Created
May 4, 2016 02:45
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A simple gradient descent devised to capture the match ID of a game in a specific day, month and year.
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def save_Log( e): | |
with open("logFile.log", "a") as logFile: | |
timestamp = time.strftime("%d/%m/%y %H:%M:%S", time.localtime()) | |
logFile.write( timestamp + " " +str(e) + "\n") | |
def findFirstMatch(region: str='br', | |
api_key: str='api_key.json', | |
verbosity: bool=False, | |
year: int=2016, | |
month: int=1, | |
day: int=1, | |
hour: int=0, | |
minute: int=0, | |
seconds: int=0, | |
seed_id: int=774365872, | |
stop_at: int=2000, | |
alpha: float=0.000004, | |
threshold: int=43200): | |
credentials = str | |
try: | |
with open(api_key) as json_data: | |
credentials = json.load(json_data) | |
except Exception as e: | |
#error_log (message = "Could not load the api", error=e) | |
print (e) | |
c = rc.Client(credentials["apiKey"]) | |
t = datetime.datetime(year, month, day, hour, minute, seconds) | |
timestamp = time.mktime(t.timetuple()) | |
if verbosity: | |
print("starting at id",seed_id, "learning rate", alpha) | |
print("========================") | |
print("Looking for the first ID match at", t.strftime('%Y-%m-%d %H:%M:%S')) | |
print("========================") | |
#starting Gradient Descent! | |
id_ = seed_id | |
generations = 0 | |
match = None | |
while stop_at: | |
try: | |
match = c.get_match(id_, True, region) | |
matchstamp = match["matchCreation"] / 1e3 | |
matchCreation = datetime.datetime.fromtimestamp(matchstamp) | |
cost =1/2*(timestamp - matchstamp)**2 | |
print ("match:", match["matchId"], matchCreation.strftime('%Y-%m-%d %H:%M:%S')) | |
if abs(timestamp - matchstamp) < threshold: | |
print ("Close enough!") | |
print (generations) | |
return match["matchId"] | |
else: | |
cost =1/2*(timestamp - matchstamp)**2 | |
print ("id = id - alpha*( 1/2*( cost( id))**2 )") | |
if timestamp < matchstamp: | |
print ("id = {0} - {1} * ({2})".format(id_, alpha, cost)) | |
id_ = int(id_ - alpha*(1/2*(timestamp - matchstamp)**2)) | |
else: | |
print ("id = {0} + {1} * ({2})".format(id_, alpha, cost)) | |
id_ = int(id_ + alpha*(1/2*(timestamp - matchstamp)**2)) | |
print ("next id =", id_, "Generation: ", generations) | |
generations += 1 | |
except Exception as e: | |
#error_log(message="Wopsy Daisy",e) | |
id_ -= 7 | |
#print (e) | |
time.sleep(0.5) | |
stop_at -= 1 | |
print (generations) | |
return match["matchId"] | |
if __name__ == '__main__': | |
try: | |
season2015 = findFirstMatch(year=2015, seed_id=453280920, alpha=0.000004, verbosity=True) | |
season2016 = findFirstMatch(year=2016, seed_id=694384123, alpha=0.000004, verbosity=True) | |
lastMonth = season2016 | |
log = "End of season2015 " + str(season2016) | |
save_Log(log) | |
for month in reversed(range(1,13)): | |
lastMonth = findFirstMatch(year=2015, month=month, seed_id=lastMonth, alpha=0.000004, stop_at=200, threshold=64800, verbosity=True) | |
log = "Month:" + str(month) + "Starting ID:" + str(lastMonth) | |
save_Log(log) | |
except (KeyboardInterrupt, SystemExit): | |
print ("Closing process, Good evening") |
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