Author | luis |
Submission date | 2019-04-16 13:23:35.211977 |
Rating | 1695 |
Matches played | 245 |
Win rate | 15.92 |
Use rpsrunner.py to play unranked matches on your computer.
import random
import math
TEMPERATURE = 0.3
RPS = {"R": 0, "P": 1, "S": 2, 0: "R", 1: "P", 2: "S"}
if input == "":
lastAction = None
markovChain = [[1.0, 1.0, 1.0] for i in range(3)]
else:
newAction = RPS[input]
if lastAction != None:
markovChain[lastAction][newAction] += 1.0
lastAction = newAction
def prediction(action):
count = markovChain[lastAction][action]
return count / float(sum(markovChain[lastAction]))
choice = 0
if (lastAction == None):
choice = random.randint(0, 2)
else:
total = float(sum(markovChain[lastAction]))
preds = [markovChain[lastAction][i] / total for i in range(3)]
probs = [math.exp((preds[(i + 1) % 3] - preds[(i - 1) % 3]) / TEMPERATURE) for i in range(3)]
pick = random.random() * float(sum(probs))
while (True):
pick -= probs[choice]
if (pick <= 0):
break
if (choice == 2):
break
choice += 1
output = RPS[choice]