WIP but now simulating games.
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parent
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190
app.py
190
app.py
@ -1,145 +1,57 @@
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from typing import List, Dict
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from functools import reduce
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from roulette import init_bet, place_bet, interpret_bet
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FEASIBLE_MOVES = sorted({
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*[f"street-{i}" for i in range(1,14)],
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*[f"col-{i}" for i in range(1,4)],
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*[f"corner-{i}-{i+1}-{i+3}-{i+4}" for i in range(1,36) if (i - 1)%3 < 2],
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*["1-12", "13-24", "25-36", "1-18", "19-36", "even", "odd", "red", "black"],
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})
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ALIASES = {"reds", "blacks", "evens", "odds", "first-half", "last-half", "second-half", "first-18", "last-18", "second-18"}
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def expectation(bet):
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odds = 0
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pmnt = 0
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return odds * pmnt
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if __name__ == "__main__":
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# 38 numbers, 6 street bets, 2 half-bets,
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bet = init_bet()
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#bet = place_bet(bet, 21, 20)
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print(bet[21])
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#bet = interpret_bet("red", 36, bet)
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#bet = interpret_bet("25-36", 1, bet)
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#bet = interpret_bet("street-1", 3, bet)
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#bet = interpret_bet("street-10", 3, bet)
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#bet = interpret_bet("col-1", 12, bet)
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# james bond
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bet = place_bet(bet, 0, 1)
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for n in range(13,19):
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bet = place_bet(bet, n, 5)
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bet = interpret_bet("19-36", 14, bet)
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# payout grid based on bets placed.
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# a street bet is the same as splitting the bet across all the numbers in the group.
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# will use a function to distribute / interpret the bets, but it seems like we only need to track the numbers on the wheel.
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#print(bet[21])
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from statistics import stdev, mean
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def expected(bet) -> float:
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bets = list(bet.values())
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cond_bets = filter(lambda x: x > 0, bets)
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amt = sum(bets)
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payout = amt*36/38
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print(f"bet: {amt:.2f}, expected: {payout:.2f}: {payout/amt:2.4f} with std {stdev(bets*36)} mean win of {36*mean(cond_bets)} {sum(filter(lambda x: x > 0, bets))}/38 times.")
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return payout
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def init_bet() -> Dict[int, float]:
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D = {i: 0 for i in range(-1, 37)}
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return D
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def place_bet(bet: Dict[str, float], on: int, amount: float):
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bet = bet.copy()
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bet[on] += amount
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return bet
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def interpret_bet(on="red", amount=0, bet=None):
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assert (on in FEASIBLE_MOVES) or (on in ALIASES), f"Bet `{on}` not understood. Choose from feasible moves:\n {FEASIBLE_MOVES}"
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if bet is None:
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bet = init_bet()
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else:
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bet = bet.copy()
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REDS = {1, 3, 5, 7, 9, 12, 14, 16, 18, 19, 21, 23, 25, 27, 30, 32, 34, 36}
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BLACKS = set(range(37)) - REDS
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NUMS = {}
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on = on.strip().replace(" ", "-")
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div = 18
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if on in ("red", "reds"):
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NUMS = REDS
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if on in ("black", "blacks"):
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NUMS = BLACKS
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if on in ("odd", "odds"):
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NUMS = {i for i in range(1,37) if i % 2 == 0}
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if on in ("even", "evens"):
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NUMS = {i for i in range(1,37) if i % 2}
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if on in ("1-18", "first-18", "first-half"):
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NUMS = set(range(1, 19))
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if on in ("19-36", "last-18", "last-half", "second-half", "second-18"):
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NUMS = set(range(19, 37))
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if on in ("1-12", "13-24", "25-36"):
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low, high = on.split("-")
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NUMS = set(range(int(low), int(high)+1))
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div = 12
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if not NUMS:
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other_bet = on.split("-")
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if other_bet[0] == "street":
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street = int(other_bet[1]) - 1
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assert street in list(range(13))
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NUMS = {i for i in range(street+1, street+4)}
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div = 3
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elif other_bet[0] == "col":
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col = int(other_bet[1]) - 1
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assert col in list(range(0,3))
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NUMS = {i for i in range(1, 37) if (i-1) % 3 == col}
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div = 12
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elif other_bet[0] == "split": # TODO: validate choices
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num_1, num_2 = int(other_bet[1]), int(other_bet[2])
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NUMS = {num_1, num_2}
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div = 2
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elif other_bet[0] == "corner": # TODO: validate choices
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num_1, num_2 = int(other_bet[1]), int(other_bet[2])
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num_3, num_4 = int(other_bet[3]), int(other_bet[4])
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NUMS = {num_1, num_2, num_3, num_4}
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div = 4
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else:
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raise ValueError("unsupported bet")
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bet = reduce(lambda bet, num: place_bet(bet, num, amount / div), NUMS, bet)
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return bet
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bet = init_bet()
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#bet = place_bet(bet, 21, 20)
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print(bet[21])
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#bet = interpret_bet("red", 36, bet)
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#bet = interpret_bet("25-36", 1, bet)
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#bet = interpret_bet("street-1", 3, bet)
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#bet = interpret_bet("street-10", 3, bet)
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#bet = interpret_bet("col-1", 12, bet)
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# james bond
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bet = place_bet(bet, 0, 1)
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for n in range(13,19):
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bet = place_bet(bet, n, 5)
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bet = interpret_bet("19-36", 14, bet)
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#print(bet[21])
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import numpy as np
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def expected(bet) -> float:
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bets = np.array(list(bet.values()))
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cond_bets = bets[bets > 0]
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amt = sum(bets)
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payout = amt*36/38
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print(f"bet {amt:.2f} to win {payout:.2f}: {payout/amt:2.4f} with std {np.std(bets*36)} mean win of {36*np.mean(cond_bets)} {sum(bets>0)}/38 times.")
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return payout
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print("bond")
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print(bet)
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print(expected(bet))
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print()
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print("unknown")
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bet = init_bet()
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bet = interpret_bet("1-12", 15, bet)
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bet = interpret_bet("13-24", 15, bet)
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bet = interpret_bet("corner-26-27-29-30", 5, bet)
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bet = interpret_bet("corner-32-33-35-36", 5, bet)
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print(bet)
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print(expected(bet))
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print()
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print("singles")
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bet = init_bet()
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bet = place_bet(bet, 21, 40)
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#bet = place_bet(bet, 1, 1)
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print(expected(bet))
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print()
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print("stupid")
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bet = init_bet()
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bet = interpret_bet("odd", 18, bet)
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bet = interpret_bet("even", 18, bet)
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#bet = place_bet(bet, -1, 1)
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#bet = place_bet(bet, 0, 1)
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print(expected(bet))
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print("bond")
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print(bet)
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print(expected(bet))
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print()
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print("unknown")
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bet = init_bet()
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bet = interpret_bet("1-12", 15, bet)
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bet = interpret_bet("13-24", 15, bet)
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bet = interpret_bet("corner-26-27-29-30", 5, bet)
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bet = interpret_bet("corner-32-33-35-36", 5, bet)
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print(bet)
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print(expected(bet))
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print()
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print("singles")
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bet = init_bet()
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bet = place_bet(bet, 21, 40)
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#bet = place_bet(bet, 1, 1)
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print(expected(bet))
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print()
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print("stupid")
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bet = init_bet()
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bet = interpret_bet("odd", 18, bet)
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bet = interpret_bet("even", 18, bet)
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#bet = place_bet(bet, -1, 1)
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#bet = place_bet(bet, 0, 1)
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print(expected(bet))
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280
roulette.py
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280
roulette.py
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from typing import List, Dict, Optional
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from functools import reduce
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from dataclasses import dataclass, field
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Bet = Dict[int, float]
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FEASIBLE_MOVES = sorted({
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*[f"street-{i}" for i in range(1,14)],
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*[f"col-{i}" for i in range(1,4)],
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*[f"corner-{i}-{i+1}-{i+3}-{i+4}" for i in range(1,33) if (i - 1)%3 < 2],
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*["1-12", "13-24", "25-36", "1-18", "19-36", "even", "odd", "red", "black"],
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*["triple-0", "triple-00"]
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})
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ALIASES = {"reds", "blacks", "evens", "odds", "first-half", "last-half", "second-half", "first-18", "last-18", "second-18"}
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CHIP_VALUES = { 0.25, 0.5, 1, 5, 10, 25, 50, 100}
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def expectation(bet):
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odds = 0
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pmnt = 0
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return odds * pmnt
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# 38 numbers, 6 street bets, 2 half-bets,
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# payout grid based on bets placed.
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# a street bet is the same as splitting the bet across all the numbers in the group.
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# will use a function to distribute / interpret the bets, but it seems like we only need to track the numbers on the wheel.
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def init_bet() -> Bet:
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D = {i: 0 for i in range(-1, 37)}
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return D
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def place_bet(bet: Bet, on: int, amount: float):
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bet = bet.copy()
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bet[on] += amount
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return bet
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def interpret_bet(on="red", amount=0, bet=Optional[Bet]):
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assert (on in FEASIBLE_MOVES) or (on in ALIASES), f"Bet `{on}` not understood. Choose from feasible moves:\n {FEASIBLE_MOVES}"
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if bet is None:
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bet = init_bet()
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else:
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bet = bet.copy()
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REDS = {1, 3, 5, 7, 9, 12, 14, 16, 18, 19, 21, 23, 25, 27, 30, 32, 34, 36}
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BLACKS = set(range(37)) - REDS
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NUMS = {}
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on = on.strip().replace(" ", "-")
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div = 18
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if on in ("red", "reds"):
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NUMS = REDS
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if on in ("black", "blacks"):
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NUMS = BLACKS
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if on in ("odd", "odds"):
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NUMS = {i for i in range(1,37) if i % 2 == 0}
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if on in ("even", "evens"):
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NUMS = {i for i in range(1,37) if i % 2}
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if on in ("1-18", "first-18", "first-half"):
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NUMS = set(range(1, 19))
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if on in ("19-36", "last-18", "last-half", "second-half", "second-18"):
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NUMS = set(range(19, 37))
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if on in ("1-12", "13-24", "25-36"):
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low, high = on.split("-")
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NUMS = set(range(int(low), int(high)+1))
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div = 12
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if on in ["triple-0", "triple-00"]:
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NUMS = {0, 1, 2} if on == "triple-0" else {-1, 2, 3}
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div = 3
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if not NUMS:
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other_bet = on.split("-")
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if other_bet[0] == "street":
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street = int(other_bet[1]) - 1
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assert street in list(range(13))
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NUMS = {i for i in range(street+1, street+4)}
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div = 3
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elif other_bet[0] == "col":
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col = int(other_bet[1]) - 1
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assert col in list(range(0,3))
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NUMS = {i for i in range(1, 37) if (i-1) % 3 == col}
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div = 12
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elif other_bet[0] == "split": # TODO: validate choices, for now we disallow these.
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num_1, num_2 = int(other_bet[1]), int(other_bet[2])
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NUMS = {num_1, num_2}
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div = 2
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elif other_bet[0] == "corner":
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num_1, num_2 = int(other_bet[1]), int(other_bet[2])
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num_3, num_4 = int(other_bet[3]), int(other_bet[4])
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NUMS = {num_1, num_2, num_3, num_4}
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div = 4
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else:
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raise ValueError("unsupported bet")
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bet = reduce(lambda bet, num: place_bet(bet, num, amount / div), NUMS, bet)
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return bet
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@dataclass
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class Placement:
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"""
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Defines a bet based on the number of chips and value of each chip.
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Args:
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num (int): number of chips
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amt (float): value of each chip
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on (str): bet type
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Returns:
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Placement: an object representing the placement of a stack of chips on a particular bet type.
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"""
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num: int
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amt: float
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on: str
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def __post_init__(self):
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assert (self.on in FEASIBLE_MOVES) or (self.on in ALIASES), f"Bet `{self.on}` not understood. Choose from feasible moves:\n {FEASIBLE_MOVES}"
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@property
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def value(self):
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"""
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Returns the value of the bet.
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"""
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return self.num*self.amt
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def place_bet(self, bet=None):
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"""
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Places a bet on the wheel based on the bet type.
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"""
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return interpret_bet(self.on, self.num*self.amt, bet)
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# for two bets of structure Dict[int, float], iterate through all the keys and add up the values, returning a new dict.
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def combine_bets(bet_1, bet_2):
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return {k: bet_1.get(k, 0) + bet_2.get(k, 0) for k in set(bet_1) | set(bet_2)}
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# for a list of Placements, call the place_bet method on each one and combine the results using reduce and combine_bets, starting with an empty dictionary as the initial argument
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def place_bets(placements):
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return reduce(lambda bet, placement: combine_bets(bet, placement.place_bet()), placements, {})
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# create a list of random Placements
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from random import choice, randint
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placements = [Placement(randint(1, 10), 1, choice(list(FEASIBLE_MOVES))) for _ in range(10)]
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# for a given budget, generate placements until you run out of money, where the value of each placement is the number of chips times the value of each chip.
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@dataclass
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class Strategy:
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budget: float = 200
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placements: List[Placement] = field(default_factory=list)
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def __repr__(self) -> str:
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return f"Strategy(budget={self.budget}, value={self.value}, placements={self.placements})"
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@property
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def value(self):
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return sum([p.value for p in self.placements])
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@classmethod
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def generate_random(cls, budget) -> "Strategy":
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placements = []
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initial_budget = budget
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while budget > 0:
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amt = choice([v for v in CHIP_VALUES if v <= budget])
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# guarantees the max bet cannot exceed budget:
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num = randint(1, budget // amt)
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# select random bet type
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on = choice(list(FEASIBLE_MOVES))
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placement = Placement(num, amt, on)
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placements.append(placement)
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budget -= placement.value
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return Strategy(budget=initial_budget, placements=placements)
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def print_all(self) -> None:
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for p in self.placements:
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print(p)
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def get_bet(self):
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return place_bets(self.placements)
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@dataclass
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class Player:
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budget: float
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strategy: Strategy
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def simulate_random_strategy(
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min_num_games = 1,
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total_budget = 200
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):
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strategy_budget = total_budget // min_num_games
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return Strategy.generate_random(strategy_budget)
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# strategy = Strategy.generate_random(50)
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# strategy.print_all()
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# define the minimum number of games that you want players to play
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# print the total sum of all the placements
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# print("SUM")
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# print(sum([p.value for p in placements]))
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# # place the bets
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# bet = place_bets(placements)
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# print(bet)
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min_games = randint(1, 10)
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print(min_games, Player(200, simulate_random_strategy(min_num_games=min_games, total_budget=200)))
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# given BUDGET, generate a bunch of random players, each with a random strategy, and return a list of players
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def generate_players(
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num_players = 10,
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min_num_games = 1,
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total_budget = 200
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):
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return [Player(total_budget, simulate_random_strategy(min_num_games=min_num_games, total_budget=total_budget)) for _ in range(num_players)]
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# simulate a game of roulette, picking a random integer from -1 to 37, taking the players as inputs and returning their expected winnings
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def simulate_game(players):
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# pick a random number
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num = randint(-1, 36)
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# print("WINNER:", num)
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# for each player, place their bets on the wheel
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bets = [p.strategy.get_bet() for p in players]
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# for each player, calculate their winnings
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winnings = [36 * bet.get(num, 0) for bet in bets]
|
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# for each player, calculate their expected winnings
|
||||
return winnings
|
||||
|
||||
# simulate multiple games, reducing each player's budget by the amount of their bet and adding the amount of their winnings
|
||||
def simulate_games(
|
||||
players,
|
||||
num_games = 10
|
||||
):
|
||||
losers = []
|
||||
for g in range(num_games):
|
||||
if not players:
|
||||
break
|
||||
print(f"GAME {g}")
|
||||
winnings = simulate_game(players)
|
||||
new_losers = []
|
||||
for i, p in enumerate(players):
|
||||
p.budget -= p.strategy.value
|
||||
p.budget += winnings[i]
|
||||
# if a player runs out of money to keep using their strategy,
|
||||
# remove them from the list of players and add them to the list of losers
|
||||
if p.budget < p.strategy.value:
|
||||
new_losers.append(p)
|
||||
for l in new_losers:
|
||||
players.remove(l)
|
||||
losers.extend(new_losers)
|
||||
|
||||
return players + losers
|
||||
|
||||
|
||||
# generate players and print them out
|
||||
players = generate_players(num_players=3, min_num_games=4, total_budget=200)
|
||||
for p in players:
|
||||
print(p,'\n')
|
||||
|
||||
print("======================")
|
||||
print("SIMULATING GAMES")
|
||||
# simulate 10 games
|
||||
players = simulate_games(players, num_games=100)
|
||||
|
||||
for p in players:
|
||||
print(p,'\n')
|
Loading…
Reference in New Issue
Block a user