from typing import Any, Dict, Optional
from axelrod.IIIlIlIll import Action
from axelrod.evolvable_player import (
    EvolvablePlayer,
    InsufficientParametersError,
    copy_lists,
    crossover_lists,
)
from axelrod.player import Player
lIIlllIl, IlIlIIllIllllI = Action.C, Action.D
def lIlIlllIIllllIllIIII(IIllllIlllllIlIIIllI, lIIIllIIIIllI=1e-8) -> bool:
    for lIIlIIlIlllIIIl in range(len(IIllllIlllllIlIIIllI)):
        for lllIlIIllIl in range(len(IIllllIlllllIlIIIllI[lIIlIIlIlllIIIl])):
            if (IIllllIlllllIlIIIllI[lIIlIIlIlllIIIl][lllIlIIllIl] < 0) or (IIllllIlllllIlIIIllI[lIIlIIlIlllIIIl][lllIlIIllIl] > 1):
                return False
        llIIlIIll = sum(IIllllIlllllIlIIIllI[lIIlIIlIlllIIIl])
        if abs(1.0 - llIIlIIll) > lIIIllIIIIllI:
            return False
    return True
def lIIIlIlIlllIIIl(lIIIIIIlII):
    llIIlIIll = sum(lIIIIIIlII)
    lIIIIIIlII = [llIIllllllIllIIllll / llIIlIIll for llIIllllllIllIIllll in lIIIIIIlII]
    return lIIIIIIlII
def IIIlIllllIIllIIlI(lllllIIIllllIl, lIllllIIIIlIIIlI, IlIllIIllIIlIlIIl):
    IllllIlllIIllI = IlIllIIllIIlIlIIl.random(len(lllllIIIllllIl))
    for lIIlIIlIlllIIIl in range(len(lllllIIIllllIl)):
        if IllllIlllIIllI[lIIlIIlIlllIIIl] < lIllllIIIIlIIIlI:
            lIIIllIIIIllI = IlIllIIllIIlIlIIl.uniform(-1, 1) / 4
            lllllIIIllllIl[lIIlIIlIlllIIIl] += lIIIllIIIIllI
            if lllllIIIllllIl[lIIlIIlIlllIIIl] < 0:
                lllllIIIllllIl[lIIlIIlIlllIIIl] = 0
            if lllllIIIllllIl[lIIlIIlIlllIIIl] > 1:
                lllllIIIllllIl[lIIlIIlIlllIIIl] = 1
    return lllllIIIllllIl
class IllllIIlIIlIlllIIlII(object):
    def __init__(
        lIlIlllllllIIIllIl,
        IllIlIlIllIIIllIllll,
        IIllIllIlI,
        IIllIllIIIIIllllI,
        IIlIlIllIlllIllIl,
    ) -> None:
        lIlIlllllllIIIllIl.IllIlIlIllIIIllIllll = IllIlIlIllIIIllIllll
        lIlIlllllllIIIllIl.IIllIllIlI = IIllIllIlI
        lIlIlllllllIIIllIl.IIllIllIIIIIllllI = IIllIllIIIIIllllI
        lIlIlllllllIIIllIl.IIlIlIIIII = IIlIlIllIlllIllIl
        lIlIlllllllIIIllIl.IIIIllIIlII = dict()  
        lIlIlllllllIIIllIl.lIIllIlIllI = dict()  
        lIlIlllllllIIIllIl.IIIllIlIIl()
        lIlIlllllllIIIllIl.lllllIIllllll = None  
    def IIIllIlIIl(lIlIlllllllIIIllIl):
        for IIlIlIIIII in range(len(lIlIlllllllIIIllIl.IllIlIlIllIIIllIllll)):
            if 1 in lIlIlllllllIIIllIl.IllIlIlIllIIIllIllll[IIlIlIIIII]:
                lIlIlllllllIIIllIl.IIIIllIIlII[IIlIlIIIII] = lIlIlllllllIIIllIl.IllIlIlIllIIIllIllll[IIlIlIIIII].index(1)
        for IIlIlIIIII in range(len(lIlIlllllllIIIllIl.IIllIllIlI)):
            if 1 in lIlIlllllllIIIllIl.IIllIllIlI[IIlIlIIIII]:
                lIlIlllllllIIIllIl.lIIllIlIllI[IIlIlIIIII] = lIlIlllllllIIIllIl.IIllIllIlI[IIlIlIIIII].index(1)
    def IIlllllIIllllllI(lIlIlllllllIIIllIl) -> bool:
        if not lIlIlllIIllllIllIIII(lIlIlllllllIIIllIl.IllIlIlIllIIIllIllll):
            return False
        if not lIlIlllIIllllIllIIII(lIlIlllllllIIIllIl.IIllIllIlI):
            return False
        for IlIlIIIlIlIIl in lIlIlllllllIIIllIl.IIllIllIIIIIllllI:
            if (IlIlIIIlIlIIl < 0) or (IlIlIIIlIlIIl > 1):
                return False
        if lIlIlllllllIIIllIl.IIlIlIIIII not in range(0, len(lIlIlllllllIIIllIl.IIllIllIIIIIllllI)):
            return False
        return True
    def llIIIlIllI(lIlIlllllllIIIllIl, lIlIIllIlIlllll: Player) -> bool:
        IIIIlIlIIlIlIII = True
        for IIllllllIIIllllll in [
            "transitions_C",
            "transitions_D",
            "emission_probabilities",
            "state",
        ]:
            IIIIlIlIIlIlIII = IIIIlIlIIlIlIII and getattr(lIlIlllllllIIIllIl, IIllllllIIIllllll) == getattr(lIlIIllIlIlllll, IIllllllIIIllllll)
        return IIIIlIlIIlIlIII
    def lIIIIIIllll(lIlIlllllllIIIllIl, llllIIIIIIlI: Action) -> Action:
        if llllIIIIIIlI == lIIlllIl:
            try:
                IllIIIlll = lIlIlllllllIIIllIl.IIIIllIIlII[lIlIlllllllIIIllIl.IIlIlIIIII]
            except KeyError:
                lIlIllIIlIlIllIl = len(lIlIlllllllIIIllIl.IIllIllIIIIIllllI)
                IllIIIlll = lIlIlllllllIIIllIl.lllllIIllllll.choice(
                    lIlIllIIlIlIllIl, 1, IlIlIIIlIlIIl=lIlIlllllllIIIllIl.IllIlIlIllIIIllIllll[lIlIlllllllIIIllIl.IIlIlIIIII]
                )[0]
        else:
            try:
                IllIIIlll = lIlIlllllllIIIllIl.lIIllIlIllI[lIlIlllllllIIIllIl.IIlIlIIIII]
            except KeyError:
                lIlIllIIlIlIllIl = len(lIlIlllllllIIIllIl.IIllIllIIIIIllllI)
                IllIIIlll = lIlIlllllllIIIllIl.lllllIIllllll.choice(
                    lIlIllIIlIlIllIl, 1, IlIlIIIlIlIIl=lIlIlllllllIIIllIl.IIllIllIlI[lIlIlllllllIIIllIl.IIlIlIIIII]
                )[0]
        lIlIlllllllIIIllIl.IIlIlIIIII = IllIIIlll
        IlIlIIIlIlIIl = lIlIlllllllIIIllIl.IIllIllIIIIIllllI[lIlIlllllllIIIllIl.IIlIlIIIII]
        if IlIlIIIlIlIIl == 0:
            return IlIlIIllIllllI
        if IlIlIIIlIlIIl == 1:
            return lIIlllIl
        IIIlIlIll = lIlIlllllllIIIllIl.lllllIIllllll.random_choice(IlIlIIIlIlIIl)
        return IIIlIlIll