo_stream(request: web.Request) -> web.StreamResponse:
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k = request_data.get("k", 1)
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message = "\n\n".join(request_data["messages"])
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-
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echo_iterator = EchoAsyncIterator(message, k, delay=0.3)
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streamer = AsyncResponseDataStreamer(echo_iterator, selected_uid=0, delay=0.3)
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k = request_data.get("k", 1)
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message = "\n\n".join(request_data["messages"])
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echo_iterator = EchoAsyncIterator(message, k, delay=0.3)
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streamer = AsyncResponseDataStreamer(echo_iterator, selected_uid=0, delay=0.3)
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server.py
CHANGED
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@@ -2,7 +2,13 @@ import asyncio
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import bittensor as bt
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from aiohttp import web
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-
from aiohttp_apispec import
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from common import utils
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from common.middlewares import api_key_middleware, json_parsing_middleware
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@@ -10,11 +16,7 @@ from common.schemas import QueryChatSchema, StreamChunkSchema, StreamErrorSchema
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from validators import QueryValidatorParams, S1ValidatorAPI, ValidatorAPI
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@docs(
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tags=["Prompting API"],
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summary="Chat",
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description="Chat endpoint."
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)
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@request_schema(QueryChatSchema)
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@response_schema(StreamChunkSchema, 200)
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@response_schema(StreamErrorSchema, 400)
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@@ -32,7 +34,7 @@ async def chat(request: web.Request) -> web.StreamResponse:
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@docs(
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tags=["Prompting API"],
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summary="Echo test",
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description="Echo endpoint for testing purposes."
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)
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@request_schema(QueryChatSchema)
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@response_schema(StreamChunkSchema, 200)
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@@ -45,7 +47,9 @@ class ValidatorApplication(web.Application):
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def __init__(self, validator_instance=None, *args, **kwargs):
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super().__init__(*args, **kwargs)
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self["validator"] =
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# Add middlewares to application
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self.add_routes(
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import bittensor as bt
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from aiohttp import web
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from aiohttp_apispec import (
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docs,
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request_schema,
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response_schema,
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setup_aiohttp_apispec,
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validation_middleware,
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)
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from common import utils
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from common.middlewares import api_key_middleware, json_parsing_middleware
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from validators import QueryValidatorParams, S1ValidatorAPI, ValidatorAPI
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@docs(tags=["Prompting API"], summary="Chat", description="Chat endpoint.")
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@request_schema(QueryChatSchema)
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@response_schema(StreamChunkSchema, 200)
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@response_schema(StreamErrorSchema, 400)
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@docs(
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tags=["Prompting API"],
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summary="Echo test",
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description="Echo endpoint for testing purposes.",
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)
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@request_schema(QueryChatSchema)
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@response_schema(StreamChunkSchema, 200)
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def __init__(self, validator_instance=None, *args, **kwargs):
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super().__init__(*args, **kwargs)
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self["validator"] = (
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validator_instance if validator_instance else S1ValidatorAPI()
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)
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# Add middlewares to application
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self.add_routes(
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validators/__init__.py
CHANGED
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@@ -1,4 +1,4 @@
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from .base import QueryValidatorParams, ValidatorAPI, MockValidator
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from .sn1_validator_wrapper import S1ValidatorAPI
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from .streamer import AsyncResponseDataStreamer
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from .stream_manager import StreamManager
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from .base import QueryValidatorParams, ValidatorAPI, MockValidator
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from .sn1_validator_wrapper import S1ValidatorAPI
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from .streamer import AsyncResponseDataStreamer
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from .stream_manager import StreamManager
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validators/database.py
CHANGED
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@@ -8,30 +8,32 @@ from .streamer import ProcessedStreamResponse
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class LogDatabase:
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def __init__(self, log_database_path: str):
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self.log_database_path = log_database_path
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self.ensure_db_exists(log_database_path)
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-
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def ensure_db_exists(self, file_path):
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if not os.path.exists(file_path):
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# Create an empty JSONL file
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with open(file_path,
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pass
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# TODO: change log to debug
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bt.logging.info(f"File '{file_path}' created.")
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else:
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bt.logging.info(f"File '{file_path}' already exists.")
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-
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async def add_streams_to_db(self, stream_responses: ProcessedStreamResponse):
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bt.logging.info(f"Writing streams to the database...")
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try:
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stream_responses_dict = [
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-
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except Exception as e:
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bt.logging.error(f"Error while adding streams to the database: {e}")
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raise e
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async def append_dicts_to_file(self, file_path, dictionaries):
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async with aiofiles.open(file_path, mode=
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for dictionary in dictionaries:
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await file.write(json.dumps(dictionary) +
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class LogDatabase:
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def __init__(self, log_database_path: str):
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self.log_database_path = log_database_path
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self.ensure_db_exists(log_database_path)
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def ensure_db_exists(self, file_path):
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if not os.path.exists(file_path):
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# Create an empty JSONL file
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with open(file_path, "w") as file:
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pass
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# TODO: change log to debug
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bt.logging.info(f"File '{file_path}' created.")
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else:
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bt.logging.info(f"File '{file_path}' already exists.")
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async def add_streams_to_db(self, stream_responses: ProcessedStreamResponse):
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bt.logging.info(f"Writing streams to the database...")
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try:
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stream_responses_dict = [
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dict(stream_response) for stream_response in stream_responses
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]
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await self.append_dicts_to_file(
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self.log_database_path, stream_responses_dict
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)
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except Exception as e:
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bt.logging.error(f"Error while adding streams to the database: {e}")
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raise e
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async def append_dicts_to_file(self, file_path, dictionaries):
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async with aiofiles.open(file_path, mode="a") as file:
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for dictionary in dictionaries:
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await file.write(json.dumps(dictionary) + "\n")
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validators/sn1_validator_wrapper.py
CHANGED
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@@ -10,11 +10,12 @@ from .streamer import AsyncResponseDataStreamer
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from .validator_utils import get_top_incentive_uids
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from .stream_manager import StreamManager
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class S1ValidatorAPI(ValidatorAPI):
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def __init__(self):
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self.validator = Validator()
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def sample_uids(self, params: QueryValidatorParams):
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if params.sampling_mode == "random":
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uids = get_random_uids(
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self.validator, k=params.k_miners, exclude=params.exclude or []
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if params.sampling_mode == "top_incentive":
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metagraph = self.validator.metagraph
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vpermit_tao_limit = self.validator.config.neuron.vpermit_tao_limit
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-
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top_uids = get_top_incentive_uids(
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return top_uids
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async def get_stream_response(self, params: QueryValidatorParams) -> StreamResponse:
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# task_name = utils.guess_task_name(params.messages[-1])
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# Get the list of uids to query for this step.
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uids =
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axons = [self.validator.metagraph.axons[uid] for uid in uids]
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# Make calls to the network with the prompt.
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bt.logging.info(
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streams_responses = await self.validator.dendrite(
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axons=axons,
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deserialize=False,
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streaming=True,
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)
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# Creates a streamer from the selected stream
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stream_manager = StreamManager()
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selected_stream = await stream_manager.process_streams(
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async def query_validator(self, params: QueryValidatorParams) -> Response:
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return await self.get_stream_response(params)
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from .validator_utils import get_top_incentive_uids
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from .stream_manager import StreamManager
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+
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class S1ValidatorAPI(ValidatorAPI):
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def __init__(self):
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self.validator = Validator()
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def sample_uids(self, params: QueryValidatorParams):
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if params.sampling_mode == "random":
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uids = get_random_uids(
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self.validator, k=params.k_miners, exclude=params.exclude or []
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if params.sampling_mode == "top_incentive":
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metagraph = self.validator.metagraph
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vpermit_tao_limit = self.validator.config.neuron.vpermit_tao_limit
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top_uids = get_top_incentive_uids(
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metagraph, k=params.k_miners, vpermit_tao_limit=vpermit_tao_limit
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)
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return top_uids
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async def get_stream_response(self, params: QueryValidatorParams) -> StreamResponse:
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# task_name = utils.guess_task_name(params.messages[-1])
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# Get the list of uids to query for this step.
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uids = self.sample_uids(params)
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axons = [self.validator.metagraph.axons[uid] for uid in uids]
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# Make calls to the network with the prompt.
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bt.logging.info(
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f"Sampling dendrite by {params.sampling_mode} with roles {params.roles} and messages {params.messages}"
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)
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streams_responses = await self.validator.dendrite(
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axons=axons,
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deserialize=False,
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streaming=True,
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)
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+
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# Creates a streamer from the selected stream
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stream_manager = StreamManager()
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selected_stream = await stream_manager.process_streams(
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params.request, streams_responses, uids
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)
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return selected_stream
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async def query_validator(self, params: QueryValidatorParams) -> Response:
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return await self.get_stream_response(params)
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validators/stream_manager.py
CHANGED
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@@ -9,20 +9,37 @@ from aiohttp.web import Request
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class StreamManager:
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def __init__(self, log_database_path: str = "requests_db.jsonl"):
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self.log_database = LogDatabase(log_database_path)
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-
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async def process_streams(
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lock = asyncio.Lock()
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-
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streamers = [
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-
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lock.release()
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bt.logging.info(f"Streams from uids: {stream_uids} processing completed.")
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-
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await self.log_database.add_streams_to_db(completed_streams)
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# Gets the first stream that acquired the lock, meaning the first stream that was able to return a non-empty chunk
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_, selected_stream = next(
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-
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-
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class StreamManager:
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def __init__(self, log_database_path: str = "requests_db.jsonl"):
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self.log_database = LogDatabase(log_database_path)
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+
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async def process_streams(
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self,
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request: Request,
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streams_responses: List[AsyncIterator],
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stream_uids: List[int],
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):
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lock = asyncio.Lock()
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streamers = [
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AsyncResponseDataStreamer(
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async_iterator=stream, selected_uid=stream_uid, lock=lock
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)
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for stream, stream_uid in zip(streams_responses, stream_uids)
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]
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completed_streams = await asyncio.gather(
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*[streamer.stream(request) for streamer in streamers]
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)
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+
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lock.release()
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bt.logging.info(f"Streams from uids: {stream_uids} processing completed.")
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await self.log_database.add_streams_to_db(completed_streams)
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# Gets the first stream that acquired the lock, meaning the first stream that was able to return a non-empty chunk
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_, selected_stream = next(
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(
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(streamer, completed_stream)
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for streamer, completed_stream in zip(streamers, completed_streams)
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if streamer.lock_acquired
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),
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None,
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)
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+
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return selected_stream
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validators/streamer.py
CHANGED
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@@ -18,7 +18,7 @@ class StreamChunk(BaseModel):
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timestamp: str
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sequence_number: int
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selected_uid: int
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-
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def encode(self, encoding: str) -> bytes:
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data = json.dumps(self.dict(), indent=4)
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return data.encode(encoding)
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error: str
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timestamp: str
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sequence_number: int
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finish_reason: str =
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def encode(self, encoding: str) -> bytes:
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data = json.dumps(self.dict(), indent=4)
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return data.encode(encoding)
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ProcessedStreamResponse = Union[StreamChunk, StreamError]
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class AsyncResponseDataStreamer:
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def __init__(
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self
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self.delay = delay
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self.selected_uid = selected_uid
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self.accumulated_chunks: List[str] = []
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self.sequence_number: int = 0
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self.lock = lock
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self.lock_acquired = False
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-
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-
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-
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# Creates response if it was not created
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if initiated_response == None:
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initiated_response = web_response.StreamResponse(status=200, reason="OK")
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initiated_response.headers["Content-Type"] = "application/json"
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return initiated_response
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-
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return initiated_response
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-
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-
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-
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-
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-
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self.lock_acquired = await lock.acquire()
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-
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if initiated_response == None and self.lock_acquired:
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initiated_response = self.ensure_response_is_created(initiated_response)
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# Prepare and send the headers
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await initiated_response.prepare(request)
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-
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if self.lock_acquired:
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-
await initiated_response.write(stream_chunk.encode(
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else:
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-
bt.logging.info(
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-
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return initiated_response
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-
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-
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async def stream(self, request: web.Request) -> ProcessedStreamResponse:
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# response = web_response.StreamResponse(status=200, reason="OK")
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| 82 |
# response.headers["Content-Type"] = "application/json"
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@@ -86,55 +101,61 @@ class AsyncResponseDataStreamer:
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start_time = time.time()
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client_response: web.Response = None
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final_response: ProcessedStreamResponse
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-
|
| 90 |
async for chunk in self.async_iterator:
|
| 91 |
-
|
| 92 |
# Chunks are currently returned in string arrays, so we need to concatenate them
|
| 93 |
concatenated_chunks = "".join(chunk)
|
| 94 |
-
self.accumulated_chunks.append(concatenated_chunks)
|
| 95 |
self.accumulated_chunks_timings.append(time.time() - start_time)
|
| 96 |
# Gets new response state
|
| 97 |
self.sequence_number += 1
|
| 98 |
-
new_response_state = self._create_chunk_response(
|
|
|
|
|
|
|
| 99 |
# Writes the new response state to the response
|
| 100 |
-
client_response = await self.write_to_stream(
|
| 101 |
-
|
| 102 |
-
|
|
|
|
|
|
|
| 103 |
if chunk is not None and isinstance(chunk, StreamPromptingSynapse):
|
| 104 |
-
if len(self.accumulated_chunks) == 0:
|
| 105 |
-
self.accumulated_chunks.append(chunk.completion)
|
| 106 |
self.accumulated_chunks_timings.append(time.time() - start_time)
|
| 107 |
-
|
| 108 |
self.finish_reason = "completed"
|
| 109 |
self.sequence_number += 1
|
| 110 |
# Assuming the last chunk holds the last value yielded which should be a synapse with the completion filled
|
| 111 |
-
synapse = chunk
|
| 112 |
final_response = self._create_chunk_response(synapse.completion)
|
| 113 |
-
|
| 114 |
-
if synapse.completion:
|
| 115 |
-
client_response = await self.write_to_stream(
|
|
|
|
|
|
|
| 116 |
else:
|
| 117 |
raise ValueError("Stream did not return a valid synapse.")
|
| 118 |
-
|
| 119 |
except Exception as e:
|
| 120 |
bt.logging.error(
|
| 121 |
f"Encountered an error while processing stream for uid {self.selected_uid} get_stream_response:\n{traceback.format_exc()}"
|
| 122 |
)
|
| 123 |
error_response = self._create_error_response(str(e))
|
| 124 |
final_response = error_response
|
| 125 |
-
|
| 126 |
# Only the stream that acquires the lock should write the error response
|
| 127 |
if self.lock_acquired:
|
| 128 |
self.ensure_response_is_created(client_response)
|
| 129 |
client_response.set_status(500, reason="Internal error")
|
| 130 |
-
client_response.write(error_response.encode(
|
| 131 |
finally:
|
| 132 |
# Only the stream that acquires the lock should close the response
|
| 133 |
-
if self.lock_acquired:
|
| 134 |
self.ensure_response_is_created(client_response)
|
| 135 |
# Ensure to close the response properly
|
| 136 |
await client_response.write_eof()
|
| 137 |
-
|
| 138 |
return final_response
|
| 139 |
|
| 140 |
def _create_chunk_response(self, chunk: str) -> StreamChunk:
|
|
@@ -151,7 +172,7 @@ class AsyncResponseDataStreamer:
|
|
| 151 |
accumulated_chunks_timings=self.accumulated_chunks_timings,
|
| 152 |
timestamp=self._current_timestamp(),
|
| 153 |
sequence_number=self.sequence_number,
|
| 154 |
-
selected_uid=self.selected_uid
|
| 155 |
)
|
| 156 |
|
| 157 |
def _create_error_response(self, error_message: str) -> StreamError:
|
|
@@ -164,7 +185,7 @@ class AsyncResponseDataStreamer:
|
|
| 164 |
return StreamError(
|
| 165 |
error=error_message,
|
| 166 |
timestamp=self._current_timestamp(),
|
| 167 |
-
sequence_number=self.sequence_number
|
| 168 |
)
|
| 169 |
|
| 170 |
def _current_timestamp(self) -> str:
|
|
@@ -173,4 +194,4 @@ class AsyncResponseDataStreamer:
|
|
| 173 |
|
| 174 |
:return: Current timestamp as a string.
|
| 175 |
"""
|
| 176 |
-
return datetime.utcnow().isoformat()
|
|
|
|
| 18 |
timestamp: str
|
| 19 |
sequence_number: int
|
| 20 |
selected_uid: int
|
| 21 |
+
|
| 22 |
def encode(self, encoding: str) -> bytes:
|
| 23 |
data = json.dumps(self.dict(), indent=4)
|
| 24 |
return data.encode(encoding)
|
|
|
|
| 28 |
error: str
|
| 29 |
timestamp: str
|
| 30 |
sequence_number: int
|
| 31 |
+
finish_reason: str = "error"
|
| 32 |
|
| 33 |
def encode(self, encoding: str) -> bytes:
|
| 34 |
data = json.dumps(self.dict(), indent=4)
|
| 35 |
return data.encode(encoding)
|
| 36 |
|
| 37 |
+
|
| 38 |
ProcessedStreamResponse = Union[StreamChunk, StreamError]
|
| 39 |
|
| 40 |
+
|
| 41 |
class AsyncResponseDataStreamer:
|
| 42 |
+
def __init__(
|
| 43 |
+
self,
|
| 44 |
+
async_iterator: AsyncIterator,
|
| 45 |
+
selected_uid: int,
|
| 46 |
+
lock: asyncio.Lock,
|
| 47 |
+
delay: float = 0.1,
|
| 48 |
+
):
|
| 49 |
+
self.async_iterator = async_iterator
|
| 50 |
self.delay = delay
|
| 51 |
self.selected_uid = selected_uid
|
| 52 |
self.accumulated_chunks: List[str] = []
|
|
|
|
| 55 |
self.sequence_number: int = 0
|
| 56 |
self.lock = lock
|
| 57 |
self.lock_acquired = False
|
| 58 |
+
|
| 59 |
+
def ensure_response_is_created(
|
| 60 |
+
self, initiated_response: web.StreamResponse
|
| 61 |
+
) -> web.StreamResponse:
|
| 62 |
# Creates response if it was not created
|
| 63 |
if initiated_response == None:
|
| 64 |
initiated_response = web_response.StreamResponse(status=200, reason="OK")
|
| 65 |
initiated_response.headers["Content-Type"] = "application/json"
|
| 66 |
return initiated_response
|
| 67 |
+
|
| 68 |
return initiated_response
|
| 69 |
+
|
| 70 |
+
async def write_to_stream(
|
| 71 |
+
self,
|
| 72 |
+
request: web.Request,
|
| 73 |
+
initiated_response: web.StreamResponse,
|
| 74 |
+
stream_chunk: StreamChunk,
|
| 75 |
+
lock: asyncio.Lock,
|
| 76 |
+
) -> web.StreamResponse:
|
| 77 |
+
# Try to acquire the lock and sets the lock_acquired flag. Only the stream that acquires the lock should write to the response
|
| 78 |
+
if lock.locked() == False:
|
| 79 |
self.lock_acquired = await lock.acquire()
|
| 80 |
+
|
| 81 |
if initiated_response == None and self.lock_acquired:
|
| 82 |
initiated_response = self.ensure_response_is_created(initiated_response)
|
| 83 |
# Prepare and send the headers
|
| 84 |
await initiated_response.prepare(request)
|
| 85 |
+
|
| 86 |
if self.lock_acquired:
|
| 87 |
+
await initiated_response.write(stream_chunk.encode("utf-8"))
|
| 88 |
else:
|
| 89 |
+
bt.logging.info(
|
| 90 |
+
f"Stream of uid {stream_chunk.selected_uid} was not the first to return, skipping..."
|
| 91 |
+
)
|
| 92 |
+
|
| 93 |
return initiated_response
|
| 94 |
+
|
|
|
|
| 95 |
async def stream(self, request: web.Request) -> ProcessedStreamResponse:
|
| 96 |
# response = web_response.StreamResponse(status=200, reason="OK")
|
| 97 |
# response.headers["Content-Type"] = "application/json"
|
|
|
|
| 101 |
start_time = time.time()
|
| 102 |
client_response: web.Response = None
|
| 103 |
final_response: ProcessedStreamResponse
|
| 104 |
+
|
| 105 |
async for chunk in self.async_iterator:
|
| 106 |
+
if isinstance(chunk, str):
|
| 107 |
# Chunks are currently returned in string arrays, so we need to concatenate them
|
| 108 |
concatenated_chunks = "".join(chunk)
|
| 109 |
+
self.accumulated_chunks.append(concatenated_chunks)
|
| 110 |
self.accumulated_chunks_timings.append(time.time() - start_time)
|
| 111 |
# Gets new response state
|
| 112 |
self.sequence_number += 1
|
| 113 |
+
new_response_state = self._create_chunk_response(
|
| 114 |
+
concatenated_chunks
|
| 115 |
+
)
|
| 116 |
# Writes the new response state to the response
|
| 117 |
+
client_response = await self.write_to_stream(
|
| 118 |
+
request, client_response, new_response_state, self.lock
|
| 119 |
+
)
|
| 120 |
+
# await response.write(new_response_state.encode('utf-8'))
|
| 121 |
+
|
| 122 |
if chunk is not None and isinstance(chunk, StreamPromptingSynapse):
|
| 123 |
+
if len(self.accumulated_chunks) == 0:
|
| 124 |
+
self.accumulated_chunks.append(chunk.completion)
|
| 125 |
self.accumulated_chunks_timings.append(time.time() - start_time)
|
| 126 |
+
|
| 127 |
self.finish_reason = "completed"
|
| 128 |
self.sequence_number += 1
|
| 129 |
# Assuming the last chunk holds the last value yielded which should be a synapse with the completion filled
|
| 130 |
+
synapse = chunk
|
| 131 |
final_response = self._create_chunk_response(synapse.completion)
|
| 132 |
+
|
| 133 |
+
if synapse.completion:
|
| 134 |
+
client_response = await self.write_to_stream(
|
| 135 |
+
request, client_response, final_response, self.lock
|
| 136 |
+
)
|
| 137 |
else:
|
| 138 |
raise ValueError("Stream did not return a valid synapse.")
|
| 139 |
+
|
| 140 |
except Exception as e:
|
| 141 |
bt.logging.error(
|
| 142 |
f"Encountered an error while processing stream for uid {self.selected_uid} get_stream_response:\n{traceback.format_exc()}"
|
| 143 |
)
|
| 144 |
error_response = self._create_error_response(str(e))
|
| 145 |
final_response = error_response
|
| 146 |
+
|
| 147 |
# Only the stream that acquires the lock should write the error response
|
| 148 |
if self.lock_acquired:
|
| 149 |
self.ensure_response_is_created(client_response)
|
| 150 |
client_response.set_status(500, reason="Internal error")
|
| 151 |
+
client_response.write(error_response.encode("utf-8"))
|
| 152 |
finally:
|
| 153 |
# Only the stream that acquires the lock should close the response
|
| 154 |
+
if self.lock_acquired:
|
| 155 |
self.ensure_response_is_created(client_response)
|
| 156 |
# Ensure to close the response properly
|
| 157 |
await client_response.write_eof()
|
| 158 |
+
|
| 159 |
return final_response
|
| 160 |
|
| 161 |
def _create_chunk_response(self, chunk: str) -> StreamChunk:
|
|
|
|
| 172 |
accumulated_chunks_timings=self.accumulated_chunks_timings,
|
| 173 |
timestamp=self._current_timestamp(),
|
| 174 |
sequence_number=self.sequence_number,
|
| 175 |
+
selected_uid=self.selected_uid,
|
| 176 |
)
|
| 177 |
|
| 178 |
def _create_error_response(self, error_message: str) -> StreamError:
|
|
|
|
| 185 |
return StreamError(
|
| 186 |
error=error_message,
|
| 187 |
timestamp=self._current_timestamp(),
|
| 188 |
+
sequence_number=self.sequence_number,
|
| 189 |
)
|
| 190 |
|
| 191 |
def _current_timestamp(self) -> str:
|
|
|
|
| 194 |
|
| 195 |
:return: Current timestamp as a string.
|
| 196 |
"""
|
| 197 |
+
return datetime.utcnow().isoformat()
|
validators/validator_utils.py
CHANGED
|
@@ -3,21 +3,33 @@ from prompting.utils.uids import check_uid_availability
|
|
| 3 |
|
| 4 |
|
| 5 |
def get_top_incentive_uids(metagraph, k: int, vpermit_tao_limit: int) -> List[int]:
|
| 6 |
-
miners_uids = list(
|
| 7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 8 |
# Builds a dictionary of uids and their corresponding incentives
|
| 9 |
all_miners_incentives = {
|
| 10 |
"miners_uids": miners_uids,
|
| 11 |
-
"incentives": list(map(lambda uid: metagraph.I[uid], miners_uids))
|
| 12 |
}
|
| 13 |
-
|
| 14 |
# Zip the uids and their corresponding incentives into a list of tuples
|
| 15 |
-
uid_incentive_pairs = list(
|
|
|
|
|
|
|
| 16 |
|
| 17 |
# Sort the list of tuples by the incentive value in descending order
|
| 18 |
-
uid_incentive_pairs_sorted = sorted(
|
|
|
|
|
|
|
| 19 |
|
| 20 |
# Extract the top 10 uids
|
| 21 |
top_k_uids = [uid for uid, incentive in uid_incentive_pairs_sorted[:k]]
|
| 22 |
-
|
| 23 |
-
return top_k_uids
|
|
|
|
| 3 |
|
| 4 |
|
| 5 |
def get_top_incentive_uids(metagraph, k: int, vpermit_tao_limit: int) -> List[int]:
|
| 6 |
+
miners_uids = list(
|
| 7 |
+
map(
|
| 8 |
+
int,
|
| 9 |
+
filter(
|
| 10 |
+
lambda uid: check_uid_availability(metagraph, uid, vpermit_tao_limit),
|
| 11 |
+
metagraph.uids,
|
| 12 |
+
),
|
| 13 |
+
)
|
| 14 |
+
)
|
| 15 |
+
|
| 16 |
# Builds a dictionary of uids and their corresponding incentives
|
| 17 |
all_miners_incentives = {
|
| 18 |
"miners_uids": miners_uids,
|
| 19 |
+
"incentives": list(map(lambda uid: metagraph.I[uid], miners_uids)),
|
| 20 |
}
|
| 21 |
+
|
| 22 |
# Zip the uids and their corresponding incentives into a list of tuples
|
| 23 |
+
uid_incentive_pairs = list(
|
| 24 |
+
zip(all_miners_incentives["miners_uids"], all_miners_incentives["incentives"])
|
| 25 |
+
)
|
| 26 |
|
| 27 |
# Sort the list of tuples by the incentive value in descending order
|
| 28 |
+
uid_incentive_pairs_sorted = sorted(
|
| 29 |
+
uid_incentive_pairs, key=lambda x: x[1], reverse=True
|
| 30 |
+
)
|
| 31 |
|
| 32 |
# Extract the top 10 uids
|
| 33 |
top_k_uids = [uid for uid, incentive in uid_incentive_pairs_sorted[:k]]
|
| 34 |
+
|
| 35 |
+
return top_k_uids
|