Move top level fsp pkg code into an `_engine` module
parent
33d1f56440
commit
d4b00d74f8
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@ -1,5 +1,5 @@
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# piker: trading gear for hackers
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# piker: trading gear for hackers
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# Copyright (C) 2018-present Tyler Goodlet (in stewardship of piker0)
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# Copyright (C) Tyler Goodlet (in stewardship of piker0)
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# This program is free software: you can redistribute it and/or modify
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# This program is free software: you can redistribute it and/or modify
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# it under the terms of the GNU Affero General Public License as published by
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# it under the terms of the GNU Affero General Public License as published by
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@ -14,33 +14,17 @@
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# You should have received a copy of the GNU Affero General Public License
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# You should have received a copy of the GNU Affero General Public License
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# along with this program. If not, see <https://www.gnu.org/licenses/>.
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# along with this program. If not, see <https://www.gnu.org/licenses/>.
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"""
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'''
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Financial signal processing for the peeps.
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Fin-sig-proc for the peeps!
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"""
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from functools import partial
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'''
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from typing import AsyncIterator, Callable, Tuple, Optional
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from typing import AsyncIterator
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import trio
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from trio_typing import TaskStatus
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import tractor
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import numpy as np
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import numpy as np
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from ..log import get_logger, get_console_log
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from ._engine import cascade
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from .. import data
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from ._momo import _rsi, _wma
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from ._volume import _tina_vwap
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from ..data import attach_shm_array
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from ..data.feed import Feed
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from ..data._sharedmem import ShmArray
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log = get_logger(__name__)
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__all__ = ['cascade']
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_fsp_builtins = {
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'rsi': _rsi,
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'wma': _wma,
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'vwap': _tina_vwap,
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}
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async def latency(
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async def latency(
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@ -63,211 +47,3 @@ async def latency(
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# stack tracing.
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# stack tracing.
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value = quote['brokerd_ts'] - quote['broker_ts']
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value = quote['brokerd_ts'] - quote['broker_ts']
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yield value
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yield value
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async def filter_quotes_by_sym(
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sym: str,
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quote_stream,
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) -> AsyncIterator[dict]:
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'''Filter quote stream by target symbol.
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'''
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# TODO: make this the actualy first quote from feed
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# XXX: this allows for a single iteration to run for history
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# processing without waiting on the real-time feed for a new quote
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yield {}
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# task cancellation won't kill the channel
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# since we shielded at the `open_feed()` call
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async for quotes in quote_stream:
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for symbol, quote in quotes.items():
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if symbol == sym:
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yield quote
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async def fsp_compute(
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stream: tractor.MsgStream,
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symbol: str,
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feed: Feed,
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quote_stream: trio.abc.ReceiveChannel,
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src: ShmArray,
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dst: ShmArray,
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func_name: str,
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func: Callable,
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task_status: TaskStatus[None] = trio.TASK_STATUS_IGNORED,
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) -> None:
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# TODO: load appropriate fsp with input args
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out_stream = func(
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# TODO: do we even need this if we do the feed api right?
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# shouldn't a local stream do this before we get a handle
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# to the async iterable? it's that or we do some kinda
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# async itertools style?
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filter_quotes_by_sym(symbol, quote_stream),
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feed.shm,
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)
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# TODO: XXX:
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# THERE'S A BIG BUG HERE WITH THE `index` field since we're
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# prepending a copy of the first value a few times to make
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# sub-curves align with the parent bar chart.
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# This likely needs to be fixed either by,
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# - manually assigning the index and historical data
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# seperately to the shm array (i.e. not using .push())
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# - developing some system on top of the shared mem array that
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# is `index` aware such that historical data can be indexed
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# relative to the true first datum? Not sure if this is sane
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# for incremental compuations.
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dst._first.value = src._first.value
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dst._last.value = src._first.value
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# Conduct a single iteration of fsp with historical bars input
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# and get historical output
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history_output = await out_stream.__anext__()
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# build a struct array which includes an 'index' field to push
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# as history
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history = np.array(
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np.arange(len(history_output)),
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dtype=dst.array.dtype
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)
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history[func_name] = history_output
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# check for data length mis-allignment and fill missing values
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diff = len(src.array) - len(history)
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if diff > 0:
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log.warning(f"WTF DIFF SIGNAL to HISTORY {diff}")
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for _ in range(diff):
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dst.push(history[:1])
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# compare with source signal and time align
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index = dst.push(history)
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# setup a respawn handle
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with trio.CancelScope() as cs:
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task_status.started((cs, index))
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import time
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last = time.time()
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# rt stream
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async for processed in out_stream:
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period = time.time() - last
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hz = 1/period if period else float('nan')
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if hz > 60:
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log.info(f'FSP quote too fast: {hz}')
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log.debug(f"{func_name}: {processed}")
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index = src.index
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dst.array[-1][func_name] = processed
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# stream latest array index entry which basically just acts
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# as trigger msg to tell the consumer to read from shm
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await stream.send(index)
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last = time.time()
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@tractor.context
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async def cascade(
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ctx: tractor.Context,
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brokername: str,
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src_shm_token: dict,
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dst_shm_token: Tuple[str, np.dtype],
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symbol: str,
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func_name: str,
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loglevel: Optional[str] = None,
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) -> None:
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'''Chain streaming signal processors and deliver output to
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destination mem buf.
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'''
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if loglevel:
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get_console_log(loglevel)
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src = attach_shm_array(token=src_shm_token)
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dst = attach_shm_array(readonly=False, token=dst_shm_token)
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func: Callable = _fsp_builtins.get(func_name)
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if not func:
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# TODO: assume it's a func target path
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raise ValueError('Unknown fsp target: {func_name}')
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# open a data feed stream with requested broker
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async with data.feed.maybe_open_feed(
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brokername,
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[symbol],
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# TODO throttle tick outputs from *this* daemon since
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# it'll emit tons of ticks due to the throttle only
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# limits quote arrival periods, so the consumer of *this*
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# needs to get throttled the ticks we generate.
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# tick_throttle=60,
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) as (feed, quote_stream):
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assert src.token == feed.shm.token
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last_len = new_len = len(src.array)
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async with (
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ctx.open_stream() as stream,
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trio.open_nursery() as n,
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):
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fsp_target = partial(
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fsp_compute,
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stream=stream,
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symbol=symbol,
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feed=feed,
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quote_stream=quote_stream,
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# shm
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src=src,
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dst=dst,
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func_name=func_name,
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func=func
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)
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cs, index = await n.start(fsp_target)
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await ctx.started(index)
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# Increment the underlying shared memory buffer on every
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# "increment" msg received from the underlying data feed.
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async with feed.index_stream() as stream:
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async for msg in stream:
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new_len = len(src.array)
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if new_len > last_len + 1:
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# respawn the signal compute task if the source
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# signal has been updated
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log.warning(f'Re-spawning fsp {func_name}')
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cs.cancel()
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cs, index = await n.start(fsp_target)
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# TODO: adopt an incremental update engine/approach
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# where possible here eventually!
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# read out last shm row, copy and write new row
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array = dst.array
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last = array[-1:].copy()
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dst.push(last)
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last_len = new_len
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@ -0,0 +1,251 @@
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# piker: trading gear for hackers
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# Copyright (C) Tyler Goodlet (in stewardship of piker0)
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# This program is free software: you can redistribute it and/or modify
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# it under the terms of the GNU Affero General Public License as published by
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# the Free Software Foundation, either version 3 of the License, or
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# (at your option) any later version.
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# This program is distributed in the hope that it will be useful,
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# but WITHOUT ANY WARRANTY; without even the implied warranty of
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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# GNU Affero General Public License for more details.
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# You should have received a copy of the GNU Affero General Public License
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# along with this program. If not, see <https://www.gnu.org/licenses/>.
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'''
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core task logic for processing chains
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'''
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from functools import partial
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from typing import AsyncIterator, Callable, Optional
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import trio
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from trio_typing import TaskStatus
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import tractor
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import numpy as np
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from ..log import get_logger, get_console_log
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from .. import data
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from ..data import attach_shm_array
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from ..data.feed import Feed
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from ..data._sharedmem import ShmArray
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from ._momo import _rsi, _wma
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from ._volume import _tina_vwap
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log = get_logger(__name__)
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_fsp_builtins = {
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'rsi': _rsi,
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'wma': _wma,
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'vwap': _tina_vwap,
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}
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async def filter_quotes_by_sym(
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sym: str,
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quote_stream,
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) -> AsyncIterator[dict]:
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'''Filter quote stream by target symbol.
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'''
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# TODO: make this the actual first quote from feed
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# XXX: this allows for a single iteration to run for history
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# processing without waiting on the real-time feed for a new quote
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yield {}
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async for quotes in quote_stream:
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quote = quotes.get(sym)
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if quote:
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yield quote
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# for symbol, quote in quotes.items():
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# if symbol == sym:
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async def fsp_compute(
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stream: tractor.MsgStream,
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symbol: str,
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feed: Feed,
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quote_stream: trio.abc.ReceiveChannel,
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src: ShmArray,
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dst: ShmArray,
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func_name: str,
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func: Callable,
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task_status: TaskStatus[None] = trio.TASK_STATUS_IGNORED,
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) -> None:
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# TODO: load appropriate fsp with input args
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out_stream = func(
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# TODO: do we even need this if we do the feed api right?
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# shouldn't a local stream do this before we get a handle
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# to the async iterable? it's that or we do some kinda
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# async itertools style?
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filter_quotes_by_sym(symbol, quote_stream),
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feed.shm,
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)
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# TODO: XXX:
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# THERE'S A BIG BUG HERE WITH THE `index` field since we're
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# prepending a copy of the first value a few times to make
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# sub-curves align with the parent bar chart.
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# This likely needs to be fixed either by,
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# - manually assigning the index and historical data
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# seperately to the shm array (i.e. not using .push())
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# - developing some system on top of the shared mem array that
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# is `index` aware such that historical data can be indexed
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# relative to the true first datum? Not sure if this is sane
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# for incremental compuations.
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dst._first.value = src._first.value
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dst._last.value = src._first.value
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# Conduct a single iteration of fsp with historical bars input
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# and get historical output
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history_output = await out_stream.__anext__()
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# build a struct array which includes an 'index' field to push
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# as history
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history = np.array(
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np.arange(len(history_output)),
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dtype=dst.array.dtype
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)
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history[func_name] = history_output
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# check for data length mis-allignment and fill missing values
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diff = len(src.array) - len(history)
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if diff > 0:
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log.warning(f"WTF DIFF SIGNAL to HISTORY {diff}")
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for _ in range(diff):
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dst.push(history[:1])
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# compare with source signal and time align
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index = dst.push(history)
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# setup a respawn handle
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with trio.CancelScope() as cs:
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task_status.started((cs, index))
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import time
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last = time.time()
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# rt stream
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async for processed in out_stream:
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period = time.time() - last
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hz = 1/period if period else float('nan')
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if hz > 60:
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log.info(f'FSP quote too fast: {hz}')
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log.debug(f"{func_name}: {processed}")
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index = src.index
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dst.array[-1][func_name] = processed
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# stream latest array index entry which basically just acts
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# as trigger msg to tell the consumer to read from shm
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await stream.send(index)
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last = time.time()
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@tractor.context
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async def cascade(
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||||||
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ctx: tractor.Context,
|
||||||
|
brokername: str,
|
||||||
|
|
||||||
|
src_shm_token: dict,
|
||||||
|
dst_shm_token: tuple[str, np.dtype],
|
||||||
|
|
||||||
|
symbol: str,
|
||||||
|
func_name: str,
|
||||||
|
|
||||||
|
loglevel: Optional[str] = None,
|
||||||
|
|
||||||
|
) -> None:
|
||||||
|
'''Chain streaming signal processors and deliver output to
|
||||||
|
destination mem buf.
|
||||||
|
|
||||||
|
'''
|
||||||
|
if loglevel:
|
||||||
|
get_console_log(loglevel)
|
||||||
|
|
||||||
|
src = attach_shm_array(token=src_shm_token)
|
||||||
|
dst = attach_shm_array(readonly=False, token=dst_shm_token)
|
||||||
|
|
||||||
|
func: Callable = _fsp_builtins.get(func_name)
|
||||||
|
if not func:
|
||||||
|
# TODO: assume it's a func target path
|
||||||
|
raise ValueError('Unknown fsp target: {func_name}')
|
||||||
|
|
||||||
|
# open a data feed stream with requested broker
|
||||||
|
async with data.feed.maybe_open_feed(
|
||||||
|
brokername,
|
||||||
|
[symbol],
|
||||||
|
|
||||||
|
# TODO throttle tick outputs from *this* daemon since
|
||||||
|
# it'll emit tons of ticks due to the throttle only
|
||||||
|
# limits quote arrival periods, so the consumer of *this*
|
||||||
|
# needs to get throttled the ticks we generate.
|
||||||
|
# tick_throttle=60,
|
||||||
|
|
||||||
|
) as (feed, quote_stream):
|
||||||
|
|
||||||
|
assert src.token == feed.shm.token
|
||||||
|
last_len = new_len = len(src.array)
|
||||||
|
|
||||||
|
async with (
|
||||||
|
ctx.open_stream() as stream,
|
||||||
|
trio.open_nursery() as n,
|
||||||
|
):
|
||||||
|
|
||||||
|
fsp_target = partial(
|
||||||
|
|
||||||
|
fsp_compute,
|
||||||
|
stream=stream,
|
||||||
|
symbol=symbol,
|
||||||
|
feed=feed,
|
||||||
|
quote_stream=quote_stream,
|
||||||
|
|
||||||
|
# shm
|
||||||
|
src=src,
|
||||||
|
dst=dst,
|
||||||
|
|
||||||
|
func_name=func_name,
|
||||||
|
func=func
|
||||||
|
)
|
||||||
|
|
||||||
|
cs, index = await n.start(fsp_target)
|
||||||
|
await ctx.started(index)
|
||||||
|
|
||||||
|
# Increment the underlying shared memory buffer on every
|
||||||
|
# "increment" msg received from the underlying data feed.
|
||||||
|
|
||||||
|
async with feed.index_stream() as stream:
|
||||||
|
async for msg in stream:
|
||||||
|
|
||||||
|
new_len = len(src.array)
|
||||||
|
|
||||||
|
if new_len > last_len + 1:
|
||||||
|
# respawn the signal compute task if the source
|
||||||
|
# signal has been updated
|
||||||
|
log.warning(f'Re-spawning fsp {func_name}')
|
||||||
|
cs.cancel()
|
||||||
|
cs, index = await n.start(fsp_target)
|
||||||
|
|
||||||
|
# TODO: adopt an incremental update engine/approach
|
||||||
|
# where possible here eventually!
|
||||||
|
|
||||||
|
# read out last shm row, copy and write new row
|
||||||
|
array = dst.array
|
||||||
|
last = array[-1:].copy()
|
||||||
|
dst.push(last)
|
||||||
|
last_len = new_len
|
|
@ -323,7 +323,7 @@ async def fan_out_spawn_fsp_daemons(
|
||||||
conf['shm'] = shm
|
conf['shm'] = shm
|
||||||
|
|
||||||
portal = await n.start_actor(
|
portal = await n.start_actor(
|
||||||
enable_modules=['piker.fsp'],
|
enable_modules=['piker.fsp._engine'],
|
||||||
name='fsp.' + display_name,
|
name='fsp.' + display_name,
|
||||||
)
|
)
|
||||||
|
|
||||||
|
|
Loading…
Reference in New Issue