Created
April 18, 2022 16:11
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WiP on UniV2 arb finding
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from dataclasses import dataclass | |
from dataclasses_json import dataclass_json | |
from abc import ABC, abstractmethod | |
from typing import List | |
from scipy import optimize | |
class Pool(ABC): | |
@abstractmethod | |
def amount_out(self, token_in : str, token_out : str, amount_in : int) -> int: | |
pass | |
@abstractmethod | |
def tokens(self) -> List[str]: | |
pass | |
@dataclass_json | |
@dataclass(frozen=True) | |
class Reserves: | |
reserve0 : int | |
reserve1 : int | |
class Swap: | |
def __init__(self, token_in : str, token_out : str, pool : Pool): | |
self.token_in = token_in | |
self.token_out = token_out | |
self.pool = pool | |
class UniV2Pool(Pool): | |
FEES_BP = 30 | |
def __init__(self, token0 : str, token1 : str): | |
self.token0 = token0 | |
self.token1 = token1 | |
def update_reserves(self, new_reserves : Reserves): | |
self.reserves = new_reserves | |
def amount(self, amount : int, reserve_in : int, reserve_out : int) -> int: | |
amountInWithFee = int(amount) * (10000 - self.FEES_BP) | |
numerator = amountInWithFee * reserve_out | |
denominator = reserve_in * 10000 + amountInWithFee | |
return numerator // denominator | |
def amount_out(self, token_in : str, token_out : str, amount_in : int) -> int: | |
if token_in == self.token0 and token_out == self.token1: | |
return self.amount(amount_in, self.reserves.reserve0, self.reserves.reserve1) | |
elif token_in == self.token1 and token_out == self.token0: | |
return self.amount(amount_in, self.reserves.reserve1, self.reserves.reserve0) | |
raise ValueError("Tokens do not match pool") | |
def tokens(self) -> List[str]: | |
return [self.token0, self.token1] | |
# This is deprecated | |
#def find_solutions(self, current_token : str, depth: int, visited : List[str]): | |
# visited.append(current_token) | |
# if depth >= len(self.pools): | |
# self.solutions.append(visited) | |
# return | |
# | |
# for other_token in self.other_tokens(current_token, depth): | |
# self.find_solutions(other_token, depth+1, visited.copy()) | |
class Path: | |
def __init__(self, swaps : List[Swap]): | |
self.swaps = swaps | |
def chain(self, amount_in : int) -> int: | |
current_qty = amount_in | |
for swap in self.swaps: | |
current_qty = swap.pool.amount_out(swap.token_in, swap.token_out, current_qty) | |
return current_qty | |
def arbitrage(self, qty : int) -> int: | |
return self.chain(qty) - qty | |
def solve_fmin(self, guess): | |
def f(qty): | |
if qty < 0: | |
return 99999 | |
return -1 * self.arbitrage(qty) | |
sol, best, *rest = optimize.fmin(f, guess, full_output=1) | |
return {'profit': -best, 'qty': sol[0]} | |
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