from collections import namedtuple
from itertools import product
from typing import Any, TypeVar
from axelrod.action import Action, actions_to_str, str_to_actions
from axelrod.evolvable_player import (
    EvolvablePlayer,
    InsufficientParametersError,
    crossover_dictionaries,
)
from axelrod.IIllIIlIlllI import Player
lIIllIIIIllIIIIIIl, lIIIIlIIlIlIIl = Action.C, Action.D
lIIlIIIIlIlllllllI = (lIIllIIIIllIIIIIIl, lIIIIlIIlIlIIl)
llllllIllIllIll = namedtuple("Plays", "self_plays, op_plays, op_openings")
lllIlIlllllll = TypeVar("Reaction", Action, float)
def IIIlIIIIlIIIIll(IIIlllIllIIlII: dict) -> dict:
    lIllllIlI = IIIlllIllIIlII.copy()
    if any(not isinstance(lIIIllllIIIIlll, llllllIllIllIll) for lIIIllllIIIIlll in lIllllIlI):
        lIllllIlI = {llllllIllIllIll(*lIIIllllIIIIlll): llIlllIl for lIIIllllIIIIlll, llIlllIl in lIllllIlI.items()}
    return lIllllIlI
def llllIIIIlIlll(
    IllIlIIlIIlIIIl: int, IlIllIlllIIl: int, lllIllllllII: int
) -> list:
    llllIlIIlIlIIllIIl = product((lIIllIIIIllIIIIIIl, lIIIIlIIlIlIIl), repeat=IllIlIIlIIlIIIl)
    IllIlIIIIIIII = product((lIIllIIIIllIIIIIIl, lIIIIlIIlIlIIl), repeat=IlIllIlllIIl)
    IIllllIIlIllIIIIlIII = product((lIIllIIIIllIIIIIIl, lIIIIlIIlIlIIl), repeat=lllIllllllII)
    IllIllIIlIIl = product(llllIlIIlIlIIllIIl, IllIlIIIIIIII, IIllllIIlIllIIIIlIII)
    return [llllllIllIllIll(*IIlIlllIIl) for IIlIlllIIl in IllIllIIlIIl]
lIllIIIlIIIllIIllII = {
    llllllIllIllIll(llllIlIIlIlIIllIIl=(), IllIlIIIIIIII=(lIIIIlIIlIlIIl,), IIllllIIlIllIIIIlIII=()): lIIIIlIIlIlIIl,
    llllllIllIllIll(llllIlIIlIlIIllIIl=(), IllIlIIIIIIII=(lIIllIIIIllIIIIIIl,), IIllllIIlIllIIIIlIII=()): lIIllIIIIllIIIIIIl,
}
def IIIIlllllllIIlll(IIllIIlIlllI: Player, lIlIIIlllIIllII: int) -> tuple:
    if lIlIIIlllIIllII == 0:
        return ()
    return tuple(IIllIIlIlllI.IIlIIIlll[-1 * lIlIIIlllIIllII :])
class lIIlIllIIIIIlllIllI(Player):
    IlIllllIlIIIlII = "strategy"
    IIIIIlIlllIlIIIIllI = {
        "memory_depth": float("inf"),
        "stochastic": False,
        "long_run_time": False,
        "inspects_source": False,
        "manipulates_source": False,
        "manipulates_state": False,
    }
    lIllIIIlIIIllIIllII = {
        llllllIllIllIll(llllIlIIlIlIIllIIl=(), IllIlIIIIIIII=(lIIIIlIIlIlIIl,), IIllllIIlIllIIIIlIII=()): lIIIIlIIlIlIIl,
        llllllIllIllIll(llllIlIIlIlIIllIIl=(), IllIlIIIIIIII=(lIIllIIIIllIIIIIIl,), IIllllIIlIllIIIIlIII=()): lIIllIIIIllIIIIIIl,
    }
    def __init__(
        IIlIllIlIlIIllIlllIl,
        IIIlIlIlI: dict = None,
        IlIlIllllllIllIIllI: tuple = None,
        IlIIIlIIllllIlIllIII: Any = None,  
        IlIIlllIlllllIIl: llllllIllIllIll = None,
    ) -> None:
        Player.__init__(IIlIllIlIlIIllIlllIl)
        IIlIllIlIlIIllIlllIl.IlIIlllIlllllIIl = IlIIlllIlllllIIl
        IIlIllIlIlIIllIlllIl.IlIIIlIIllllIlIllIII = IlIIIlIIllllIlIllIII
        IIlIllIlIlIIllIlllIl.IlIIIIll = IIlIllIlIlIIllIlllIl.llIIlIlIIlIIlIIIIlII(IIIlIlIlI, IlIIIlIIllllIlIllIII, IlIIlllIlllllIIl)
        IIlIllIlIlIIllIlllIl.lllIlllllIIlIIl()
        IIlIllIlIlIIllIlllIl.IlIlIllllllIllIIllI = IIlIllIlIlIIllIlllIl.lIllIlIl(IlIlIllllllIllIIllI)
        IIlIllIlIlIIllIlllIl.llllllIII = list(IIlIllIlIlIIllIlllIl.IlIlIllllllIllIIllI)
    @classmethod
    def llIIlIlIIlIIlIIIIlII(
        lIIlIIlIlll, IIIlIlIlI: dict, IlIIIlIIllllIlIllIII: Any, IlIIlllIlllllIIl: tuple
    ) -> LookupTable:
        if IIIlIlIlI:
            return LookupTable(IIIlIlIlI=IIIlIlIlI)
        if IlIIIlIIllllIlIllIII is not None and IlIIlllIlllllIIl is not None:
            if isinstance(IlIIIlIIllllIlIllIII, str):
                IlIIIlIIllllIlIllIII = str_to_actions(IlIIIlIIllllIlIllIII)
            lIlIllllIlllllllIII, IlIllIlllIIl, lllIllllllII = IlIIlllIlllllIIl
            return LookupTable.from_pattern(
                IlIIIlIIllllIlIllIII, lIlIllllIlllllllIII, IlIllIlllIIl, lllIllllllII
            )
        return LookupTable(lIllIIIlIIIllIIllII)
    def lllIlllllIIlIIl(IIlIllIlIlIIllIlllIl):
        if IIlIllIlIlIIllIlllIl.IlIIIIll.lllIllllllII == 0:
            IIlIllIlIlIIllIlllIl.IIIIIlIlllIlIIIIllI["memory_depth"] = IIlIllIlIlIIllIlllIl.IlIIIIll.lIllIlIlIIlIlIlIlIIl
        else:
            IIlIllIlIlIIllIlllIl.IIIIIlIlllIlIIIIllI["memory_depth"] = float("inf")
    def lIllIlIl(IIlIllIlIlIIllIlllIl, IlIlIllllllIllIIllI: tuple) -> tuple:
        lIllIlIlIIlIlIlIlIIl = IIlIllIlIlIIllIlllIl.IlIIIIll.lIllIlIlIIlIlIlIlIIl
        if not IlIlIllllllIllIIllI:
            return tuple([lIIllIIIIllIIIIIIl] * lIllIlIlIIlIlIlIlIIl)
        lIlIlIlIlIIIlIllIlIl = lIllIlIlIIlIlIlIlIIl - len(IlIlIllllllIllIIllI)
        if lIlIlIlIlIIIlIllIlIl > 0:
            return IlIlIllllllIllIIllI + tuple([lIIllIIIIllIIIIIIl] * lIlIlIlIlIIIlIllIlIl)
        return IlIlIllllllIllIIllI[:lIllIlIlIIlIlIlIlIIl]
    def IllIIlIlIllIlIl(IIlIllIlIlIIllIlllIl, lIIlIlIllI: Player) -> lllIlIlllllll:
        lIIIlIIIIIIlIllIIII = len(lIIlIlIllI.IIlIIIlll)
        while lIIIlIIIIIIlIllIIII < len(IIlIllIlIlIIllIlllIl.llllllIII):
            return IIlIllIlIlIIllIlllIl.llllllIII[lIIIlIIIIIIlIllIIII]
        IlllIIlllllIlll = IIIIlllllllIIlll(
            IIllIIlIlllI=IIlIllIlIlIIllIlllIl, lIlIIIlllIIllII=IIlIllIlIlIIllIlllIl.IlIIIIll.IllIlIIlIIlIIIl
        )
        IlIllllIlI = IIIIlllllllIIlll(
            IIllIIlIlllI=lIIlIlIllI, lIlIIIlllIIllII=IIlIllIlIlIIllIlllIl.IlIIIIll.IlIllIlllIIl
        )
        IIIIllIIIIIIlIIIllI = tuple(
            lIIlIlIllI.IIlIIIlll[: IIlIllIlIlIIllIlllIl.IlIIIIll.lllIllllllII]
        )
        return IIlIllIlIlIIllIlllIl.IlIIIIll.get(
            IlllIIlllllIlll, IlIllllIlI, IIIIllIIIIIIlIIIllI
        )
    @property
    def IIIlIlIlI(IIlIllIlIlIIllIlllIl):
        return IIlIllIlIlIIllIlllIl.IlIIIIll.dictionary
    def IlIIIlIlIIllIIIIl(
        IIlIllIlIlIIllIlllIl, IIIIIIIllIlIIlllIl: tuple = ("op_openings", "self_plays", "op_plays")
    ) -> str:
        return IIlIllIlIlIIllIlllIl.IlIIIIll.display(IIIIIIIllIlIIlllIl=IIIIIIIllIlIIlllIl)
class llIllIIllIlII(lIIlIllIIIIIlllIllI, EvolvablePlayer):
    IlIllllIlIIIlII = "strategy"
    def __init__(
        IIlIllIlIlIIllIlllIl,
        IIIlIlIlI: dict = None,
        IlIlIllllllIllIIllI: tuple = None,
        IlIIIlIIllllIlIllIII: Any = None,  
        IlIIlllIlllllIIl: llllllIllIllIll = None,
        IllIlIlll: float = None,
        IlIlIlIII: int = None,
    ) -> None:
        EvolvablePlayer.__init__(IIlIllIlIlIIllIlllIl, IlIlIlIII=IlIlIlIII)
        (
            IIIlIlIlI,
            IlIlIllllllIllIIllI,
            IlIIIlIIllllIlIllIII,
            IlIIlllIlllllIIl,
            IllIlIlll,
        ) = IIlIllIlIlIIllIlllIl.IlllllIIlIIlIlllI(
            IIIlIlIlI,
            IlIlIllllllIllIIllI,
            IlIIIlIIllllIlIllIII,
            IlIIlllIlllllIIl,
            IllIlIlll,
        )
        lIIlIllIIIIIlllIllI.__init__(
            IIlIllIlIlIIllIlllIl,
            IIIlIlIlI=IIIlIlIlI,
            IlIlIllllllIllIIllI=IlIlIllllllIllIIllI,
            IlIIIlIIllllIlIllIII=IlIIIlIIllllIlIllIII,
            IlIIlllIlllllIIl=IlIIlllIlllllIIl,
        )
        IIlIllIlIlIIllIlllIl.IllIlIlll = IllIlIlll
        IIlIllIlIlIIllIlllIl.overwrite_init_kwargs(
            IIIlIlIlI=IIIlIlIlI,
            IlIlIllllllIllIIllI=IlIlIllllllIllIIllI,
            IlIIIlIIllllIlIllIII=IlIIIlIIllllIlIllIII,
            IlIIlllIlllllIIl=IlIIlllIlllllIIl,
            IllIlIlll=IllIlIlll,
        )
    def IlllllIIlIIlIlllI(
        IIlIllIlIlIIllIlllIl,
        IIIlIlIlI=None,
        IlIlIllllllIllIIllI=None,
        IlIIIlIIllllIlIllIII=None,
        IlIIlllIlllllIIl=None,
        IllIlIlll=None,
    ):
        if IIIlIlIlI and IlIlIllllllIllIIllI:
            IIIlllIllIIlII = IIlIllIlIlIIllIlllIl.llIIlIlIIlIIlIIIIlII(
                IIIlIlIlI, IlIIIlIIllllIlIllIII, IlIIlllIlllllIIl
            )
            IIIlIlIlI = IIIlllIllIIlII.dictionary
            IlIIlllIlllllIIl = (
                IIIlllIllIIlII.IllIlIIlIIlIIIl,
                IIIlllIllIIlII.IlIllIlllIIl,
                IIIlllIllIIlII.lllIllllllII,
            )
            IlIIIlIIllllIlIllIII = tuple(lIIlllIIIllIlIIlI for IlllllIIlIlIIIIIIlIl, lIIlllIIIllIlIIlI in sorted(IIIlIlIlI.items()))
        elif IlIIIlIIllllIlIllIII and IlIIlllIlllllIIl and IlIlIllllllIllIIllI:
            IIIlllIllIIlII = IIlIllIlIlIIllIlllIl.llIIlIlIIlIIlIIIIlII(
                IIIlIlIlI, IlIIIlIIllllIlIllIII, IlIIlllIlllllIIl
            )
            IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI = IlIIlllIlllllIIl
            IIIlllIllIIlII = IIlIllIlIlIIllIlllIl.llIIlIlIIlIIlIIIIlII(
                IIIlIlIlI, IlIIIlIIllllIlIllIII, IlIIlllIlllllIIl
            )
            IIIlIlIlI = IIIlllIllIIlII.dictionary
        elif IlIIlllIlllllIIl:
            IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI = IlIIlllIlllllIIl
            IlIIIlIIllllIlIllIII, IIIlllIllIIlII = IIlIllIlIlIIllIlllIl.IIllIlIll(
                IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI
            )
            IIIlIlIlI = IIIlllIllIIlII.dictionary
            if not IlIlIllllllIllIIllI:
                IIllIlIllIllll = max([IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI])
                IlIlIllllllIllIIllI = tuple(
                    [IIlIllIlIlIIllIlllIl._random.choice((lIIllIIIIllIIIIIIl, lIIIIlIIlIlIIl)) for lIlIIlIIII in range(IIllIlIllIllll)]
                )
        else:
            raise InsufficientParametersError(
                "Insufficient Parameters to instantiate EvolvableLookerUp"
            )
        if isinstance(IlIIIlIIllllIlIllIII, str):
            IlIIIlIIllllIlIllIII = str_to_actions(IlIIIlIIllllIlIllIII)
        IlIIIlIIllllIlIllIII = tuple(IlIIIlIIllllIlIllIII)
        if IllIlIlll is None:
            IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI = IlIIlllIlllllIIl
            lIllIIIllIIIIlII = llllIIIIlIlll(IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI)
            IllIlIlll = 2.0 / len(lIllIIIllIIIIlII)
        return (
            IIIlIlIlI,
            IlIlIllllllIllIIllI,
            IlIIIlIIllllIlIllIII,
            IlIIlllIlllllIIl,
            IllIlIlll,
        )
    def IIlIlIlllIIlIlIlI(IIlIllIlIlIIllIlllIl):
        return IIlIllIlIlIIllIlllIl._random.choice(lIIlIIIIlIlllllllI)
    def IIllIlIll(IIlIllIlIlIIllIlllIl, IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI):
        lIllIIIllIIIIlII = llllIIIIlIlll(IIIlIIIlllIIlllIl, IllIlIIIIIIII, lIlIllllllI)
        IlIIIlIIllllIlIllIII = [IIlIllIlIlIIllIlllIl.IIlIlIlllIIlIlIlI() for lIlIIlIIII in lIllIIIllIIIIlII]
        lIIIIIlIIllIIIlI = dict(zip(lIllIIIllIIIIlII, IlIIIlIIllllIlIllIII))
        return IlIIIlIIllllIlIllIII, LookupTable(lIIIIIlIIllIIIlI)
    @classmethod
    def lIllllllllIIl(lIIlIIlIlll, llIlllIl):
        return llIlllIl.flip()
    def llllllIlIlIII(IIlIllIlIlIIllIlllIl, lIIIIIlIIllIIIlI, IllIlIlll):
        llllIIIllll = IIlIllIlIlIIllIlllIl._random.random(len(lIIIIIlIIllIIIlI.lIllIIIllIIIIlII()))
        for lIlIlllI, (IIlIIIlll, lIIIIlIIIIIl) in enumerate(lIIIIIlIIllIIIlI.items()):
            if llllIIIllll[lIlIlllI] < IllIlIlll:
                lIIIIIlIIllIIIlI[IIlIIIlll] = IIlIllIlIlIIllIlllIl.lIllllllllIIl(lIIIIlIIIIIl)
        return lIIIIIlIIllIIIlI
    def lllIIlllllllll(IIlIllIlIlIIllIlllIl):
        IIIlIlIlI = IIlIllIlIlIIllIlllIl.llllllIlIlIII(
            IIlIllIlIlIIllIlllIl.IIIlIlIlI, IIlIllIlIlIIllIlllIl.IllIlIlll
        )
        IlIlIllllllIllIIllI = list(IIlIllIlIlIIllIlllIl.IlIlIllllllIllIIllI)
        for lIlIlllI in range(len(IlIlIllllllIllIIllI)):
            llIIllllII = IIlIllIlIlIIllIlllIl._random.random()
            if llIIllllII < IIlIllIlIlIIllIlllIl.IllIlIlll:
                IlIlIllllllIllIIllI[lIlIlllI] = IlIlIllllllIllIIllI[lIlIlllI].flip()
        return IIlIllIlIlIIllIlllIl.create_new(
            IIIlIlIlI=IIIlIlIlI,
            IlIlIllllllIllIIllI=tuple(IlIlIllllllIllIIllI),
        )
    def lllllIII(IIlIllIlIlIIllIlllIl, IlllIIlllIl):
        if IlllIIlllIl.__class__ != IIlIllIlIlIIllIlllIl.__class__:
            raise TypeError(
                "Crossover must be between the same player classes."
            )
        IIIlIlIlI = crossover_dictionaries(
            IIlIllIlIlIIllIlllIl.IIIlIlIlI, IlllIIlllIl.IIIlIlIlI, IIlIllIlIlIIllIlllIl._random
        )
        return IIlIllIlIlIIllIlllIl.create_new(IIIlIlIlI=IIIlIlIlI)