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Author SHA1 Message Date
Nelson Torres 2b70518eb9 Update poetry.lock 2024-12-05 23:32:09 -03:00
Nelson Torres bf86772d4b oi max_pain major refactor
Now the max_pain is calculated taking into account all strike prices and all close prices to find the intrinsic value as deribit.
2024-12-05 23:31:36 -03:00
Nelson Torres c4600a0392 auxiliar methods 2024-12-05 23:29:45 -03:00
2 changed files with 303 additions and 302 deletions

View File

@ -246,6 +246,20 @@ def get_config() -> dict[str, Any]:
return section return section
def check_if_complete(
oi: dict[str, dict[str, Decimal | None]],
) -> bool:
for strike in oi:
if (
oi[strike]['C'] == None
or
oi[strike]['P'] == None
):
return False
return True
class Client: class Client:
''' '''
@ -410,6 +424,27 @@ class Client:
return response_list return response_list
def get_strikes_dict(
self,
instruments: list[Symbol],
) -> dict[str, dict[str, Decimal | None]]:
"""
Get a dict with strike prices as keys.
"""
response: dict[str, dict[str, Decimal | None]] = {}
for i in range(len(instruments)):
element = instruments[i]
strike = f'{str(element).split('-')[1]}'
response[f'{strike}'] = {
'C': None,
'P': None,
}
return response
async def submit_limit( async def submit_limit(
self, self,
symbol: str, symbol: str,
@ -792,13 +827,15 @@ async def maybe_open_price_feed(
async def aio_open_interest_feed_relay( async def aio_open_interest_feed_relay(
fh: FeedHandler, fh: FeedHandler,
instruments: list, instruments: list,
open_interests: dict[str, dict[str, dict[str, list[dict[str, Decimal]]]]], intrinsic_values: dict[str, Decimal],
losses_cache: dict[str, Decimal], oi_by_strikes: dict[str, dict[str, Decimal]],
max_losses: Decimal,
max_pain: Decimal,
from_trio: asyncio.Queue, from_trio: asyncio.Queue,
to_trio: trio.abc.SendChannel, to_trio: trio.abc.SendChannel,
) -> None: ) -> None:
max_losses: Decimal = Decimal('Infinity')
max_pain: Decimal = Decimal(0)
async def _trade( async def _trade(
trade: Trade, # cryptofeed, NOT ours from `.venues`! trade: Trade, # cryptofeed, NOT ours from `.venues`!
receipt_timestamp: int, receipt_timestamp: int,
@ -820,13 +857,13 @@ async def aio_open_interest_feed_relay(
Proxy-thru `cryptofeed.FeedHandler` "oi" to `piker`-side. Proxy-thru `cryptofeed.FeedHandler` "oi" to `piker`-side.
''' '''
nonlocal losses_cache nonlocal intrinsic_values
nonlocal oi_by_strikes
nonlocal max_losses nonlocal max_losses
nonlocal max_pain nonlocal max_pain
nonlocal open_interests
symbol: Symbol = str_to_cb_sym(oi.symbol) symbol: Symbol = str_to_cb_sym(oi.symbol)
piker_sym: str = cb_sym_to_deribit_inst(symbol) piker_sym: str = cb_sym_to_deribit_inst(symbol)
data: dict = oi.raw['params']['data']
( (
base, base,
expiry_date, expiry_date,
@ -835,68 +872,36 @@ async def aio_open_interest_feed_relay(
) = tuple( ) = tuple(
piker_sym.split('-') piker_sym.split('-')
) )
if not f'{expiry_date}' in open_interests:
open_interests[f'{expiry_date}'] = {
f'{strike_price}': {
'C': [],
'P': [],
'strike_losses': Decimal(0),
}
}
if not f'{strike_price}' in open_interests[f'{expiry_date}']:
open_interests[f'{expiry_date}'][f'{strike_price}'] = {
'C': [],
'P': [],
'strike_losses': Decimal(0),
}
index_price: Decimal = data['index_price']
open_interest: Decimal = oi.open_interest open_interest: Decimal = oi.open_interest
price_delta: Decimal oi_by_strikes[f'{strike_price}'][f'{option_type}'] = open_interest
if f'{option_type}' == 'C':
price_delta = index_price - Decimal(strike_price)
elif f'{option_type}' == 'P': is_ready = check_if_complete(oi_by_strikes)
price_delta = Decimal(strike_price) - index_price if is_ready:
for strike in oi_by_strikes:
s: Decimal = Decimal(f'{strike}')
close_losses = Decimal(0)
closes: list[str] = sorted(oi_by_strikes.keys())
call_cash: Decimal = Decimal(0)
put_cash: Decimal = Decimal(0)
for close in closes:
c: Decimal = Decimal(f'{close}')
call_cash += max(0, (s - c) * oi_by_strikes[f'{close}']['C'])
put_cash += max(0, (c - s) * oi_by_strikes[f'{close}']['P'])
notional_value = open_interest * index_price intrinsic_values[f'{strike}'] = {}
losses: Decimal = max(0, price_delta * open_interest) intrinsic_values[f'{strike}']['C'] = call_cash
intrinsic_values[f'{strike}']['P'] = put_cash
intrinsic_values[f'{strike}']['total'] = (call_cash + put_cash)
if not f'{strike_price}' in losses_cache: for strike in intrinsic_values:
losses_cache[f'{strike_price}'] = { if intrinsic_values[f'{strike}']['total'] < max_losses:
'C': Decimal(0), max_losses = intrinsic_values[f'{strike}']['total']
'P': Decimal(0),
}
losses_cache[f'{strike_price}'][f'{option_type}'] = losses
strike_losses: Decimal = (
losses_cache[f'{strike_price}']['C']
+
losses_cache[f'{strike_price}']['P']
)
open_interests[f'{expiry_date}'][f'{strike_price}'][f'{option_type}'] = {
'date': oi.timestamp,
'open_interest': open_interest,
'index_price': index_price,
'strike_price': strike_price,
'price_delta': price_delta,
'notional_value': notional_value,
'losses': losses, # this updates the global value call_losses and put_losses
}
# calculate with latest values stored in call_losses and put_losses global cache.
open_interests[f'{expiry_date}'][f'{strike_price}']['strike_losses'] = strike_losses
for strike in open_interests[f'{expiry_date}']:
if strike_losses > max_losses:
max_losses = open_interests[f'{expiry_date}'][strike]['strike_losses']
max_pain = strike max_pain = strike
print(f'>>>> Open Interest...')
print(f'expiration: {expiry_date}') print('-----------------------------------------------')
print(f'>>>> max_pain: {max_pain}') print(f'time: {oi.timestamp}')
print(f'max_pain: {max_pain}')
print(f'max_losses: {max_losses}') print(f'max_losses: {max_losses}')
print(f'{pformat(open_interests[f'{expiry_date}'][max_pain])}')
print('-----------------------------------------------') print('-----------------------------------------------')
@ -929,21 +934,16 @@ async def open_oi_feed(
expiry_date: str = '20DEC24' expiry_date: str = '20DEC24'
instruments: list[Symbol] = [] instruments: list[Symbol] = []
intrinsic_values: dict[str, dict[str, Decimal]] = {}
oi_by_strikes: dict[str, dict[str, Decimal]]
async with get_client( async with get_client(
) as client: ) as client:
# to get all currencies available in deribit
# currencies = await client.get_currencies()
instruments = await client.get_instruments( instruments = await client.get_instruments(
expiry_date=expiry_date, expiry_date=expiry_date,
) )
losses_cache: dict[str, Decimal] = { # {'<strike_price>': <value>} oi_by_strikes = client.get_strikes_dict(instruments)
'C': Decimal(0),
'P': Decimal(0),
}
# max_losses: Decimal = Decimal('Infinity')
max_losses: Decimal = Decimal(0)
max_pain: Decimal = Decimal(0)
open_interests: dict[str, dict[str, dict[str, list[dict]]]] = {}
fh: FeedHandler fh: FeedHandler
first: None first: None
chan: to_asyncio.LinkedTaskChannel chan: to_asyncio.LinkedTaskChannel
@ -954,10 +954,8 @@ async def open_oi_feed(
aio_open_interest_feed_relay, aio_open_interest_feed_relay,
fh, fh,
instruments, instruments,
open_interests, intrinsic_values,
losses_cache, oi_by_strikes,
max_losses,
max_pain,
) )
) as (first, chan) ) as (first, chan)
): ):

443
poetry.lock generated
View File

@ -1769,62 +1769,82 @@ test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
[[package]] [[package]]
name = "pycares" name = "pycares"
version = "4.4.0" version = "4.5.0"
description = "Python interface for c-ares" description = "Python interface for c-ares"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.9"
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[[package]] [[package]]
@ -2798,93 +2801,93 @@ test = ["pytest"]
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[package.dependencies] [package.dependencies]