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294 lines
11 KiB
294 lines
11 KiB
from discord.ext import tasks
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import discord
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import traceback
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import asyncio
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import aiohttp
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import os
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import numpy as np
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from collections import Counter
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#ai sloop
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class KamazAI:
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WEIGHTS = {
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'steam_identity': 0.4,
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'reason': 0.2,
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'permissions': 0.1,
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'numerics': 0.2,
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'server': 0.1
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}
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K_NEIGHBORS = 5
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'''
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{
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"id":2,
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"a_nickname":"Роботяга",
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"a_permition":"DONT_HAVE",
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"a_kills":6,
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"a_deads":5,
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"a_seconds":392,
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"r_nickname":"zombiskell",
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"r_permition":"DONT_HAVE",
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"r_kills":10,
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"r_deads":10,
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"r_seconds":2022,
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"reasons":"Читы",
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"utime":1717502378,
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"srv":"srv9",
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"online":18,
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"type":"IN_GAME",
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"actions":["inspect"],
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"serverName":"Норильск 2019",
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"a_steam":{
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"steam3":"[U:1:1338527208]",
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"steam2":"STEAM_0:0:669263604",
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"steam64":"76561199298792936",
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"community_url":"https://steamcommunity.com/profiles/76561199298792936",
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"account_id":1338527208
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},
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"r_steam":{
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"steam3":"[U:1:1554861952]",
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"steam2":"STEAM_0:0:777430976",
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"steam64":"76561199515127680",
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"community_url":"https://steamcommunity.com/profiles/76561199515127680",
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"account_id":1554861952
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}
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}
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'''
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def __init__(self, reports_list):
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print("Reports list size: ", len(reports_list))
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self.historical_reports = reports_list
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self.report_actions = {}
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for report in reports_list:
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try:
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self.report_actions[report["id"]] = report["actions"]
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except:
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print("Cannot build action", report)
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self.numeric_stats = self.normalize_numerics(reports_list)
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'''
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def init_data(reports: list, actions: list):
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"""Загрузка данных при старте или через специальный endpoint."""
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global historical_reports, report_actions
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historical_reports = reports
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report_actions.clear()
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for act in actions:
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rid = act['report_id']
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report_actions.setdefault(rid, []).append(act['action'])
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'''
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def normalize_numerics(self, reports):
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"""Вычисляет min/max для всех числовых полей (обучающая выборка)."""
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fields = ['a_kills', 'a_deads', 'a_seconds', 'r_kills', 'r_deads', 'r_seconds', 'online']
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stats = {}
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for f in fields:
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values = [r[f] for r in reports if r[f] is not None]
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stats[f] = {'min': min(values), 'max': max(values)}
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return stats
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async def similarity(self, report1, report2, num_stats):
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"""Возвращает взвешенное сходство (0..1)."""
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score = 0.0
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# 1. Совпадение пары Steam-аккаунтов
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if False:
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identity_score = 0.0
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if report1['a_steam2'] == report2['a_steam2'] and report1['r_steam2'] == report2['r_steam2']:
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identity_score = 1.0
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elif report1['a_steam2'] == report2['a_steam2'] or report1['r_steam2'] == report2['r_steam2']:
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identity_score = 0.5
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score += self.WEIGHTS['steam_identity'] * identity_score
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# 2. Причина (точное совпадение)
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try:
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reason_score = 1.0 if report1['reasons'] == report2['reasons'] else 0.0
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score += self.WEIGHTS['reason'] * reason_score
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except:
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print("Skip reason calc", report1, report2)
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traceback.print_exc()
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# 3. Права
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try:
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perm_score = 0.0
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if report1['a_permition'] == report2['a_permition']:
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perm_score += 0.5
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if report1['r_permition'] == report2['r_permition']:
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perm_score += 0.5
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score += self.WEIGHTS['permissions'] * perm_score
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except:
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print("Skip permition calc", report1, report2)
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traceback.print_exc()
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# 4. Числовые поля (нормированное евклидово расстояние -> сходство)
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num_fields = ['a_kills', 'a_deads', 'a_seconds', 'r_kills', 'r_deads', 'r_seconds', 'online']
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dist_sq = 0.0
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for f in num_fields:
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min_val = num_stats[f]['min']
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max_val = num_stats[f]['max']
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if max_val == min_val:
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norm_diff = 0.0
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else:
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try:
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norm_diff = (report1[f] - report2[f]) / (max_val - min_val)
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except:
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norm_diff = 0.0
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dist_sq += norm_diff ** 2
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eucl_dist = np.sqrt(dist_sq / len(num_fields))
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# Превращаем расстояние в сходство (1 - нормализованное расстояние)
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num_similarity = 1.0 - min(eucl_dist, 1.0)
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score += self.WEIGHTS['numerics'] * num_similarity
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# 5. Сервер
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if False:
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srv_score = 1.0 if report1['srv'] == report2['srv'] else 0.0
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score += self.WEIGHTS['server'] * srv_score
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return score
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async def predict(self, new_report):
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# Вычисляем сходство со всеми историческими заявками
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similarities = []
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for hist in self.historical_reports:
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sim = await self.similarity(new_report, hist, self.numeric_stats)
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similarities.append((hist['id'], sim))
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# Сортируем по убыванию сходства
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similarities.sort(key=lambda x: x[1], reverse=True)
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top_k = similarities[:self.K_NEIGHBORS]
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#print(top_k)
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# Собираем все действия, назначенные на эти заявки
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action_counter = Counter()
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similar_report_ids = []
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for rid, sim in top_k:
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#print(rid, sim)
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if sim > 0: # можно задать порог, чтобы отсечь шум
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similar_report_ids.append(rid)
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if rid in self.report_actions:
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for act in self.report_actions[rid]:
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action_counter[act] += 1
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total = sum(action_counter.values())
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suggestions = []
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if total > 0:
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for action, count in action_counter.most_common():
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suggestions.append({
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'action': action,
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'confidence': round(count / total, 4)
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})
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else:
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# Если ни одного похожего – предложение "inspect" по умолчанию
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suggestions.append({'action': 'inspect', 'confidence': 1.0})
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return {
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'suggestions': suggestions,
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'similar_reports': similar_report_ids
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}
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class Extension:
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core = None
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action_translate = {
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'ban': "забанить игрока",
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'inspect': "проверить профиль стима и решить что делать дальше",
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'kick': "кикнуть игрока",
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'ban30': "легкий бан на 30 минут",
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'ban120': "бан на пару часов",
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'noreason': "не вводить причину",
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'author_kick': "кикнуть автора репорта",
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'mute': "замьютить игрока",
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'unban': "разбанить игрока если тот в бане, ебанутое решение",
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'author_inspect': 'глянуть профиль автора репорта'
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}
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def __init__(self, core):
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self.core = core
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self.kamazai = None
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self.reports_list = []
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async def task(self, timeout = 15):
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if os.getenv('BACKEND_URL') and os.getenv("BACKEND_SECRETKEY"):
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pass
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else:
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print("Cannot init kamazAI, BACKEND_URL or BACKEND_SECRETKEY is missing in env")
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return
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await self.core.wait_until_ready()
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while True:
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await self.updater()
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await asyncio.sleep(timeout)
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async def updater(self):
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try:
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if self.kamazai == None:
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print("Sync report list")
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async with aiohttp.ClientSession(cookies={
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"secretkey":os.getenv("BACKEND_SECRETKEY")}) as session:
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async with session.get(f"{os.getenv('BACKEND_URL')}/api/discord/report/s", ssl = False) as response:
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self.reports_list = await response.json()
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self.kamazai = KamazAI(self.reports_list)
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print("KamazAI Enabled")
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except:
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traceback.print_exc()
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async def __call__(self, message: discord.Message = None):
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if self.kamazai == None:
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print("call kamazAi but he is not init")
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return await message.reply(content=f'KamazAI не иницилизирован')
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try:
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report_id = message.embeds[0].color.value
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#print("Found report id", report_id)
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except:
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return await message.reply(content=f'KamazAI не может получить индификатор репорта')
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async with aiohttp.ClientSession(cookies={
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"secretkey":os.getenv("BACKEND_SECRETKEY")}) as session:
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async with session.get(f"{os.getenv('BACKEND_URL')}/api/discord/report/{report_id}", ssl = False) as response:
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report = await response.json()
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result = await self.kamazai.predict(report)
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suggestions = result.get("suggestions", [])
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s = []
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for ss in suggestions:
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#s.append(f'{ss["action"]} c вероятностью {ss["confidence"]}')
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s.append(f'{round(ss["confidence"] * 100)}%) {self.action_translate.get(ss["action"], ss["action"])}')
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content = f'KamazAI решил что с этим репортом надо сделать: \n' + "\n".join(s) + "\nОцените решение камаза где :thumbsup: - норм или :thumbsdown: - не очень"
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response = await message.reply(content=content)
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try:
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await response.add_reaction('👍')
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await response.add_reaction('👎')
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except:
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pass
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return response
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#self.reports_list.append(report)
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#self.kamazai = KamazAI(self.reports_list)
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if __name__ == "__main__":
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async def run():
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print("run")
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from json import load
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with open("/Users/gsd/Downloads/reports.json", "r", encoding="utf8") as report_list:
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kamazAi = KamazAI(load(report_list))
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test_report1 = {"id":23059,"a_nickname":"серийный чувак","a_permition":"DONT_HAVE","a_kills":29,"a_deads":38,"a_seconds":3237,"r_nickname":"Корабль Бомж 1","r_permition":"DONT_HAVE","r_kills":44,"r_deads":31,"r_seconds":3598,"reasons":"Читы","utime":1780842262,"srv":"srv9","online":18,"type":"IN_GAME","actions":[],"serverName":"Норильск 2019","a_steam":{"steam3":"[U:1:1675616295]","steam2":"STEAM_0:1:837808147","steam64":"76561199635882023","community_url":"https://steamcommunity.com/profiles/76561199635882023","account_id":1675616295},"r_steam":{"steam3":"[U:1:1546493291]","steam2":"STEAM_0:1:773246645","steam64":"76561199506759019","community_url":"https://steamcommunity.com/profiles/76561199506759019","account_id":1546493291}}
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test_report2 = {"id":23048,"a_nickname":"Евгений Задротов","a_permition":"FREE","a_kills":63,"a_deads":68,"a_seconds":5031,"r_nickname":"Kapusta_KvSH","r_permition":"VIP","r_kills":11,"r_deads":2,"r_seconds":436,"reasons":"VIP абуз","utime":1780837315,"srv":"srv5","online":21,"type":"IN_GAME","actions":[],"serverName":"Завод Ultimate","a_steam":{"steam3":"[U:1:1623272121]","steam2":"STEAM_0:1:811636060","steam64":"76561199583537849","community_url":"https://steamcommunity.com/profiles/76561199583537849","account_id":1623272121},"r_steam":{"steam3":"[U:1:196806785]","steam2":"STEAM_0:1:98403392","steam64":"76561198157072513","community_url":"https://steamcommunity.com/profiles/76561198157072513","account_id":196806785}}
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print(test_report1)
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print(await kamazAi.predict(test_report1))
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print()
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print(test_report2)
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print(await kamazAi.predict(test_report2))
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import asyncio
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asyncio.run(run())
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