Files
blitz-tools/analyzeReplays.py
T
Jylpah c588805f22 Added support for player population analysis
Please ignore the "database support". It is for my custom MongoDB setup.
2019-12-18 00:19:21 +02:00

908 lines
30 KiB
Python

#!/usr/bin/python3.7
# Script Analyze WoT Blitz replays
import sys, argparse, json, os, concurrent, inspect, aiohttp, asyncio, aiofiles, aioconsole, re, logging, time, xmltodict, collections
import motor.motor_asyncio, configparser, ssl
from datetime import datetime, timedelta, date
import blitzutils as bu
from blitzutils import WG
from blitzutils import WoTinspector
logging.getLogger("asyncio").setLevel(logging.DEBUG)
WG_appID = '81381d3f45fa4aa75b78a7198eb216ad'
FILE_CONFIG = 'blitzstats.ini'
DB_C_TANK_STATS = 'WG_TankStats'
wg = None
wi = None
REPLAY_N = 0
REPLAY_I = 0
STAT_TANK_BATTLE_MIN = 100
replay_summary_flds = [
'battle_result',
'battle_type',
'map_name',
'battle_duration',
'protagonist',
'title'
]
replay_details_flds = [
'damage_made',
'damage_assisted_track',
'damage_assisted',
'damage_received',
'damage_blocked',
'enemies_damaged',
'enemies_destroyed',
'hitpoints_left',
'time_alive',
'distance_travelled',
'base_capture_points',
'base_defend_points',
'wp_points_earned',
'wp_points_stolen',
'hits_received',
'hits_bounced',
'hits_splash',
'hits_pen',
'shots_made',
'shots_hit',
'shots_pen',
'shots_splash',
'enemies_spotted'
]
result_ratios = {
'KDR' : [ 'enemies_destroyed', 'destroyed' ],
'DR' : [ 'damage_made', 'damage_received' ],
'hit_rate' : [ 'shots_hit', 'shots_made' ],
'pen_rate' : [ 'shots_pen', 'shots_hit' ],
'dmg_block_rate' : [ 'damage_blocked', 'damage_received' ]
}
result_categories = {
'total' : [ 'TOTAL', 'total' ],
'battle_result' : [ 'Result', [ 'Loss', 'Win', 'Draw']],
'battle_type' : [ 'Battle Type',['Encounter', 'Supremacy']],
'tank_tier' : [ 'Tank Tier', 'number' ],
'top_tier' : [ 'Tier', ['Bottom tier', 'Top tier']],
'tank_name' : [ 'Tank', 'string' ],
'map_name' : [ 'Map', 'string' ],
'battle_i' : [ 'Battle #', 'number']
}
result_categories_default = [
'total',
'battle_result',
'tank_tier'
]
result_cat_header_frmt = '{:_<17s}'
result_cat_frmt = '{:>17s}'
## Syntax: Check how the replay JSON files look. The algorithm is counting/recording fields
result_fields = {
'battles' : [ 'Battles', 'Number of battles', 8, '{:^8.0f}' ],
'win' : [ 'WR', 'Win rate', 6, '{:6.1%}' ],
'damage_made' : [ 'DPB', 'Average Damage', 5, '{:5.0f}' ],
'DR' : [ 'DR', 'Damage Ratio', 5, '{:5.1f}' ],
'KDR' : [ 'KDR', 'Kills / Death', 4, '{:4.1f}' ],
'enemies_spotted' : [ 'Spot', 'Enemies spotted per battle', 4, '{:4.1f}' ],
'hit_rate' : [ 'Hit rate', 'Shots hit / all shots made', 8, '{:8.1%}' ],
'pen_rate' : [ 'Pen rate', 'Shots pen / shots hit', 8, '{:8.1%}' ],
'survived' : [ 'Surv%', 'Survival rate', 6, '{:6.1%}' ],
'time_alive%' : [ 'T alive%', 'Percentage of time being alive in a battle', 8, '{:8.0%}' ],
'top_tier' : [ 'Top tier', 'Share of games as top tier', 8, '{:8.0%}' ],
'allies_wins' : [ 'Allies WR', 'Average WR of allies at the tier of their tank', 9, '{:9.2%}' ],
'enemies_wins' : [ 'Enemies WR', 'Average WR of enemies at the tier of their tank', 10, '{:10.2%}' ],
'allies_battles' : [ 'Allies Btls', 'Average number battles of the allies', 11, '{:11.0f}' ],
'enemies_battles' : [ 'Enemies Btls', 'Average number battles of the enemies', 12, '{:12.0f}' ]
}
## Syntax: key == stat field in https://api.wotblitz.eu/wotb/tanks/stats/ (all.KEY)
## Value array [ 'Stat Title', [ 0, data buckets ....], scaling_factor_for_bucket_values, 'print_format' ]
histogram_fields = {
'wins' : [ 'Win rate', [0, .35, .40, .45, .5, .55, .60, .65, 1], 100, '{:.0f}%' ],
'damage_dealt' : [ 'Avg. Dmg.', [0, .25e3, .5e3, 1e3, 1.5e3, 2e3,2.5e3,3e3,100e3], 1, '{:.0f}' ],
'battles' : [ 'Battles', [0, 1e3, 3e3, 5e3, 10e3, 15e3, 25e3, 50e3, 5e7], .001, '{:.0f}k'] # battles is a mandatory stat to include
}
def defaultvalueZero():
return 0
def defaultvalueBtlRec():
return BattleRecord()
class PlayerHistogram():
def __init__(self, field: str, name: str, fields : list, factor: float, format: str ):
self.field = field
self.name = name
self.fields = fields
self.catFactor = factor
self.catFormat = format
self.ncat = len(self.fields) - 1
self.allies = [0] * self.ncat
self.enemies = [0] * self.ncat
self.total = [0] * self.ncat
def recordAlly(self, stat: float):
for cat in range(0, self.ncat):
if self.fields[cat] <= stat <= self.fields[cat+1]:
self.allies[cat] += 1
self.total[cat] += 1
return True
return False
def recordEnemy(self, stat: float):
for cat in range(0, self.ncat):
if self.fields[cat] <= stat <= self.fields[cat+1]:
self.enemies[cat] += 1
self.total[cat] += 1
return True
return False
def getCatname(self, cat: int):
if cat < self.ncat - 1:
return self.formatCat(cat) + ' - ' + self.formatCat(cat+1)
else:
return self.formatCat(cat) + ' -'
def formatCat(self, cat: int):
val = self.fields[cat]
return self.catFormat.format(float(val * self.catFactor))
def print(self):
N_enemies = 0
N_allies = 0
for cat in range(0, self.ncat):
N_enemies += self.enemies[cat]
N_allies += self.allies[cat]
N_total = N_allies + N_enemies
print("\n{:12s} | {:13s} | {:13s} | {:13s}".format(self.name, "Allies", "Enemies", "TOTAL"))
for cat in range(0, self.ncat):
print("{:12s} | {:5d} ({:4.1f}%) | {:5d} ({:4.1f}%) | {:5d} ({:4.1f}%)".format(self.getCatname(cat), self.allies[cat], self.allies[cat]/N_allies*100, self.enemies[cat], self.enemies[cat]/N_enemies*100, self.allies[cat] + self.enemies[cat], (self.allies[cat] + self.enemies[cat])/N_total*100 ))
return None
class BattleRecord():
def __init__(self):
try:
self.battles = 0
self.ratios_ready = False
self.results_ready = False
self.results = collections.defaultdict(defaultvalueZero)
self.avg_fields = set(result_fields.keys())
self.avg_fields.remove('battles')
self.avg_fields.difference_update(result_ratios.keys())
self.ratio_fields = set()
for ratio in result_ratios.keys():
self.ratio_fields.add(result_ratios[ratio][0])
self.ratio_fields.add(result_ratios[ratio][1])
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
def recordResult(self, result : dict) -> bool:
try:
for field in self.avg_fields | self.ratio_fields:
if result[field] != None:
self.results[field] += result[field]
self.battles += 1
return True
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
return False
def calcRatios(self) -> bool:
if self.ratios_ready:
return True
try:
ratio_result_flds = set(result_ratios.keys()) & set(result_fields.keys())
for field in ratio_result_flds:
if self.results[result_ratios[field][1]] != 0:
self.results[field] = self.results[result_ratios[field][0]] / self.results[result_ratios[field][1]]
else:
self.results[field] = float('Inf')
self.ratios_ready = True
return True
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
return False
def calcResults(self):
if self.results_ready == True:
return True
if not self.ratios_ready:
self.calcRatios()
try:
for field in self.avg_fields:
self.results[field] = self.results[field] / max(self.battles,1)
self.results['battles'] = self.battles
self.results_ready = True
return True
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
except Exception as err:
bu.error(str(err))
return False
def getResults(self):
if not self.results_ready:
self.calcResults()
results = []
try:
for field in result_fields.keys():
results.append( result_fields[field][3].format(self.results[field]) )
return results
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
except Exception as err:
bu.error(str(err))
return None
def printResults(self):
print(' : '.join(self.getResults()))
class BattleRecordCategory():
def __init__(self, cat_name : str):
self.category_name = cat_name
self.category = collections.defaultdict(defaultvalueBtlRec)
if result_categories[self.category_name][1] == 'string':
self.type = 'string'
elif result_categories[self.category_name][1] == 'number':
self.type = 'number'
elif result_categories[self.category_name][1] == 'total':
self.type = 'total'
else:
self.type = 'category'
def getSubCategories(self):
return self.category.keys()
def recordResult(self, result: dict):
try:
if self.type == 'total':
cat = 'Total'
elif self.type == 'number':
cat = str(result[self.category_name])
elif self.type == 'string':
cat = result[self.category_name]
else:
cat = result_categories[self.category_name][1][result[self.category_name]]
self.category[cat].recordResult(result)
return True
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
except Exception as err:
bu.error(str(err))
return False
def getHeaders(self):
try:
headers = [ result_cat_header_frmt.format(result_categories[self.category_name][0]) ]
for field in result_fields.keys():
print_format = '{:^' + str(result_fields[field][2]) + 's}'
headers.append(print_format.format(result_fields[field][0]))
return headers
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
except Exception as err:
bu.error(str(err))
return None
def printResults(self):
try:
print(' '.join(self.getHeaders()))
for row in self.getResults():
print(' : '.join(row))
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
except Exception as err:
bu.error(str(err))
return None
def getResults(self):
try:
results = []
# results.append(self.getHeaders())
if self.type == 'number':
for cat in sorted( [ int(s) for s in self.category.keys() ] ):
cat = str(cat)
row = [ result_cat_frmt.format(cat) ]
row.extend(self.category[cat].getResults())
results.append(row)
else:
for cat in sorted(self.category.keys() , key=str.casefold):
row = [ result_cat_frmt.format(cat) ]
row.extend(self.category[cat].getResults())
results.append(row)
return results
except KeyError as err:
bu.error('Key ' + str(err) + ' not found')
return None
## main() -------------------------------------------------------------
async def main(argv):
global wg, wi
# set the directory for the script
os.chdir(os.path.dirname(sys.argv[0]))
## Read config
config = configparser.ConfigParser()
config.read(FILE_CONFIG)
configDB = config['DATABASE']
DB_SERVER = configDB.get('db_server', 'localhost')
DB_PORT = configDB.getint('db_port', 27017)
DB_SSL = configDB.getboolean('db_ssl', False)
DB_CERT_REQ = configDB.getint('db_ssl_req', ssl.CERT_NONE)
DB_AUTH = configDB.get('db_auth', 'admin')
DB_NAME = configDB.get('db_name', 'BlitzStats')
DB_USER = configDB.get('db_user', 'mongouser')
DB_PASSWD = configDB.get('db_password', "PASSWORD")
DB_CERT = configDB.get('db_ssl_cert_file', None)
DB_CA = configDB.get('db_ssl_ca_file', None)
bu.debug('DB_SERVER: ' + DB_SERVER)
bu.debug('DB_PORT: ' + str(DB_PORT))
bu.debug('DB_SSL: ' + "True" if DB_SSL else "False")
bu.debug('DB_AUTH: ' + DB_AUTH)
bu.debug('DB_NAME: ' + DB_NAME)
TASK_N = 7
parser = argparse.ArgumentParser(description='ANalyze Blitz replay JSONs from WoTinspector.com')
parser.add_argument('--output', default='plain', choices=['json', 'plain', 'db'], help='Select output mode: JSON, plain text or database')
parser.add_argument('-id', dest='accountID', type=int, default=None, help='WG account_id to analyze')
parser.add_argument('-a', '--account', dest='account', type=str, default=None, help='WG account nameto analyze. Format: ACCOUNT_NAME@SERVER')
parser.add_argument('-x', '--extended', action='store_true', default=False, help='Print Extended stats')
parser.add_argument('-s', '--stats', action='store_true', default=False, help='Print player stats (WR/battles)')
parser.add_argument('-u', '--url', dest= 'url', action='store_true', default=False, help='Print replay URLs')
parser.add_argument('--tankfile', type=str, default='tanks.json', help='JSON file to read Tankopedia from. Default is "tanks.json"')
parser.add_argument('--mapfile', type=str, default='maps.json', help='JSON file to read Blitz map names from. Default is "maps.json"')
parser.add_argument('-o','--outfile', type=str, default='-', metavar="OUTPUT", help='File to write results. Default STDOUT')
parser.add_argument('--db', action='store_true', default=False, help='Use DB - You are unlikely to have it')
parser.add_argument('-d', '--debug', action='store_true', default=False, help='Debug mode')
parser.add_argument('-v', '--verbose', action='store_true', default=False, help='Verbose mode')
parser.add_argument('files', metavar='FILE1 [FILE2 ...]', type=str, nargs='+', help='Files to read. Use \'-\' for STDIN"')
args = parser.parse_args()
bu.setVerbose(args.verbose)
bu.setDebug(args.debug)
wg = WG(WG_appID, args.tankfile, args.mapfile)
wi = WoTinspector()
bu.setWaiter(100)
if args.account != None:
args.accountID = await wg.getAccountID(args.account)
bu.debug('WG account_id: ' + str(args.accountID))
#### Connect to MongoDB (TBD)
client = None
db = None
if args.db:
try:
client = motor.motor_asyncio.AsyncIOMotorClient(DB_SERVER,DB_PORT, authSource=DB_AUTH, username=DB_USER, password=DB_PASSWD, ssl=DB_SSL, ssl_cert_reqs=DB_CERT_REQ, ssl_certfile=DB_CERT, tlsCAFile=DB_CA)
db = client[DB_NAME]
bu.debug('Database connection initiated')
except Exception as err:
bu.error("Could no initiate DB connection: Disabling DB" + str(err))
args.db = False
pass
else:
bu.debug('No DB in use')
try:
replayQ = asyncio.Queue()
reader_tasks = []
# Make replay Queue
scanner_task = asyncio.create_task(mkReplayQ(replayQ, args.files))
bu.debug('Replay scanner started')
# Start tasks to process the Queue
for i in range(TASK_N):
reader_tasks.append(asyncio.create_task(replayReader(replayQ, i, args)))
bu.debug('ReplayReader ' + str(i) + ' started')
bu.debug('Waiting for the replay scanner to finish')
await asyncio.wait([scanner_task])
bu.debug('Scanner finished. Waiting for replay readers to finish the queue')
await replayQ.join()
await asyncio.sleep(0.1)
bu.debug('Replays read. Cancelling Readers and analyzing results')
for task in reader_tasks:
task.cancel()
await asyncio.sleep(0.1)
results = []
players = set()
for res in await asyncio.gather(*reader_tasks):
results.extend(res[0])
players.update(res[1])
## Remove battle_time from the player:tank data in case DB is not in use
if db == None:
players_tmp = set()
for player in players:
#bu.debug('playerID: ' + player + ' ==> ' + prunePlayerStatID(player))
players_tmp.add(prunePlayerStatID(player))
#bu.debug(str(len(players_tmp)))
players = players_tmp
player_stats = await processPlayerStats(players, TASK_N, db)
bu.verbose('')
bu.debug('PLAYER STATS:\n' + str(player_stats))
teamresults = calcTeamStats(results, player_stats)
processBattleStats(teamresults, args)
if args.stats:
processPlayerDist(results, player_stats)
except Exception as err:
bu.error(str(type(err)) + ' : ' + str(err))
finally:
## Need to close the aiohttp.session since Python destructors do not support async methods...
await wg.close()
await wi.close()
return None
def processPlayerDist(result_list: list, player_stats: dict):
hist_stats = dict()
for field in histogram_fields.keys():
hist_stats[field] = PlayerHistogram(field, histogram_fields[field][0], histogram_fields[field][1], histogram_fields[field][2], histogram_fields[field][3] )
for result in result_list:
for ally in result['allies']:
for stat_field in hist_stats.keys():
hist_stats[stat_field].recordAlly(player_stats[ally][stat_field])
for enemy in result['enemies']:
for stat_field in hist_stats.keys():
hist_stats[stat_field].recordEnemy(player_stats[enemy][stat_field])
for stat_field in hist_stats.keys():
hist_stats[stat_field].print()
return None
def processBattleStats(results: dict, args : argparse.Namespace):
url = args.url
urls = collections.OrderedDict()
categories = {}
cats = result_categories_default
if args.extended:
cats = result_categories.keys()
for cat in cats:
categories[cat] = BattleRecordCategory(cat)
max_title_len = 0
for result in results:
for cat in cats:
categories[cat].recordResult(result)
if url:
max_title_len = max(max_title_len, len(result['title']))
urls[result['title']] = result['url']
for cat in cats:
for sub_cat in categories[cat].getSubCategories():
categories[cat].category[sub_cat].calcResults()
print('')
categories[cat].printResults()
if url:
print('\nURLs to Battle replays:\n')
for title in urls.keys():
print(('{:' + str(3 + max_title_len) + '}').format(title) + ' : ' + urls[title])
return None
async def processPlayerStats(players, N_workers: int, db : motor.motor_asyncio.AsyncIOMotorDatabase) -> dict:
## Create queue of player-tank pairs to find stats for
statsQ = asyncio.Queue()
bu.debug('Create player stats queue: ' + str(len(players)) + ' players')
for player in players:
#bu.debug(player)
await statsQ.put(player)
# Process player WR / battle stats
stats_tasks = []
bu.debug('Starting player stats workers')
for i in range(N_workers):
bu.debug("Starting worker " + str(i))
stats_tasks.append(asyncio.create_task(statWorker(statsQ, i, db)))
## let the workers to process
bu.debug('Waiting stats workers to finish')
await statsQ.join()
bu.debug('Cancelling stats workers')
for task in stats_tasks:
task.cancel()
player_stats = {}
bu.debug('Gathering stats worker outputs')
for stats in await asyncio.gather(*stats_tasks):
player_stats = {**player_stats, **stats}
bu.debug('Returning player_stats')
return player_stats
def calcTeamStats(result_list: list, player_stats : dict) -> list:
return_list = []
stat_types = player_stats[list(player_stats.keys())[0]].keys()
bu.debug('stat_types: ' + ','.join(stat_types))
for result in result_list:
try:
n_allies = collections.defaultdict(defaultvalueZero)
allies_stats = collections.defaultdict(defaultvalueZero)
bu.debug('Processing Allies')
for ally in result['allies']:
# Player itself is not in 'allies': see readReplayJSON()
if ally not in player_stats: continue
for stat in stat_types:
if player_stats[ally][stat] != None:
allies_stats[stat] += player_stats[ally][stat]
n_allies[stat] += 1
bu.debug('Processing Allies\' avg stats')
for stat in stat_types:
if n_allies[stat] > 0:
result['allies_' + str(stat)] = allies_stats[stat] / n_allies[stat]
bu.debug('Processing Enemies')
n_enemies = collections.defaultdict(defaultvalueZero)
enemies_stats = collections.defaultdict(defaultvalueZero)
for enemy in result['enemies']:
if enemy not in player_stats: continue
for stat in stat_types:
if player_stats[enemy][stat] != None:
enemies_stats[stat] += player_stats[enemy][stat]
n_enemies[stat] += 1
for stat in stat_types:
if n_enemies[stat] > 0:
result['enemies_' + str(stat)] = enemies_stats[stat] / n_enemies[stat]
return_list.append(result)
except KeyError as err:
bu.error('Key :' + str(err) + ' not found')
except Exception as err:
bu.error(err)
return return_list
async def statWorker(queue : asyncio.Queue, workerID: int, db : motor.motor_asyncio.AsyncIOMotorDatabase) -> list:
"""Worker thread to find stats for player / tank pairs"""
# global wg
stats = {}
bu.debug("workedID: " + str(workerID) + ' started')
try:
while True:
item = await queue.get()
try:
bu.printWaiter()
bu.debug(str(item))
## Add time stamp here
stat = item.split(':')
account_id = int(stat[0])
tier = int(stat[1])
if len(stat) == 3:
battletime = int(stat[2])
else:
battletime = None
bu.debug('account_id: ' + str(account_id) + ' tank_tier: ' + str(tier), workerID)
stats[item] = {}
stats[item] = await getDBplayerStats(db, account_id, tier, battletime)
bu.debug('getDBplayerStats returned: ' + str(stats[item]), workerID)
if stats[item] == None:
stats[item] = await getWGplayerStats(account_id, tier)
stats[prunePlayerStatID(item)] = stats[item]
if stats[item] == None:
del stats[item]
except KeyError as err:
bu.error('Key :' + str(err) + ' not found', workerID)
except Exception as err:
bu.error('Type: ' + str(type(err)) + ' : ' + str(err), workerID)
queue.task_done()
except (asyncio.CancelledError, concurrent.futures._base.CancelledError):
bu.debug('Stats queue is empty', workerID)
except Exception as err:
bu.error(str(err))
return stats
async def getWGplayerStats(account_id: int, tier: int) -> dict:
"""Get player stats from WG. Returns WR per tier of tank_id"""
try:
tier_tanks = wg.getTanksByTier(tier)
# 'battles' must always be there
hist_stats = [ 'all.' + x for x in histogram_fields.keys() ]
playerStats = await wg.getPlayerTanksStats(account_id, tier_tanks ,hist_stats)
bu.debug('account_id: ' + str(account_id) + ' ' + str(playerStats))
return await statsHelper(playerStats)
except KeyError as err:
bu.error('account_id: ' + str(account_id) + ' Key :' + str(err) + ' not found')
except Exception as err:
bu.error('Type: ' + str(type(err)) + ' : ' + str(err))
return None
async def getDBplayerStats(db : motor.motor_asyncio.AsyncIOMotorDatabase, account_id : int, tier: int, battletime: int) -> dict:
"""Get player stats from MongoDB (you are very unlikely to have it, unless you have set it up)"""
if db == None:
return None
try:
dbc = db[DB_C_TANK_STATS]
tier_tanks = wg.getTanksByTier(tier)
#bu.debug('Tank_ids: ' + ','.join(map(str, tier_tanks)))
if battletime == None:
pipeline = [ { '$match': { '$and': [ { 'account_id': account_id }, { 'tank_id' : {'$in': tier_tanks} } ]}},
{ '$sort': { 'last_battle_time': -1 }},
{ '$group': { '_id': '$tank_id', 'doc': { '$first': '$$ROOT' }}},
{ '$replaceRoot': { 'newRoot': '$doc' }},
{ '$project': { '_id': 0 }} ]
else:
pipeline = [ { '$match': { '$and': [ { 'account_id': account_id }, { 'last_battle_time': { '$gte': battletime }}, { 'tank_id' : {'$in': tier_tanks} } ]}},
{ '$sort': { 'last_battle_time': 1 }},
{ '$group': { '_id': '$tank_id', 'doc': { '$first': '$$ROOT' }}},
{ '$replaceRoot': { 'newRoot': '$doc' }},
{ '$project': { '_id': 0 }} ]
# cursor = dbc.aggregate(pipeline, allowDiskUse=True)
cursor = dbc.aggregate(pipeline)
return await statsHelper(await cursor.to_list(1000))
except Exception as err:
bu.error('account_id: ' + str(account_id) + ' Error :' + str(err))
return None
async def statsHelper(stat_list: list):
"""Helpher func got getDBplayerStats() and getWGplayerStats()"""
try:
if stat_list == None:
return None
stats = {}
hist_fields = histogram_fields.keys()
if 'battles' not in hist_fields:
bu.error('\'battles\' must be defined in \'histogram_fields\'')
sys.exit(1)
for field in hist_fields:
stats[field] = 0
for tankStat in stat_list:
tankStat = tankStat['all']
for field in hist_fields:
stats[field] += max(0, tankStat[field])
if stats['battles'] == 0:
return None
for field in hist_fields:
if field == 'battles': continue
stats[field] = stats[field] / stats['battles']
return stats
except Exception as err:
bu.error(str(type(err)) + ' : ' + str(err))
return None
async def mkReplayQ(queue : asyncio.Queue, files : list):
"""Create queue of replays to post"""
p_replayfile = re.compile('.*\\.wotbreplay\\.json$')
if files[0] == '-':
bu.debug('reading replay file list from STDIN')
stdin, _ = await aioconsole.get_standard_streams()
while True:
line = (await stdin.readline()).decode('utf-8').rstrip()
if not line:
break
else:
if (p_replayfile.match(line) != None):
await queue.put(await mkReaderQitem(line))
else:
for fn in files:
# bu.debug('Filename: ' + fn)
if fn.endswith('"'):
fn = fn[:-1]
if os.path.isfile(fn) and (p_replayfile.match(fn) != None):
await queue.put(await mkReaderQitem(fn))
bu.debug('File added to queue: ' + fn)
elif os.path.isdir(fn):
with os.scandir(fn) as dirEntry:
for entry in dirEntry:
if entry.is_file() and (p_replayfile.match(entry.name) != None):
bu.debug(entry.name)
await queue.put(await mkReaderQitem(entry.path))
bu.debug('File added to queue: ' + entry.path)
bu.debug('Finished: ' + str(queue.qsize()) + ' replays to process')
return None
async def mkReaderQitem(filename : str) -> list:
"""Make an item to replay queue"""
global REPLAY_N
REPLAY_N +=1
return [filename, REPLAY_N]
async def replayReader(queue: asyncio.Queue, readerID: int, args : argparse.Namespace):
"""Async Worker to process the replay queue"""
#global SKIPPED_N
# account_id = args.accountID
results = []
playerstanks = set()
try:
while True:
item = await queue.get()
filename = item[0]
replayID = item[1]
try:
replay_json = await bu.readJSON(filename, wi.chkJSONreplay)
if replay_json == None:
bu.verbose('Replay[' + str(replayID) + ']: ' + filename + ' is invalid. Skipping.' )
#SKIPPED_N += 1
queue.task_done()
continue
## Read the replay JSON
bu.debug('[' + str(readerID) + '] reading replay: ' + filename)
result = await readReplayJSON(replay_json, args)
bu.printWaiter()
if result == None:
bu.error('[' + str(readerID) + '] Error reading replay: ' + filename)
queue.task_done()
continue
# if (account_id != None):
playerstanks.update(set(result['allies']))
playerstanks.update(set(result['enemies']))
results.append(result)
bu.debug('Marking task ' + str(replayID) + ' done')
except Exception as err:
bu.error(str(err))
queue.task_done()
except (asyncio.CancelledError, concurrent.futures.CancelledError):
bu.debug('[' + str(readerID) + ']: ' + str(len(results)) + ' replays, ' + str(len(playerstanks)) + ' player/tanks')
return results, playerstanks
return None
async def readReplayJSON(replay_json: dict, args : argparse.Namespace) -> dict:
"""Parse replay JSON dict"""
global REPLAY_I
account_id = args.accountID
url = args.url
db = args.db
result = {}
try:
if account_id == None:
account_id = replay_json['data']['summary']['protagonist']
elif replay_json['data']['summary']['protagonist'] != account_id:
if account_id in replay_json['data']['summary']['enemies']:
# switch the teams...
if replay_json['data']['summary']['battle_result'] != 2:
if replay_json['data']['summary']['battle_result'] == 0:
replay_json['data']['summary']['battle_result'] = 1
else:
replay_json['data']['summary']['battle_result'] = 0
tmp = replay_json['data']['summary']['enemies']
replay_json['data']['summary']['enemies'] = replay_json['data']['summary']['allies']
replay_json['data']['summary']['allies'] = tmp
elif account_id not in replay_json['data']['summary']['allies']:
# account_id looked for but not found in teams
bu.debug('Replay ' + replay_json['data']['summary']['title'] + ' does not have account_id ' + str(account_id) + '. Skipping.')
return None
if url:
result['url'] = replay_json['data']['view_url']
#bu.debug('1')
for key in replay_summary_flds:
result[key] = replay_json['data']['summary'][key]
result['battle_start_timestamp'] = int(replay_json['data']['summary']['battle_start_timestamp'])
#bu.debug('2')
result['allies'] = set()
result['enemies'] = set()
btl_duration = 0
btl_tier = 0
for player in replay_json['data']['summary']['details']:
#bu.debug('3')
btl_duration = max(btl_duration, player['time_alive'])
player_tank_tier = wg.getTankData(player['vehicle_descr'], 'tier')
btl_tier = max(btl_tier, player_tank_tier)
#bu.debug('4')
if player['dbid'] == account_id:
# player itself is not put in results['allies']
tmp = {}
tmp['account_id'] = account_id
tmp['tank_id'] = player['vehicle_descr']
tmp['tank_tier'] = player_tank_tier
tmp['tank_name'] = wg.getTankData(tmp['tank_id'], 'name')
tmp['squad_index'] = player['squad_index']
for key in replay_details_flds:
tmp[key] = player[key]
if player['hitpoints_left'] == 0:
tmp['survived'] = 0
tmp['destroyed'] = 1
else:
tmp['survived'] = 1
tmp['destroyed'] = 0
for key in tmp.keys():
result[key] = tmp[key]
else:
tmp_account_id = player['dbid']
tmp_tank_id = player['vehicle_descr']
tmp_tank_tier = wg.getTankTier(tmp_tank_id)
tmp_battletime = int(replay_json['data']['summary']['battle_start_timestamp'])
if player['dbid'] in replay_json['data']['summary']['allies']:
result['allies'].add(getPlayerStatID(tmp_account_id, tmp_tank_tier, tmp_battletime, db))
else:
result['enemies'].add(getPlayerStatID(tmp_account_id, tmp_tank_tier, tmp_battletime, db))
# platoon buddy removed from stats
if result['squad_index'] != None:
for ally in replay_json['data']['summary']['allies']:
if (ally['dbid'] != account_id) and (ally['squad_index'] == result['squad_index']):
# platoon buddy found
tmp_account_id = str(ally['dbid'])
tmp_tank_id = ally['vehicle_descr']
tmp_tank_tier = str(wg.getTankTier(tmp_tank_id))
tmp_battletime = str(int(replay_json['data']['summary']['battle_start_timestamp']))
# platoon buddy removed from stats
result['allies'].remove(getPlayerStatID(tmp_account_id, tmp_tank_tier, tmp_battletime, db))
#bu.debug('6')
result['time_alive%'] = result['time_alive'] / btl_duration
result['battle_tier'] = btl_tier
result['top_tier'] = 1 if (result['tank_tier'] == btl_tier) else 0
result['win'] = 1 if result['battle_result'] == 1 else 0
REPLAY_I += 1
result['battle_i'] = REPLAY_I
bu.debug(str(result))
return result
except KeyError as err:
bu.error('Key :' + str(err) + ' not found')
except Exception as err:
bu.error(str(type(err)) + ' : ' + str(err))
return None
def prunePlayerStatID(id: str) -> str:
stat = id.split(':')
#bu.debug('Stat: ' + id + ' ==> ' + ':'.join([stat[0], stat[1]]))
return ':'.join([stat[0], stat[1]])
def getPlayerStatID(account_id: int, tier: int, battletime: int, db = False) -> str:
if db:
battle_date = date.fromtimestamp(battletime)
battle_date = battle_date - timedelta(days=battle_date.weekday())
#bu.debug('account_id: ' + str(account_id) + ' tier: ' + str(tier) + ' battle_time: ' + str(int(time.mktime(battle_date.timetuple()))))
return ':'.join( [ str(account_id), str(tier), str(int(time.mktime(battle_date.timetuple()))) ] )
else:
return ':'.join([ str(account_id), str(tier)])
### main()
if __name__ == "__main__":
asyncio.run(main(sys.argv[1:]), debug=False)