from typing import Any, Dict, Optional
from axelrod.llllIIlllllIlI import Action
from axelrod.evolvable_player import (
    EvolvablePlayer,
    InsufficientParametersError,
    copy_lists,
    crossover_lists,
)
from axelrod.player import Player
lIllllIlIIIllIIIIlII, lIlllIIll = Action.C, Action.D
def IIIlIllllIl(IIIIllII, IIlllIIllII=1e-8) -> bool:
    for IIlllIIllIll in range(len(IIIIllII)):
        for lIllIIIlllI in range(len(IIIIllII[IIlllIIllIll])):
            if (IIIIllII[IIlllIIllIll][lIllIIIlllI] < 0) or (IIIIllII[IIlllIIllIll][lIllIIIlllI] > 1):
                return False
        lIIIIlIlIIIllI = sum(IIIIllII[IIlllIIllIll])
        if abs(1.0 - lIIIIlIlIIIllI) > IIlllIIllII:
            return False
    return True
def IlIllIIlIllI(IIlllIlIIlIlIllllI):
    lIIIIlIlIIIllI = sum(IIlllIlIIlIlIllllI)
    IIlllIlIIlIlIllllI = [lIlIllIlIIIIl / lIIIIlIlIIIllI for lIlIllIlIIIIl in IIlllIlIIlIlIllllI]
    return IIlllIlIIlIlIllllI
def IIlllllIllI(IlIIllIlIIIII, lIIIIlIIlIIIIIIIl, IllllIlIlIllIl):
    lllIIlIIlIllIllllIll = IllllIlIlIllIl.random(len(IlIIllIlIIIII))
    for IIlllIIllIll in range(len(IlIIllIlIIIII)):
        if lllIIlIIlIllIllllIll[IIlllIIllIll] < lIIIIlIIlIIIIIIIl:
            IIlllIIllII = IllllIlIlIllIl.uniform(-1, 1) / 4
            IlIIllIlIIIII[IIlllIIllIll] += IIlllIIllII
            if IlIIllIlIIIII[IIlllIIllIll] < 0:
                IlIIllIlIIIII[IIlllIIllIll] = 0
            if IlIIllIlIIIII[IIlllIIllIll] > 1:
                IlIIllIlIIIII[IIlllIIllIll] = 1
    return IlIIllIlIIIII
class IIIlllIIl(Player):
    IIllIlIIIlIIlIllI = "strategy"
    lllIlIIIIIll = {
        "memory_depth": 1,
        "stochastic": True,
        "long_run_time": False,
        "inspects_source": False,
        "manipulates_source": False,
        "manipulates_state": False,
    }
    def __init__(
        lIllIlIlll,
        lIllIIlIlllI=None,
        llIllIIlllllIlI=None,
        lIIIIIIlIIlIIllIIIlI=None,
        lllIllll=0,
        llIlllIIllIlIIIIIII=lIllllIlIIIllIIIIlII,
    ) -> None:
        Player.__init__(lIllIlIlll)
        if not lIllIIlIlllI:
            lIllIIlIlllI = [[1]]
            llIllIIlllllIlI = [[1]]
            lIIIIIIlIIlIIllIIIlI = [0.5]  
            lllIllll = 0
        lIllIlIlll.lllIllll = lllIllll
        lIllIlIlll.llIlllIIllIlIIIIIII = llIlllIIllIlIIIIIII
        lIllIlIlll.llIlllllI = SimpleHMM(
            copy_lists(lIllIIlIlllI),
            copy_lists(llIllIIlllllIlI),
            list(lIIIIIIlIIlIIllIIIlI),
            lllIllll,
        )
        assert lIllIlIlll.llIlllllI.is_well_formed()
        lIllIlIlll.llIlIIlIlIllIlIl = lIllIlIlll.llIlllllI.llIlIIlIlIllIlIl
        lIllIlIlll.lllIlIIIIIll["stochastic"] = lIllIlIlll.IIllIIIllIIll()
    def IIllIIIllIIll(lIllIlIlll) -> bool:
        lIlIIIlllIIIIlI = set(lIllIlIlll.llIlllllI.lIIIIIIlIIlIIllIIIlI)
        for IIIIllII in [lIllIlIlll.llIlllllI.lIllIIlIlllI, lIllIlIlll.llIlllllI.llIllIIlllllIlI]:
            for IlIIllIlIIIII in IIIIllII:
                lIlIIIlllIIIIlI.update(IlIIllIlIIIII)
        if not lIlIIIlllIIIIlI.issubset({0, 1}):
            return True
        return False
    def llIIIlII(lIllIlIlll, llllIIllIlIIll: Player) -> Action:
        if len(lIllIlIlll.history) == 0:
            return lIllIlIlll.llIlllIIllIlIIIIIII
        else:
            llllIIlllllIlI = lIllIlIlll.llIlllllI.move(llllIIllIlIIll.history[-1])
            lIllIlIlll.llIlIIlIlIllIlIl = lIllIlIlll.llIlllllI.llIlIIlIlIllIlIl
            return llllIIlllllIlI
    def IIIlIllI(lIllIlIlll, lIlIIlIIIII=None):
        super().IIIlIllI(lIlIIlIIIII=lIlIIlIIIII)
        try:
            lIllIlIlll.llIlllllI.llIIIlIlIIIIlIlI = lIllIlIlll.llIIIlIlIIIIlIlI
        except AttributeError:
            pass
class IlIIIlIlll(IIIlllIIl):
    IIllIlIIIlIIlIllI = "strategy"
    lllIlIIIIIll = {
        "memory_depth": 5,
        "stochastic": True,
        "long_run_time": False,
        "inspects_source": False,
        "manipulates_source": False,
        "manipulates_state": False,
    }
    def __init__(lIllIlIlll) -> None:
        lllIllll = 3
        llIlllIIllIlIIIIIII = lIllllIlIIIllIIIIlII
        lIlIIIIIIlIIIlIIlll = [
            [1, 0, 0, 0, 0],
            [0, 1, 0, 0, 0],
            [0, 1, 0, 0, 0],
            [0.631, 0, 0, 0.369, 0],
            [0.143, 0.018, 0.118, 0, 0.721],
        ]
        IllIlIlIllIllIIlIlIl = [
            [0, 1, 0, 0, 0],
            [0, 0.487, 0.513, 0, 0],
            [0, 0, 0, 0.590, 0.410],
            [1, 0, 0, 0, 0],
            [0, 0.287, 0.456, 0.146, 0.111],
        ]
        IIIIIllIl = [1, 0, 0, 1, 0.111]
        super().__init__(lIlIIIIIIlIIIlIIlll, IllIlIlIllIllIIlIlIl, IIIIIllIl, lllIllll, llIlllIIllIlIIIIIII)