Max pain daemon:
- To calculate the `max_pain` first we need an expiration date, get_expiration_dates()` retrieves them and the user then enters one of the shown, then using the select expiry_date on `get_instruments()` we are good to build the `oi_by_strikes` important! - Add `update_oi_by_strikes()`. - Add `check_if_complete()`. - `get_max_pain()`: here's where all the action takes place, the `oi_by_strikes` must be complete to start the calculations, - Use `maybe_open_oi_feed` for open a oi_feed. - Add `max_pain_readme.rst`max_pain_deribit
parent
58d49b1a72
commit
4c5132fd57
|
@ -0,0 +1,139 @@
|
||||||
|
#!/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:
|
||||||
|
oi_by_strikes: dict[str, dict[str, Decimal | None]]
|
||||||
|
instruments: list[Symbol] = []
|
||||||
|
expiry_dates: list[str]
|
||||||
|
expiry_date: str
|
||||||
|
currency: str = 'btc'
|
||||||
|
kind: str = 'option'
|
||||||
|
|
||||||
|
async with get_client(
|
||||||
|
) as client:
|
||||||
|
expiry_dates: list[str] = await client.get_expiration_dates(
|
||||||
|
currency=currency,
|
||||||
|
kind=kind
|
||||||
|
)
|
||||||
|
|
||||||
|
print(f'Available expiration dates for {currency}-{kind}:')
|
||||||
|
print(f'{expiry_dates}')
|
||||||
|
expiry_date = input('Please enter a valid expiration date: ').upper()
|
||||||
|
print('Starting little daemon...')
|
||||||
|
|
||||||
|
oi_by_strikes: dict[str, dict[str, Decimal]]
|
||||||
|
instruments = await client.get_instruments(
|
||||||
|
expiry_date=expiry_date,
|
||||||
|
)
|
||||||
|
oi_by_strikes = client.get_strikes_dict(instruments)
|
||||||
|
|
||||||
|
|
||||||
|
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 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)
|
|
@ -0,0 +1,19 @@
|
||||||
|
## Max Pain Calculation for Deribit Options
|
||||||
|
|
||||||
|
This feature, which calculates the max pain point for options traded on the Deribit exchange using cryptofeed library.
|
||||||
|
|
||||||
|
- Functions in the api module for fetching options data from Deribit. [commit](https://pikers.dev/pikers/piker/commit/da55856dd2876291f55a06eb0561438a912d8241)
|
||||||
|
|
||||||
|
- Compute the max pain point based on open interest data using deribit's api. [commit](https://pikers.dev/pikers/piker/commit/0d9d6e15ba0edeb662ec97f7599dd66af3046b94)
|
||||||
|
|
||||||
|
### How to test it?
|
||||||
|
|
||||||
|
**Before start:** in order to get this working with `uv`, you **must** use my `tractor` [fork](https://pikers.dev/ntorres/tractor/src/branch/aio_abandons) and this branch: `aio_abandons`, the reason is that I cherry-pick the `uv_migration` that guille made, for some reason that a didn't dive into, in my system y need tractor using `uv` too. quite hacky I guess.
|
||||||
|
|
||||||
|
1. `uv lock`
|
||||||
|
|
||||||
|
2. `uv run --no-dev python examples/max_pain.py`
|
||||||
|
|
||||||
|
3. A message should be display, enter one of the expiration date available.
|
||||||
|
|
||||||
|
4. The script should be up and running.
|
Loading…
Reference in New Issue