london_bolt_sim

# -*- coding: utf-8 -*-
"""
Created on Sun Oct 11 15:11:05 2020

@author: Alex Majlaton
"""

import random, copy
import pandas as pd
from statistics import mean
from time import process_time

##### MULLIGAN ENGINES #####
# Here I'm writing a few functions that implement various mulligan strategies.
# Note: The way these functions are implemented, the cards you remove from
# your mulligan hands are never actually put on the bottom of your deck.
# I don't expect this to matter for these simulations, but it's
# important to note in case this code gets reused again somewhere.

# This function is what it sounds like - you never mulligan.

def neverMull(deck):
    starting_deck = copy.copy(deck)
    random.shuffle(starting_deck)
    opening_hand = starting_deck[:7]
    starting_deck = starting_deck[7:]
    return starting_deck, opening_hand

# This function takes a starting deck, a starting hand size, and a starting
# number of bolts as an input and generates that starting hand.
# The purpose is to use it in a series of loops to simulate games with
# every possible opening hand.

def startingHandSize(deck, n, b):
    starting_deck = copy.copy(deck)
    opening_hand = []
    for i in range(b):
        starting_deck.remove(2)
        opening_hand.append(2)
    for j in range(n-b):
        starting_deck.remove(1)
        opening_hand.append(1)
    random.shuffle(starting_deck)
    return starting_deck, opening_hand

# This was the original policy I wrote, before I simulated every hand.
# It was based only on my intuition after considering every hand.
# A rough description is this:
#
# 7 cards: Keep 4, 5, or 6 bolts.
# 6 cards: Keep 4, 5, or 6 bolts and start 4/2 if possible, then 5/1.
# 5 cards: Keep 3, 4, 5, or 6 bolts and start 4/1 if possible, then 3/2.
# 4 cards: Keep 2-6 bolts and start 3/1 if possible, then 2/2.
# 3 cards: Keep 2-7 bolts and start 2/1 if possible, then 3/0.
# 2 cards: Keep 1-7 bolts and start 1/1, if possible, then 2/0.
# 1 card: Keep and start a bolt if you have one.

def londonMull(deck):
    mulls = 0
    keep = 0
    while (keep == 0):
        starting_deck = copy.copy(deck)
        random.shuffle(starting_deck)
        opening_hand = starting_deck[:7]
        starting_deck = starting_deck[7:]
        OHB = opening_hand.count(2)
        if mulls == 0:
            if OHB in range(4,7):
                keep = 1
            else:
                mulls += 1
        elif mulls == 1:
            if OHB == 4:
                keep = 1
                opening_hand = [2,2,2,2,1,1]
            elif OHB in range(5,7):
                keep = 1
                opening_hand = [2,2,2,2,2,1]
            else:
                mulls += 1
        elif mulls == 2:
            if OHB in range(4,7):
                keep = 1
                opening_hand = [2,2,2,2,1]
            elif OHB == 3:
                keep = 1
                opening_hand = [2,2,2,1,1]
            else:
                mulls += 1
        elif mulls == 3:
            if OHB in range(3,7):
                keep = 1
                opening_hand = [2,2,2,1]
            elif OHB == 2:
                keep = 1
                opening_hand = [2,2,1,1]
            else:
                mulls += 1
        elif mulls == 4:
            if OHB in range(2,7):
                keep = 1
                opening_hand = [2,2,1]
            elif OHB == 7:
                keep = 1
                opening_hand = [2,2,2]
            else:
                mulls += 1
        elif mulls == 5:
            if OHB == 7:
                keep = 1
                opening_hand = [2,2]
            elif OHB >= 1:
                keep = 1
                opening_hand = [2,1]
            else:
                mulls += 1
        elif mulls == 6:
            keep = 1
            if OHB == 7:
                opening_hand = [2]
            else:
                opening_hand = [1]
    return starting_deck, opening_hand

# This is the policy described in the blog post.

def mullPolicyTest(deck):
    mulls = 0
    keep = 0
    while (keep == 0):
        starting_deck = copy.copy(deck)
        random.shuffle(starting_deck)
        opening_hand = starting_deck[:7]
        starting_deck = starting_deck[7:]
        OHB = opening_hand.count(2)
        if mulls == 0:
            # here is where you can adjust the range of 7 card keeps.
            # 4 and 5 represent number of bolts.
            # to keep 6 bolts, add a 6 to the list.
            if OHB in [4,5]:
                keep = 1
            else:
                mulls += 1
        elif mulls == 1:
            if OHB in [4,5,6]:
                keep = 1
                if OHB == 6:
                    opening_hand = [2,2,2,2,2,1]
                else:
                    opening_hand = [2,2,2,2,1,1]
            else:
                mulls += 1
        elif mulls == 2:
            if OHB in [3,4,5,6]:
                keep = 1
                if OHB == 3:
                    opening_hand = [2,2,2,1,1]
                else:
                    opening_hand = [2,2,2,2,1]
            else:
                mulls += 1
        elif mulls == 3:
            keep = 1
            if OHB in [3,4,5,6]:
                opening_hand = [2,2,2,1]
            elif OHB == 2:
                opening_hand = [2,2,1,1]
            else:
                # even though you've kept 4 cards you're adding 1 to the
                # mulls counter to signify that you've kept a "bad" 4 card
                # hand as a way to track how often they occur
                mulls += 1
                if OHB == 7:
                    opening_hand = [2,2,2,2]
                elif OHB == 1:
                    opening_hand = [2,1,1,1]
                elif OHB == 0:
                    opening_hand = [1,1,1,1]
    return starting_deck, opening_hand

# create empty lists for scorekeeping
boltsInDeck = []
avgKillTurn = []
# use these if you're simulating every hand
# numStartingCards = []
# numStartingBolts = []

# timekeeping
total_time = float(0)

# If you're simulating every hand, uncomment these lines and use them to
# loop with the startingHandSize function.

# for cards in range(8):
#     for spells in range(cards+1):

# The big loop begins here.
# Looping through desired values of lands and bolts in the deck.
# These ranges can be adjusted.

for i in range(8,25):
    t1_start = process_time()
    # create empty starting deck list
    deck = []
    lands = i
    # adjust deck size here. 60 = regular constructed deck, 99 = EDH, etc.
    bolts = 60 - i
    # populate the deck with lands and bolts
    for l in range(lands):
        deck.append(1)
    for b in range(bolts):
        deck.append(2)

    # create empty list for scorekeeping
    scores = []

    # choose number of iterations to run here
    for j in range(10000):

        # this is where you decide what mulligan policy you're testing
        starting_deck, opening_hand = mullPolicyTest(deck)
        #starting_deck, opening_hand = startingHandSize(deck, cards, spells)
        #starting_deck, opening_hand = londonMull(deck)
        #starting_deck, opening_hand = neverMull(deck)

        turn = 0
        # adjustable to any life total
        oppLife = 20
        # adjustable to any damage spell - Shock would be 2 for ex.
        boltDmg = 3

        # using the lists to define the starting gameplay values
        landsInPlay = 0
        landsInHand = opening_hand.count(1)
        boltsInHand = opening_hand.count(2)

        while oppLife > 0:
            turn += 1
            # strategy for turn 1:
            # if you have a land, play it
            # if did and you have a bolt, cast it
            if turn == 1:
                if landsInHand >= 1:
                    landsInPlay += 1
                    landsInHand -= 1
                manaLeft = landsInPlay
                if boltsInHand >= 1 and manaLeft == 1:
                    oppLife -= boltDmg
                    manaLeft -= 1
                    boltsInHand -= 1

            # general strategy after turn 1:
            # play a land if you have one
            # then play every single bolt you have mana for
            if turn > 1:
                # pop(0) pulls from the front of the list
                drawStep = starting_deck.pop(0)
                if drawStep == 1:
                    landsInHand += 1
                if drawStep == 2:
                    boltsInHand += 1
                if landsInHand > 0:
                    landsInPlay += 1
                    landsInHand -= 1
                manaLeft = landsInPlay

                if boltsInHand >= manaLeft:
                    boltsInHand -= manaLeft
                    oppLife -= (manaLeft * boltDmg)
                elif boltsInHand < manaLeft:
                    oppLife -= (boltsInHand * boltDmg)
                    boltsInHand = 0

                # discard to hand size
                if boltsInHand > 7:
                    boltsInHand = 7

        # add the score (i.e. the turn you killed on) to the scores list
        scores.append(turn)
    # append the results to two lists, use to make a dataframe
    # if you want CSV output
    boltsInDeck.append(bolts)
    avgKillTurn.append(mean(scores))
    # use these if you're simulating every hand
    #numStartingCards.append(cards)
    #numStartingBolts.append(spells)
    t1_stop = process_time()
    total_time += (t1_stop - t1_start)
    print("Split time:", t1_stop - t1_start)
    print("Elapsed time:", total_time)

print("Total time:", total_time)

# if you want a dataframe & CSV output
results = pd.DataFrame(
    {'bolts in deck': boltsInDeck,
     'average kill turn': avgKillTurn
     # use these if you're simulating every hand, don't forget the comma above
     #'starting hand size': numStartingCards,
     #'starting bolts': numStartingBolts
    })

results.to_csv("YOUR DIRECTORY HERE/bolt_sim_allhands_60_100k.csv", index=False)