Merge pull request #31 from Jylpah/dev

analyze_wotb_replays.py: Export stats as JSON
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Jylpah committed 2020-10-25 16:36:13 +02:00
commit 7b2b2253f4
2 files changed
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@@ -41,6 +41,7 @@ replay_summary_flds = [
'battle_type',
'map_name',
'battle_duration',
'room_type',
'protagonist',
'title',
'mastery_badge'
@@ -92,9 +93,12 @@ class BattleRecordCategory():
_result_categories = {
'total' : [ 'TOTAL', 'total' ],
'battle_result' : [ 'Result', [ 'Loss', 'Win', 'Draw']],
'battle_type' : [ 'Battle Type',['Encounter', 'Supremacy']],
'battle_type' : [ 'Battle Type', ['Encounter', 'Supremacy']],
'tank_tier' : [ 'Tank Tier', 'number' ],
'top_tier' : [ 'Tier', ['Bottom tier', 'Top tier']],
'room_type' : [ 'Battle Mode', ['Any', 'Random', 'Training Room', '-', 'Tournament', '-', '-', 'Rating', 'Mad Games', '-', \
'-', '-', '-', '-', '-', '-', '-', '-', '-', '-', \
'-', '-','Realistic', '-', 'Burning Games'] ],
'mastery_badge' : [ 'Battle Medal', ['-', '3rd Class', '2nd Class', '1st Class', 'Mastery' ]],
'team_result' : [ 'Team Result', 'string' ],
'tank_name' : [ 'Tank', 'string' ],
@@ -220,29 +224,48 @@ class BattleRecordCategory():
return None
def get_results_json(self):
"""Get results in JSON format"""
try:
results = dict()
results['name' ] = self.get_category_name()
# results.append(self.get_headers())
if self.type == 'number':
for cat in sorted( [ int(s) for s in self.category.keys() ] ):
cat = str(cat)
results[cat] = self.category[cat].get_results_json()
else:
for cat in sorted(self.category.keys() , key=str.casefold):
cat = str(cat)
results[cat] = self.category[cat].get_results_json()
return results
except KeyError as err:
bu.error('Key not found', err)
return None
class BattleRecord():
## Syntax: Check how the replay JSON files look. The algorithm is counting/recording fields
_result_fields = {
'battles' : [ 'Battles', 'Number of battles', 8, '{:^8.0f}' ],
'battles%' : [ '% Battles', 'Share of Battles',6, '{:6.0%}' ],
'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%}' ],
'player_wins' : [ 'Player WR', 'Average WR of the player', 9, '{:9.2%}' ],
'player_battles' : [ 'Player Btls', 'Average number battles of the player', 11, '{:11.0f}' ],
'allies_wins' : [ 'Allies WR', 'Average WR of allies at the tier of their tank', 9, '{:9.2%}' ],
'battles' : [ 'Battles', 'Number of battles', 8, '{:^8.0f}' ],
'battles%' : [ '% Battles', 'Share of Battles', 6, '{:6.0%}' ],
'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%}' ],
'player_wins' : [ 'Player WR', 'Average WR of the player', 9, '{:9.2%}' ],
'player_battles' : [ 'Player Btls', 'Average number battles of the player', 11, '{:11.0f}' ],
'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}' ],
MISSING_STATS : [ 'No stats', 'Players without stats avail', 8, '{:8.1%}']
'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}' ],
MISSING_STATS : [ 'No stats', 'Players without stats avail', 8, '{:8.1%}']
}
_team_fields = [ 'wins', 'battles' ]
@@ -417,11 +440,12 @@ class BattleRecord():
return None
def get_results(self):
def get_results(self) -> list:
"""Return results for printing"""
if not self.results_ready:
bu.error('Stats have not been calculated yet. call calc_results() before get_results()')
results = []
try:
results = []
for field in self.result_fields:
results.append(self._result_fields[field][3].format(self.results[field]) )
return results
@@ -432,6 +456,23 @@ class BattleRecord():
return None
def get_results_json(self) -> dict:
"""Return results in JSON format"""
if not self.results_ready:
bu.error('Stats have not been calculated yet. call calc_results() before get_results()')
try:
results = dict()
for field in self.result_fields:
results[field] = self.results[field]
return results
except KeyError as err:
bu.error('Key not found', err)
except Exception as err:
bu.error(exception=err)
return None
def print_results(self):
print(' : '.join(self.get_results()))
@@ -474,9 +515,12 @@ class PlayerHistogram():
val = self.fields[cat]
return self.cat_format.format(float(val * self.cat_factor))
def print(self):
def print(self, ret_json: bool = False):
N_enemies = 0
N_allies = 0
res = dict()
# calculate buckets
for cat in range(0, self.ncat):
N_enemies += self.enemies[cat]
N_allies += self.allies[cat]
@@ -485,7 +529,17 @@ class PlayerHistogram():
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.get_category_name(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
if ret_json:
stat = dict()
stat['allies'] = self.allies[cat]
stat['allies%'] = stat['allies'] / N_allies
stat['enemies'] = self.enemies[cat]
stat['enemies%'] = stat['enemies'] / N_enemies
stat['total'] = self.allies[cat] + self.enemies[cat]
stat['total%'] = stat['total'] / N_total
res[self.get_category_name(cat)] = stat
return res
class ErrorCatchingArgumentParser(argparse.ArgumentParser):
@@ -598,19 +652,21 @@ async def main(argv):
parser.add_argument('-u', '--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('-j', '--json', action='store_true', default=False, help='Export data in 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=OPT_DB, help='Use DB - You are unlikely to have it')
parser.add_argument('--filters', type=str, default=None, help='Filters for DB based analyses. MongoDB find() filter JSON format.')
parser.add_argument('--filters', type=str, default=None, help='Filters for DB based analyses. MongoDB find() filter JSON format. see --help_filters')
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('-s', '--silent', action='store_true', default=False, help='Silent mode')
parser.add_argument('files', metavar='FILE1 [FILE2 ...]', type=str, nargs='+', help='Files/dirs to read. Use \'-\' for STDIN, "db:" for database')
## parser.add_argument('--help_filters', action='store_true', default=False, help='Extended help for --filters')
try:
args = parser.parse_args()
except Exception as err:
raise
bu.set_log_level(args.silent, args.verbose, args.debug)
bu.set_progress_step(250) # Set the frequency of the progress dots.
@@ -645,6 +701,11 @@ async def main(argv):
else:
bu.debug('No DB in use')
# TBD
# if args.filter_help:
# await help_filters(db)
# sys.exit(0)
# rebase file arguments due to moving the working directory to the script location
args.files = bu.rebase_file_args(current_dir, args.files)
@@ -682,10 +743,14 @@ async def main(argv):
bu.verbose('')
bu.debug('Number of player stats: ' + str(len(player_stats)))
teamresults = calc_team_stats(results, player_stats, stat_id_map, args)
process_battle_results(teamresults, args)
if args.hist:
print('\nPlayer Histograms______', end='', flush=True)
process_player_dist(results, player_stats, stat_id_map)
res = process_battle_results(teamresults, args)
if args.hist:
res['histograms'] = process_player_dist(results, player_stats, stat_id_map, args.json)
if args.json:
if args.outfile == '-':
args.outfile = 'export.json'
bu.verbose_std('Data exported to ' + args.outfile)
await bu.save_JSON(args.outfile,res)
bu.debug('Finished. Cleaning up..................')
except Exception as err:
bu.error(exception=err)
@@ -701,6 +766,25 @@ async def main(argv):
return None
async def help_filters(db : motor.motor_asyncio.AsyncIOMotorDatabase = None):
"""Help for --filters"""
print("Syntax: --filters '{ \"replay.param\": VALUE, \"replay.param2\": { \"$MONGO_OPERATOR\" : VALUE }, ... }'")
print("\tExample: --filters '{ \"data.summary.protagonist\": ACCOUNT_ID, \"data.summary.battle_start_timestamp\": { \"$gt\" : 1602853200 } }'")
if db != None:
dbc = db[DB_C_REPLAYS]
try:
res = await dbc.find_one()
summary = res['data']['summary']
details = summary[0]
print('data.summary.KEYS:')
for s in summary:
print("\t" + s)
print(print('data.summary.details.[].KEYS:'))
for d in details:
print("\t" + d)
except:
pass
def set_histogram_buckets(json: dict):
global histogram_fields
try:
@@ -711,7 +795,7 @@ def set_histogram_buckets(json: dict):
return histogram_fields
def process_player_dist(results: list, player_stats: dict, stat_id_map: dict):
def process_player_dist(results: list, player_stats: dict, stat_id_map: dict, res_json: bool = False) -> dict:
"""Process player distribution"""
hist_stats = dict()
try:
@@ -729,9 +813,13 @@ def process_player_dist(results: list, player_stats: dict, stat_id_map: dict):
for stat_field in hist_stats:
hist_stats[stat_field].record_enemy(player_stats[player_remapped][stat_field])
print('\nPlayer Histograms______', end='', flush=True)
res = dict()
for stat_field in hist_stats:
hist_stats[stat_field].print()
res[stat_field] = hist_stats[stat_field].print(res_json)
return res
except Exception as err:
bu.error(exception=err)
@@ -741,8 +829,10 @@ def process_player_dist(results: list, player_stats: dict, stat_id_map: dict):
def process_battle_results(results: dict, args : argparse.Namespace):
"""Process replay battle results"""
url = args.url
ret_json = args.json
urls = collections.OrderedDict()
categories = {}
cats = BattleRecordCategory.get_result_categories(args.extra_categories)
@@ -756,17 +846,25 @@ def process_battle_results(results: dict, args : argparse.Namespace):
if url:
max_title_len = max(max_title_len, len(result['title']))
urls[result['title']] = result['url']
res = dict()
for cat in cats:
categories[cat].calc_results()
print('')
categories[cat].print_results()
if ret_json:
res[cat] = categories[cat].get_results_json()
if url:
print('\nURLs to Battle replays:\n')
json_urls = dict()
for title in urls.keys():
print(('{:' + str(3 + max_title_len) + '}').format(title) + ' : ' + urls[title])
if ret_json:
json_urls[title] = urls[title]
if ret_json:
res['replay_urls'] = json_urls
return None
return res
async def process_player_stats(players, N_workers: int, args : argparse.Namespace, db : motor.motor_asyncio.AsyncIOMotorDatabase) -> dict:
+1
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@@ -1637,6 +1637,7 @@ class WoTinspector:
error('Unexpected Exception', err)
return None
async def post_replay(self, data, filename = 'Replay', account_id = 0, title = 'Replay', priv = False, N = None):
try:
N = N if N != None else self.REPLAY_N