def test_worker_milestones():
replay = sc2reader.load_replay(
'replays/Nerchio vs Neeb ZvP Newkirk Precinct TE (Void) WCS Austin.SC2Replay',
engine=sc2reader.engine.GameEngine(plugins=[
APMTracker(),
SelectionTracker(),
ContextLoader(),
GameHeartNormalizer(),
workers_analysis(),
]),
load_map=False)
if replay.players[0].name == "Neeb":
neeb = replay.players[0]
nerchio = replay.players[1]
else:
nerchio = replay.players[0]
neeb = replay.players[1]
assert neeb.worker_milestones[40] == 5493
assert nerchio.worker_milestones[40] == 5213
assert neeb.worker_milestones[50] == 7466
assert nerchio.worker_milestones[50] == 7247
assert neeb.worker_milestones[60] == 8668
assert nerchio.worker_milestones[60] == 11838
assert neeb.worker_milestones[70] == 14631
assert nerchio.worker_milestones[70] == 17087
def test_workers_at_frame():
replay = sc2reader.load_replay(
'replays/Nerchio vs Neeb ZvP Newkirk Precinct TE (Void) WCS Austin.SC2Replay',
engine=sc2reader.engine.GameEngine(plugins=[
APMTracker(),
SelectionTracker(),
ContextLoader(),
GameHeartNormalizer(),
workers_analysis(),
]),
load_map=False)
if replay.players[0].name == "Neeb":
neeb = replay.players[0]
nerchio = replay.players[1]
else:
nerchio = replay.players[0]
neeb = replay.players[1]
assert workers_at_frame(neeb, time_to_frame('4:06')) == 40
assert workers_at_frame(nerchio, time_to_frame('4:31')) == 40
assert workers_at_frame(nerchio, time_to_frame('5:25')) == 50
assert workers_at_frame(neeb, time_to_frame('5:34')) == 50
assert workers_at_frame(neeb, time_to_frame('6:28')) == 60
assert workers_at_frame(neeb, time_to_frame('10:56')) == 70
assert workers_at_frame(nerchio, time_to_frame('12:22')) == 58
assert workers_at_frame(nerchio, time_to_frame('12:23')) == 61
def test_alive_at_this_time():
replay = sc2reader.load_replay(
'replays/Nerchio vs Neeb ZvP Newkirk Precinct TE (Void) WCS Austin.SC2Replay',
engine=sc2reader.engine.GameEngine(plugins=[
APMTracker(),
SelectionTracker(),
ContextLoader(),
GameHeartNormalizer(),
workers_analysis(),
]),
load_map=False)
if replay.players[0].name == "Neeb":
neeb = replay.players[0]
nerchio = replay.players[1]
else:
nerchio = replay.players[0]
neeb = replay.players[1]
probe = neeb.units[54]
assert alive_at_this_time(probe, 0, replay.frames) is False
assert alive_at_this_time(probe, 28870, replay.frames) is False
assert alive_at_this_time(probe, 26000, replay.frames) is False
assert alive_at_this_time(probe, 4500, replay.frames) is True
assert alive_at_this_time(probe, 2000, replay.frames) is False
def parse_input(replay_path, VERBOSE=False):
try:
replay_file = replay_path
except NameError:
print(
'\n'
'SETUP ERROR: Please follow the directions to add a .SC2Replay file and use\n'
' "Insert to code" to set the streaming_body_1 variable to the resulting bytes.\n'
' You may need to rename the data_* variable.')
raise
replay = sc2reader.load_replay(
replay_file,
engine=sc2reader.engine.GameEngine(
plugins=[ContextLoader(
), APMTracker(), SelectionTracker()]))
participants = []
for plays in replay.players:
participants.append(plays)
participants.append(plays.result)
if VERBOSE:
print("Replay successfully loaded.")
for players in replay.players:
print(players.result, players)
is_AI = False
for players in replay.players:
if isinstance(players, (sc2reader.objects.Computer)):
is_AI = True
if VERBOSE:
print('found an A.I.\n')
if (len(replay.players) != 2) or (is_AI == True):
if VERBOSE:
if (is_AI == True):
print('this is an A.I. game')
else:
print('this is not a 1v1 game')
return None
else:
replay_object = ReplayData.parse_replay(replay=replay)
try:
y_data = list(replay_object.as_dict().get('winners'))[0][0]
except:
y_data = 3
x_data, data_dict_full = get_stats(replay_object)
data_dict_full['winner'] = y_data
data_dict = {'seq': [x_data], 'label': [y_data]}
return data_dict, participants, data_dict_full, replay_object.as_dict(
).get('stats')
def test_30_apms(self):
from sc2reader.factories.plugins.replay import APMTracker, SelectionTracker, toJSON
factory = sc2reader.factories.SC2Factory()
factory.register_plugin("Replay", APMTracker())
replay = factory.load_replay("test_replays/3.0.0.38215/fourth.SC2Replay")
for player in replay.players:
if player.name == 'Owl':
print(player.name, player.avg_apm)
self.assertTrue(player.avg_apm > 110)
def getTrainHotVectorData(myReplay):
sc2reader.engine.register_plugin(APMTracker())
replay = sc2reader.load_replay(myReplay, load_level=4)
data = [[]]
unitStatusComments = [[]]
players = initiatePlayers(replay)
# printPlayers(players)
data, unitStatusComments = getTrackerEvents(data, unitStatusComments,players, replay.tracker_events,"train")
data, unitStatusComments = getGameEvents(data, unitStatusComments, players, replay.events,"train")
return data[1:]
def getPlayer(name,myReplay):
sc2reader.engine.register_plugin(APMTracker())
replay = sc2reader.load_replay(myReplay, load_level=4)
for player in replay.people:
temp = str(player).split()
playerName = temp[3]
if name == playerName:
return player
return -1
def test_engine_plugins(self):
from sc2reader.engine.plugins import ContextLoader, APMTracker, SelectionTracker
replay = sc2reader.load_replay(
"test_replays/2.0.5.25092/cn1.SC2Replay",
engine=sc2reader.engine.GameEngine(plugins=[
ContextLoader(),
APMTracker(),
SelectionTracker(),
]))
code, details = replay.plugins['ContextLoader']
self.assertEqual(code, 0)
self.assertEqual(details, dict())
def parse_replay(cls, replay=None, replay_file=None, file_object=None):
replay_data = ReplayData(replay_file)
try:
# This is the engine that holds some required plugins for parsing
engine = sc2reader.engine.GameEngine(
plugins=[ContextLoader(),
APMTracker(),
SelectionTracker()])
if replay:
pass
elif replay_file and not file_object:
# Then we are not using ObjectStorage for accessing replay files
replay = sc2reader.load_replay(replay_file, engine=engine)
elif file_object:
# We are using ObjectStorage to access replay files
replay = sc2reader.load_replay(file_object, engine=engine)
else:
pass
# Get the number of frames (one frame is 1/16 of a second)
replay_data.frames = replay.frames
# Gets the game mode (if available)
replay_data.game_mode = replay.real_type
# Gets the map hash (if we want to download the map, or do map-based analysis)
replay_data.map_hash = replay.map_hash
# Use the parsers to get data
for event in replay.events:
for parser in cls.__parsers__:
parser(replay_data, event)
# Check if there was a winner
if replay.winner is not None:
replay_data.winners = replay.winner.players
replay_data.losers = [
p for p in replay.players if p not in replay.winner.players
]
else:
replay_data.winners = []
replay_data.losers = []
# Check to see if expansion data is available
replay_data.expansion = replay.expansion
return replay_data
except:
# print our error and return NoneType object
print_exc()
return None, None
def getTestHotVectorData(myReplay): # TODO: append team_id instead of Win/Loss
sc2reader.engine.register_plugin(APMTracker())
replay = sc2reader.load_replay(myReplay, load_level=4)
data = [[]]
unitStatusComments = [[]]
players = initiatePlayers(replay)
# printPlayers(players)
data, unitStatusComments = getTrackerEvents(data, unitStatusComments,players, replay.tracker_events, "test")
data, unitStatusComments = getGameEvents(data, unitStatusComments, players, replay.events, "test")
return data[1:]
def test_factory_plugins(self):
from sc2reader.factories.plugins.replay import APMTracker, SelectionTracker, toJSON
factory = sc2reader.factories.SC2Factory()
factory.register_plugin("Replay", APMTracker())
factory.register_plugin("Replay", SelectionTracker())
factory.register_plugin("Replay", toJSON())
replay = factory.load_replay("test_replays/2.0.5.25092/cn1.SC2Replay")
# Load and quickly check the JSON output consistency
result = json.loads(replay)
self.assertEqual(result["map_name"], "生化实验区")
self.assertEqual(result["players"][2]["name"], "ImYoonA")
self.assertEqual(result["players"][2]["avg_apm"], 84.52332657200812)
self.assertEqual(result["release"], "2.0.5.25092")
self.assertEqual(result["game_length"], 986)
self.assertEqual(result["real_length"], 704)
self.assertEqual(result["gateway"], "cn")
self.assertEqual(result["game_fps"], 16.0)
self.assertTrue(result["is_ladder"])
def getWinner(myReplay):
sc2reader.engine.register_plugin(APMTracker())
replay = sc2reader.load_replay(myReplay, load_level=4)
#Traverse over all players
for player in replay.people:
name = str(player).split()
playerName = name[3]
# Get teamid from the player's data
teamid = player.team_id
# If this particular player wins, return the teamid
if player.result == "Win":
return playerName
# Returns -1 if none of the players won
return -1
def load_replays(self, glob_path, limit=None, verbose=True):
'''
Loads SC2 replays found in the provided path.
If the argument 'amount' is passed, then only that amount will be loaded.
Parameters
----------
glob_path : str
Path to .SC2Replay files as a glob string
limit : int, optional
Number of replays to be loaded (default is All)
verbose : bool, optional
Show verbose information (default is True)
Returns
-------
None
'''
paths = [path for path in glob(glob_path, recursive=True)]
loader_amount = len(
paths) if limit is None or limit > len(paths) else limit
n_replays = len(paths)
register_plugin(APMTracker())
register_plugin(SelectionTracker())
register_plugin(ContextLoader())
replays = load_replays(paths[:limit])
if verbose:
print('Loaded {} replays out of {}.'.format(
loader_amount, n_replays))
self.paths = paths[:limit]
self.replays = replays
self.n_replays = n_replays
self.loader_amount = loader_amount
def TestSVM(filename):
commentOnList = parser.getPrintData(filename)
hotVectorData = parser.getTestHotVectorData(filename)
yOut1, yOut2 = svmHandler.callTestSVM(hotVectorData)
sc2reader.engine.register_plugin(APMTracker())
replay = sc2reader.load_replay(filename, load_level=4)
players = parser.initiatePlayers(replay)
team1 = []
team2 = []
for player in players:
if player.teamid == 1:
team1.append([player.playerName])
else:
team2.append([player.playerName])
# print("Player 1 : ",yOut1, yOut1[len(yOut1)-1])
# print("Player 2 : ", yOut2, yOut2[len(yOut2)-1])
# print("According to reality " + parser.getWinner(filename)+ " actually won the game")
if yOut1[len(yOut1) - 1] > yOut2[len(yOut2) - 1]:
# print(team1)
winner = 1
else:
# print(team2)
winner = 2
if winner == 1:
if [parser.getWinner(filename)] in team1:
return 1
elif winner == 2:
if [parser.getWinner(filename)] in team2:
return 1
else:
return 0
import sc2reader import pandas as pd from sc2reader.engine.plugins import SelectionTracker, APMTracker sc2reader.engine.register_plugin(SelectionTracker()) sc2reader.engine.register_plugin(APMTracker()) import matplotlib.pyplot as plt import os from os import listdir from os.path import isfile, join #https://github.com/GraylinKim/sc2reader/blob/master/sc2reader/events/tracker.py#L79 #https://github.com/GraylinKim/sc2reader/blob/master/sc2reader/events/game.py # python-sc2 # vars(self.state.common) #https://github.com/Dentosal/python-sc2/issues/33 #### GOALS for the weekend #complete######### A: Load all replays into list #complete######### B: Run through each replay and ask if a player in this match is Terran. #complete######### C: Extract PlayerStatsEvent (carry out linear interpolation on each), ########## BasicCommandEvent, player.untis??, player._____??, AttackEvents, etc.etc. #complete######### D: Build sklearn sub-library for logistic, linear, ensamble, SVM techniques #complete######### E: Apply simple ensamble ML to output BasicCommandEvents given a subset of PlayerStatsEvent ########## F: Create mappings from ML output (BasicCommandEvent) to python-sc2 functions #### ML goals ########## B: Use assorted ensamble ML methods to carry our desicions ########## C: Use KNN, SVM, Logistic regression on scrapped data. ########## D: Think about how you might use the upcoming module in this project.
"losers": [(s.pid, s.name, s.detail_data['race']) for s in self.losers],
"stats_names": [k for k in self.players[1].keys()],
"stats": {player: data for player, data in self.players.items()}
}
def __init__(self, replay):
self.players = defaultdict(lambda: defaultdict(list))
self.replay = replay
self.winners = []
self.losers = []
self.expansion = None
## change your files to the
PATH = 'C:\\Program Files (x86)\\StarCraft II\\Replays\\samples\\'
filenames = os.listdir(PATH)
replay = sc2reader.load_replay(PATH+filenames[0], engine=GameEngine(plugins=[ContextLoader(), APMTracker(), SelectionTracker()]))
replay_object = ReplayData.parse_replay(replay=replay)
replay_dict = replay_object.as_dict()
print(filenames[0])
print("Date: %s" % replay.date)
print("Map Name: " + replay.map_name)
for player in replay.players:
print("%s: %s" % (player.result, player))
pprint(replay_dict)
print("--------------------------")
"""
If you want to add more replays to the dataset you can add them to a PATH folder
then run the code below which tries to check if the replay file is parseable.
## path to replays in my machine, change to your own
races = []
for player in replay.players:
races.append(player.play_race)
matchup = "v".join(race[0] for race in sorted(races))
return matchup
if __name__ == "__main__":
data = []
replays = glob.glob("all_replays/**/*.SC2Replay", recursive=True)
for filename in replays:
replay = sc2reader.load_replay(
filename,
engine=sc2reader.engine.GameEngine(plugins=[
APMTracker(),
SelectionTracker(),
ContextLoader(),
GameHeartNormalizer(),
]))
#game['matchup'] = replay.matchup
for human in replay.players:
game = {}
game['length'] = replay.frames / 22.4
game['map'] = replay.map_name
game['matchup'] = classify_matchup(replay)
game['name'] = human.name
game['race'] = human.play_race
game['players'] = str(replay.players)
game['buildings'] = {}
game['buildings']['stargates'] = []
def get_plugins(cls):
return [ContextLoader(), APMTracker(), SelectionTracker()]
def getAllPlayers(myReplay):
sc2reader.engine.register_plugin(APMTracker())
replay = sc2reader.load_replay(myReplay, load_level=4)
return replay.people