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`
							parent
							
								
									7bf3749f95
								
							
						
					
					
						commit
						b8512edd1b
					
				|  | @ -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