gsd
4 weeks ago
3 changed files with 277 additions and 1 deletions
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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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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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self.report_actions[report["id"]] = report["actions"] |
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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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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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# 3. Права |
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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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# 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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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.post(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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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.post(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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content = f'KamazAI решил что с этим репортом надо сделать: ' + ",".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(':thumbsup:') |
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await response.add_reaction(':thumbsdown:') |
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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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