OpenInterest, Here are the necessary fuctions to fetch the data
from deribit, using cryptofeed library.
parent
42e442c36a
commit
773656a4fc
|
@ -0,0 +1,124 @@
|
||||||
|
#!/usr/bin/env python
|
||||||
|
from decimal import (
|
||||||
|
Decimal,
|
||||||
|
)
|
||||||
|
import trio
|
||||||
|
import tractor
|
||||||
|
from datetime import datetime
|
||||||
|
from pprint import pformat
|
||||||
|
from piker.brokers.deribit.api import (
|
||||||
|
get_client,
|
||||||
|
maybe_open_oi_feed,
|
||||||
|
)
|
||||||
|
|
||||||
|
def check_if_complete(
|
||||||
|
oi: dict[str, dict[str, Decimal | None]]
|
||||||
|
) -> bool:
|
||||||
|
return all(
|
||||||
|
oi[strike]['C'] is not None
|
||||||
|
and
|
||||||
|
oi[strike]['P'] is not None for strike in oi
|
||||||
|
)
|
||||||
|
|
||||||
|
|
||||||
|
async def max_pain_daemon(
|
||||||
|
) -> None:
|
||||||
|
expiry_date: str = input('Please enter a valid expiration date (7feb25): ').upper()
|
||||||
|
instruments: list[Symbol] = []
|
||||||
|
oi_by_strikes: dict[str, dict[str, Decimal]]
|
||||||
|
|
||||||
|
def update_oi_by_strikes(msg: tuple):
|
||||||
|
nonlocal oi_by_strikes
|
||||||
|
if 'oi' == msg[0]:
|
||||||
|
strike_price = msg[1]['strike_price']
|
||||||
|
option_type = msg[1]['option_type']
|
||||||
|
open_interest = msg[1]['open_interest']
|
||||||
|
oi_by_strikes.setdefault(
|
||||||
|
strike_price, {}
|
||||||
|
).update(
|
||||||
|
{option_type: open_interest}
|
||||||
|
)
|
||||||
|
|
||||||
|
def get_max_pain(
|
||||||
|
oi_by_strikes: dict[str, dict[str, Decimal]]
|
||||||
|
) -> dict[str, str | Decimal]:
|
||||||
|
'''
|
||||||
|
This method requires only the strike_prices and oi for call
|
||||||
|
and puts, the closes list are the same as the strike_prices
|
||||||
|
the idea is to sum all the calls and puts cash for each strike
|
||||||
|
and the ITM strikes from that strike, the lowest value is what we
|
||||||
|
are looking for the intrinsic value.
|
||||||
|
|
||||||
|
'''
|
||||||
|
|
||||||
|
nonlocal timestamp
|
||||||
|
# We meed to find the lowest value, so we start at
|
||||||
|
# infinity to ensure that, and the max_pain must be
|
||||||
|
# an amount greater than zero.
|
||||||
|
total_intrinsic_value: Decimal = Decimal('Infinity')
|
||||||
|
max_pain: Decimal = Decimal(0)
|
||||||
|
call_cash: Decimal = Decimal(0)
|
||||||
|
put_cash: Decimal = Decimal(0)
|
||||||
|
intrinsic_values: dict[str, dict[str, Decimal]] = {}
|
||||||
|
closes: list = sorted(Decimal(close) for close in oi_by_strikes)
|
||||||
|
|
||||||
|
for strike, oi in oi_by_strikes.items():
|
||||||
|
s = Decimal(strike)
|
||||||
|
call_cash = sum(max(0, (s - c) * oi_by_strikes[str(c)]['C']) for c in closes)
|
||||||
|
put_cash = sum(max(0, (c - s) * oi_by_strikes[str(c)]['P']) for c in closes)
|
||||||
|
|
||||||
|
intrinsic_values[strike] = {
|
||||||
|
'C': call_cash,
|
||||||
|
'P': put_cash,
|
||||||
|
'total': call_cash + put_cash,
|
||||||
|
}
|
||||||
|
|
||||||
|
if intrinsic_values[strike]['total'] < total_intrinsic_value:
|
||||||
|
total_intrinsic_value = intrinsic_values[strike]['total']
|
||||||
|
max_pain = s
|
||||||
|
|
||||||
|
return {
|
||||||
|
'timestamp': timestamp,
|
||||||
|
'expiry_date': expiry_date,
|
||||||
|
'total_intrinsic_value': total_intrinsic_value,
|
||||||
|
'max_pain': max_pain,
|
||||||
|
}
|
||||||
|
|
||||||
|
async with get_client(
|
||||||
|
) as client:
|
||||||
|
instruments = await client.get_instruments(
|
||||||
|
expiry_date=expiry_date,
|
||||||
|
)
|
||||||
|
oi_by_strikes = client.get_strikes_dict(instruments)
|
||||||
|
|
||||||
|
async with maybe_open_oi_feed(
|
||||||
|
instruments,
|
||||||
|
) as oi_feed:
|
||||||
|
async for msg in oi_feed:
|
||||||
|
|
||||||
|
update_oi_by_strikes(msg)
|
||||||
|
if check_if_complete(oi_by_strikes):
|
||||||
|
if 'oi' == msg[0]:
|
||||||
|
timestamp = msg[1]['timestamp']
|
||||||
|
max_pain = get_max_pain(oi_by_strikes)
|
||||||
|
print('-----------------------------------------------')
|
||||||
|
print(f'timestamp: {datetime.fromtimestamp(max_pain['timestamp'])}')
|
||||||
|
print(f'expiry_date: {max_pain['expiry_date']}')
|
||||||
|
print(f'max_pain: {max_pain['max_pain']}')
|
||||||
|
print(f'total intrinsic value: {max_pain['total_intrinsic_value']}')
|
||||||
|
print('-----------------------------------------------')
|
||||||
|
|
||||||
|
|
||||||
|
async def main():
|
||||||
|
|
||||||
|
async with tractor.open_nursery() as n:
|
||||||
|
|
||||||
|
p: tractor.Portal = await n.start_actor(
|
||||||
|
'max_pain_daemon',
|
||||||
|
enable_modules=[__name__],
|
||||||
|
infect_asyncio=True,
|
||||||
|
)
|
||||||
|
await p.run(max_pain_daemon)
|
||||||
|
|
||||||
|
if __name__ == '__main__':
|
||||||
|
trio.run(main)
|
|
@ -52,12 +52,14 @@ from cryptofeed import FeedHandler
|
||||||
from cryptofeed.defines import (
|
from cryptofeed.defines import (
|
||||||
DERIBIT,
|
DERIBIT,
|
||||||
L1_BOOK, TRADES,
|
L1_BOOK, TRADES,
|
||||||
OPTION, CALL, PUT
|
OPTION, CALL, PUT,
|
||||||
|
OPEN_INTEREST,
|
||||||
)
|
)
|
||||||
from cryptofeed.symbols import Symbol
|
from cryptofeed.symbols import Symbol
|
||||||
from cryptofeed.types import (
|
from cryptofeed.types import (
|
||||||
L1Book,
|
L1Book,
|
||||||
Trade,
|
Trade,
|
||||||
|
OpenInterest,
|
||||||
)
|
)
|
||||||
from piker.brokers import SymbolNotFound
|
from piker.brokers import SymbolNotFound
|
||||||
from .venues import (
|
from .venues import (
|
||||||
|
@ -110,6 +112,10 @@ def deribit_timestamp(when: datetime) -> int:
|
||||||
)
|
)
|
||||||
|
|
||||||
|
|
||||||
|
def get_timestamp_int(expiry_date: str) -> int:
|
||||||
|
return int(time.mktime(time.strptime(expiry_date, '%d%b%y')))
|
||||||
|
|
||||||
|
|
||||||
def str_to_cb_sym(name: str) -> Symbol:
|
def str_to_cb_sym(name: str) -> Symbol:
|
||||||
base, strike_price, expiry_date, option_type = name.split('-')
|
base, strike_price, expiry_date, option_type = name.split('-')
|
||||||
|
|
||||||
|
@ -117,13 +123,14 @@ def str_to_cb_sym(name: str) -> Symbol:
|
||||||
|
|
||||||
if option_type == 'put':
|
if option_type == 'put':
|
||||||
option_type = PUT
|
option_type = PUT
|
||||||
elif option_type == 'call':
|
elif option_type == 'call':
|
||||||
option_type = CALL
|
option_type = CALL
|
||||||
else:
|
else:
|
||||||
raise Exception("Couldn\'t parse option type")
|
raise Exception("Couldn\'t parse option type")
|
||||||
|
|
||||||
new_expiry_date = get_values_from_cb_normalized_date(expiry_date)
|
new_expiry_date: int = get_timestamp_int(
|
||||||
|
get_values_from_cb_normalized_date(expiry_date)
|
||||||
|
)
|
||||||
return Symbol(
|
return Symbol(
|
||||||
base=base,
|
base=base,
|
||||||
quote=quote,
|
quote=quote,
|
||||||
|
@ -143,11 +150,12 @@ def piker_sym_to_cb_sym(name: str) -> Symbol:
|
||||||
)= tuple(
|
)= tuple(
|
||||||
name.upper().split('-'))
|
name.upper().split('-'))
|
||||||
|
|
||||||
|
new_expiry_date = get_timestamp_int(expiry_date)
|
||||||
quote: str = base
|
quote: str = base
|
||||||
|
|
||||||
if option_type == 'P':
|
if option_type == 'P' or option_type == 'PUT':
|
||||||
option_type = PUT
|
option_type = PUT
|
||||||
elif option_type == 'C':
|
elif option_type == 'C' or option_type == 'CALL':
|
||||||
option_type = CALL
|
option_type = CALL
|
||||||
else:
|
else:
|
||||||
raise Exception("Couldn\'t parse option type")
|
raise Exception("Couldn\'t parse option type")
|
||||||
|
@ -158,7 +166,7 @@ def piker_sym_to_cb_sym(name: str) -> Symbol:
|
||||||
type=OPTION,
|
type=OPTION,
|
||||||
strike_price=strike_price,
|
strike_price=strike_price,
|
||||||
option_type=option_type,
|
option_type=option_type,
|
||||||
expiry_date=expiry_date
|
expiry_date=new_expiry_date
|
||||||
)
|
)
|
||||||
|
|
||||||
|
|
||||||
|
@ -226,16 +234,18 @@ def get_config() -> dict[str, Any]:
|
||||||
)
|
)
|
||||||
|
|
||||||
conf_option = section.get('option', {})
|
conf_option = section.get('option', {})
|
||||||
section.clear # clear the dict to reuse it
|
conf_log = conf_option.get('log', {})
|
||||||
section['deribit'] = {}
|
return {
|
||||||
section['deribit']['key_id'] = conf_option.get('api_key')
|
'deribit': {
|
||||||
section['deribit']['key_secret'] = conf_option.get('api_secret')
|
'key_id': conf_option['key_id'],
|
||||||
|
'key_secret': conf_option['key_secret'],
|
||||||
section['log'] = {}
|
},
|
||||||
section['log']['filename'] = 'feedhandler.log'
|
'log': {
|
||||||
section['log']['level'] = 'DEBUG'
|
'filename': conf_log['filename'],
|
||||||
|
'level': conf_log['level'],
|
||||||
return section
|
'disabled': conf_log['disabled'],
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
class Client:
|
class Client:
|
||||||
|
@ -311,6 +321,20 @@ class Client:
|
||||||
|
|
||||||
return balances
|
return balances
|
||||||
|
|
||||||
|
async def get_currencies(
|
||||||
|
self,
|
||||||
|
|
||||||
|
) -> list[dict]:
|
||||||
|
'''
|
||||||
|
Return the set of currencies for deribit.
|
||||||
|
'''
|
||||||
|
assets = {}
|
||||||
|
resp = await self._json_rpc_auth_wrapper(
|
||||||
|
'public/get_currencies',
|
||||||
|
params={}
|
||||||
|
)
|
||||||
|
return resp.result
|
||||||
|
|
||||||
async def get_assets(
|
async def get_assets(
|
||||||
self,
|
self,
|
||||||
venue: str | None = None,
|
venue: str | None = None,
|
||||||
|
@ -323,11 +347,7 @@ class Client:
|
||||||
|
|
||||||
'''
|
'''
|
||||||
assets = {}
|
assets = {}
|
||||||
resp = await self._json_rpc_auth_wrapper(
|
currencies = await self.get_currencies()
|
||||||
'public/get_currencies',
|
|
||||||
params={}
|
|
||||||
)
|
|
||||||
currencies: list[dict] = resp.result
|
|
||||||
for currency in currencies:
|
for currency in currencies:
|
||||||
name: str = currency['currency']
|
name: str = currency['currency']
|
||||||
tx_tick: Decimal = digits_to_dec(currency['fee_precision'])
|
tx_tick: Decimal = digits_to_dec(currency['fee_precision'])
|
||||||
|
@ -359,6 +379,59 @@ class Client:
|
||||||
|
|
||||||
return flat
|
return flat
|
||||||
|
|
||||||
|
async def get_instruments(
|
||||||
|
self,
|
||||||
|
currency: str = 'btc',
|
||||||
|
kind: str = 'option',
|
||||||
|
expired: bool = False,
|
||||||
|
expiry_date: str = None,
|
||||||
|
|
||||||
|
) -> list[Symbol]:
|
||||||
|
"""
|
||||||
|
Get instruments for cryptoFeed.FeedHandler.
|
||||||
|
"""
|
||||||
|
params: dict[str, str] = {
|
||||||
|
'currency': currency.upper(),
|
||||||
|
'kind': kind,
|
||||||
|
'expired': expired,
|
||||||
|
}
|
||||||
|
|
||||||
|
r: JSONRPCResult = await self._json_rpc_auth_wrapper(
|
||||||
|
'public/get_instruments',
|
||||||
|
params,
|
||||||
|
)
|
||||||
|
resp = r.result
|
||||||
|
response_list = []
|
||||||
|
|
||||||
|
for i in range(len(resp)):
|
||||||
|
element = resp[i]
|
||||||
|
name = f'{element["instrument_name"].split("-")[1]}'
|
||||||
|
if not expiry_date or name == expiry_date.upper():
|
||||||
|
response_list.append(piker_sym_to_cb_sym(element['instrument_name']))
|
||||||
|
|
||||||
|
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,
|
||||||
|
@ -738,6 +811,116 @@ async def maybe_open_price_feed(
|
||||||
yield feed
|
yield feed
|
||||||
|
|
||||||
|
|
||||||
|
async def aio_open_interest_feed_relay(
|
||||||
|
fh: FeedHandler,
|
||||||
|
instruments: list[Symbol],
|
||||||
|
from_trio: asyncio.Queue,
|
||||||
|
to_trio: trio.abc.SendChannel,
|
||||||
|
) -> None:
|
||||||
|
async def _trade(
|
||||||
|
trade: Trade, # cryptofeed, NOT ours from `.venues`!
|
||||||
|
receipt_timestamp: int,
|
||||||
|
) -> None:
|
||||||
|
'''
|
||||||
|
Proxy-thru `cryptofeed.FeedHandler` "trades" to `piker`-side.
|
||||||
|
|
||||||
|
'''
|
||||||
|
to_trio.send_nowait(('trade', trade))
|
||||||
|
|
||||||
|
# trade and oi are user defined functions that
|
||||||
|
# will be called when trade and open interest updates are received
|
||||||
|
# data type is not dict, is an object: cryptofeed.types.OpenINterest
|
||||||
|
async def _oi(
|
||||||
|
oi: OpenInterest,
|
||||||
|
receipt_timestamp: int,
|
||||||
|
) -> None:
|
||||||
|
'''
|
||||||
|
Proxy-thru `cryptofeed.FeedHandler` "oi" to `piker`-side.
|
||||||
|
|
||||||
|
'''
|
||||||
|
symbol: Symbol = str_to_cb_sym(oi.symbol)
|
||||||
|
piker_sym: str = cb_sym_to_deribit_inst(symbol)
|
||||||
|
(
|
||||||
|
base,
|
||||||
|
expiry_date,
|
||||||
|
strike_price,
|
||||||
|
option_type
|
||||||
|
) = tuple(
|
||||||
|
piker_sym.split('-')
|
||||||
|
)
|
||||||
|
msg = {
|
||||||
|
'timestamp': oi.timestamp,
|
||||||
|
'strike_price': strike_price,
|
||||||
|
'option_type': option_type,
|
||||||
|
'open_interest': Decimal(oi.open_interest),
|
||||||
|
}
|
||||||
|
to_trio.send_nowait(('oi', msg))
|
||||||
|
|
||||||
|
|
||||||
|
channels = [TRADES, OPEN_INTEREST]
|
||||||
|
callbacks={TRADES: _trade, OPEN_INTEREST: _oi}
|
||||||
|
|
||||||
|
fh.add_feed(
|
||||||
|
DERIBIT,
|
||||||
|
channels=channels,
|
||||||
|
symbols=instruments,
|
||||||
|
callbacks=callbacks
|
||||||
|
)
|
||||||
|
|
||||||
|
if not fh.running:
|
||||||
|
fh.run(
|
||||||
|
start_loop=False,
|
||||||
|
install_signal_handlers=False
|
||||||
|
)
|
||||||
|
|
||||||
|
# sync with trio
|
||||||
|
to_trio.send_nowait(None)
|
||||||
|
|
||||||
|
# run until cancelled
|
||||||
|
await asyncio.sleep(float('inf'))
|
||||||
|
|
||||||
|
|
||||||
|
@acm
|
||||||
|
async def open_oi_feed(
|
||||||
|
instruments: list[Symbol],
|
||||||
|
) -> to_asyncio.LinkedTaskChannel:
|
||||||
|
|
||||||
|
fh: FeedHandler
|
||||||
|
first: None
|
||||||
|
chan: to_asyncio.LinkedTaskChannel
|
||||||
|
async with (
|
||||||
|
maybe_open_feed_handler() as fh,
|
||||||
|
to_asyncio.open_channel_from(
|
||||||
|
partial(
|
||||||
|
aio_open_interest_feed_relay,
|
||||||
|
fh,
|
||||||
|
instruments,
|
||||||
|
)
|
||||||
|
) as (first, chan)
|
||||||
|
):
|
||||||
|
yield chan
|
||||||
|
|
||||||
|
|
||||||
|
@acm
|
||||||
|
async def maybe_open_oi_feed(
|
||||||
|
instruments: list[Symbol],
|
||||||
|
) -> trio.abc.ReceiveStream:
|
||||||
|
|
||||||
|
# TODO: add a predicate to maybe_open_context
|
||||||
|
feed: to_asyncio.LinkedTaskChannel
|
||||||
|
async with maybe_open_context(
|
||||||
|
acm_func=open_oi_feed,
|
||||||
|
kwargs={
|
||||||
|
'instruments': instruments
|
||||||
|
},
|
||||||
|
key=f'{instruments[0].base}',
|
||||||
|
|
||||||
|
) as (cache_hit, feed):
|
||||||
|
if cache_hit:
|
||||||
|
yield broadcast_receiver(feed, 10)
|
||||||
|
else:
|
||||||
|
yield feed
|
||||||
|
|
||||||
|
|
||||||
# TODO, move all to `.broker` submod!
|
# TODO, move all to `.broker` submod!
|
||||||
# async def aio_order_feed_relay(
|
# async def aio_order_feed_relay(
|
||||||
|
|
Loading…
Reference in New Issue