parent
3e613ab2a0
commit
0563b916a3
84
max_pain.py
84
max_pain.py
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@ -1,13 +1,22 @@
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#!/usr/bin/env python
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#!/usr/bin/env python
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from decimal import (
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Decimal,
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)
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import trio
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import trio
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import tractor
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import tractor
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from pprint import pformat
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from piker.brokers.deribit.api import (
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from piker.brokers.deribit.api import (
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get_client,
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maybe_open_oi_feed,
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maybe_open_oi_feed,
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)
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)
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async def max_pain_daemon(
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async def max_pain_daemon(
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) -> None:
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) -> None:
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expiry_date: str = '13DEC24'
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instruments: list[Symbol] = []
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oi_by_strikes: dict[str, dict[str, Decimal]]
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def check_if_complete(
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def check_if_complete(
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oi: dict[str, dict[str, Decimal | None]],
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oi: dict[str, dict[str, Decimal | None]],
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@ -22,6 +31,81 @@ async def max_pain_daemon(
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return True
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return True
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def get_max_pain(
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oi_by_strikes: dict[str, dict[str, Decimal]]
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) -> dict[str, str | Decimal]:
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'''
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This method requires only the strike_prices and oi for call
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and puts, the closes list are the same as the strike_prices
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the idea is to sum all the calls and puts cash for each strike
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and the ITM strikes from that strike, the lowest value is what we
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are looking for the intrinsic value.
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'''
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nonlocal timestamp
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# We meed to find the lowest value, so we start at
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# infinity to ensure that, and the max_pain must be
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# an amount greater than zero.
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total_intrinsic_value: Decimal = Decimal('Infinity')
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max_pain: Decimal = Decimal(0)
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intrinsic_values: dict[str, dict[str, Decimal]] = {}
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closes: list[str] = sorted(oi_by_strikes.keys())
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for strike in oi_by_strikes:
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s: Decimal = Decimal(f'{strike}')
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call_cash: Decimal = Decimal(0)
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put_cash: Decimal = Decimal(0)
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for close in closes:
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c: Decimal = Decimal(f'{close}')
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call_cash += max(0, (s - c) * oi_by_strikes[f'{close}']['C'])
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put_cash += max(0, (c - s) * oi_by_strikes[f'{close}']['P'])
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intrinsic_values[strike] = {
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'C': call_cash,
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'P': put_cash,
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'total': call_cash + put_cash,
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}
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for strike in intrinsic_values:
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if intrinsic_values[f'{strike}']['total'] < total_intrinsic_value:
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total_intrinsic_value = intrinsic_values[f'{strike}']['total']
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max_pain = strike\
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return {
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'timestamp': timestamp,
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'expiry_date': expiry_date,
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'total_intrinsic_value': total_intrinsic_value,
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'max_pain': max_pain,
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}
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async with get_client(
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) as client:
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instruments = await client.get_instruments(
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expiry_date=expiry_date,
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)
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oi_by_strikes = client.get_strikes_dict(instruments)
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async with maybe_open_oi_feed(
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instruments,
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) as oi_feed:
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async for msg in oi_feed:
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if 'oi' == msg[0]:
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timestamp = msg[1]['timestamp']
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strike_price = msg[1]['strike_price']
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option_type = msg[1]['option_type']
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open_interest = msg[1]['open_interest']
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oi_by_strikes[f'{strike_price}'][f'{option_type}'] = open_interest
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if check_if_complete(oi_by_strikes):
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max_pain = get_max_pain(oi_by_strikes)
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print('-----------------------------------------------')
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print(f'timestamp: {max_pain['timestamp']}')
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print(f'expiry_date: {max_pain['expiry_date']}')
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print(f'max_pain: {max_pain['max_pain']}')
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print(f'total intrinsic value: {max_pain['total_intrinsic_value']}')
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print('-----------------------------------------------')
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async def main():
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async def main():
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@ -812,16 +812,10 @@ async def maybe_open_price_feed(
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async def aio_open_interest_feed_relay(
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async def aio_open_interest_feed_relay(
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fh: FeedHandler,
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fh: FeedHandler,
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oi_by_strikes: dict[str, dict[str, Decimal]],
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instruments: list[Symbol],
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instruments: list[Symbol],
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from_trio: asyncio.Queue,
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from_trio: asyncio.Queue,
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to_trio: trio.abc.SendChannel,
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to_trio: trio.abc.SendChannel,
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) -> None:
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) -> None:
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intrinsic_values: dict[str, dict[str, Decimal]] = {}
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total_intrinsic_value: Decimal = Decimal('Infinity')
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max_pain: Decimal = Decimal(0)
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async def _trade(
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async def _trade(
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trade: Trade, # cryptofeed, NOT ours from `.venues`!
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trade: Trade, # cryptofeed, NOT ours from `.venues`!
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receipt_timestamp: int,
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receipt_timestamp: int,
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@ -843,11 +837,6 @@ async def aio_open_interest_feed_relay(
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Proxy-thru `cryptofeed.FeedHandler` "oi" to `piker`-side.
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Proxy-thru `cryptofeed.FeedHandler` "oi" to `piker`-side.
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'''
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'''
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nonlocal intrinsic_values
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nonlocal oi_by_strikes
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nonlocal total_intrinsic_value
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nonlocal max_pain
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symbol: Symbol = str_to_cb_sym(oi.symbol)
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symbol: Symbol = str_to_cb_sym(oi.symbol)
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piker_sym: str = cb_sym_to_deribit_inst(symbol)
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piker_sym: str = cb_sym_to_deribit_inst(symbol)
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(
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(
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@ -858,36 +847,13 @@ async def aio_open_interest_feed_relay(
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) = tuple(
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) = tuple(
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piker_sym.split('-')
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piker_sym.split('-')
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)
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)
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open_interest: Decimal = oi.open_interest
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msg = {
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oi_by_strikes[f'{strike_price}'][f'{option_type}'] = open_interest
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'timestamp': oi.timestamp,
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'strike_price': strike_price,
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if check_if_complete(oi_by_strikes):
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'option_type': option_type,
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closes: list[str] = sorted(oi_by_strikes.keys())
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'open_interest': Decimal(oi.open_interest),
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for strike in oi_by_strikes:
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s: Decimal = Decimal(f'{strike}')
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call_cash: Decimal = Decimal(0)
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put_cash: Decimal = Decimal(0)
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for close in closes:
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c: Decimal = Decimal(f'{close}')
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call_cash += max(0, (s - c) * oi_by_strikes[f'{close}']['C'])
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put_cash += max(0, (c - s) * oi_by_strikes[f'{close}']['P'])
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intrinsic_values[strike] = {
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'C': call_cash,
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'P': put_cash,
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'total': call_cash + put_cash,
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}
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}
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to_trio.send_nowait(('oi', msg))
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for strike in intrinsic_values:
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if intrinsic_values[f'{strike}']['total'] < total_intrinsic_value:
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total_intrinsic_value = intrinsic_values[f'{strike}']['total']
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max_pain = strike
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print('-----------------------------------------------')
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print(f'expiry date: {expiry_date}')
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print(f'max_pain: {max_pain}')
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print(f'total intrinsic value: {total_intrinsic_value}')
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print('-----------------------------------------------')
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channels = [TRADES, OPEN_INTEREST]
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channels = [TRADES, OPEN_INTEREST]
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@ -917,16 +883,6 @@ async def aio_open_interest_feed_relay(
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async def open_oi_feed(
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async def open_oi_feed(
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instruments: list[Symbol],
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instruments: list[Symbol],
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) -> to_asyncio.LinkedTaskChannel:
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) -> to_asyncio.LinkedTaskChannel:
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expiry_date: str = '20DEC24'
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instruments: list[Symbol] = []
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oi_by_strikes: dict[str, dict[str, Decimal]]
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async with get_client(
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) as client:
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instruments = await client.get_instruments(
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expiry_date=expiry_date,
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)
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oi_by_strikes = client.get_strikes_dict(instruments)
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fh: FeedHandler
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fh: FeedHandler
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first: None
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first: None
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@ -938,7 +894,6 @@ async def open_oi_feed(
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aio_open_interest_feed_relay,
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aio_open_interest_feed_relay,
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fh,
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fh,
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instruments,
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instruments,
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oi_by_strikes,
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)
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)
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) as (first, chan)
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) as (first, chan)
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):
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):
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