from typing import Tuple import arrow import sqlalchemy as sa import json from fastapi import Depends import pandas as pd from sqlalchemy import func, or_, and_, not_, MetaData import crud import schemas from core.config import settings from db import get_database from db.redisdb import get_redis_pool, RedisDrive class XAnalysis: def __init__(self, data_in: schemas.CkQuery, game: str): self.data_in = data_in self.game = game self.event_view = dict() self.events = [] self.global_filters = [] def _get_global_filters(self): return self.event_view.get('filts') or [] async def init(self): if self.data_in.report_id: db = get_database() report = await crud.report.get(db, id=self.data_in.report_id) self.event_view = report['query']['eventView'] self.events = report['query']['events'] try: e_days = self.event_view['e_days'] s_days = self.event_view['s_days'] except: # 兼容以前的 e_days, s_days = self.event_view['recentDay'].split('-') # self.event_view['endTime'] = arrow.get().shift(days=-int(e_days)+1).strftime('%Y-%m-%d 23:59:59') # self.event_view['startTime'] = arrow.get().shift(days=-int(s_days)+1).strftime('%Y-%m-%d 00:00:00') self.event_view['endTime'] = arrow.get().shift(days=-int(e_days)).strftime('%Y-%m-%d 23:59:59') self.event_view['startTime'] = arrow.get().shift(days=-int(s_days)).strftime('%Y-%m-%d 00:00:00') else: self.event_view = self.data_in.eventView self.events = self.data_in.events self.global_filters = self._get_global_filters() def handler_filts(self): where = [] for item in self.global_filters: col = sa.Column(item['columnName']) comparator = item['comparator'] ftv = item['ftv'] if comparator == '==': if len(ftv) > 1: where.append(or_(*[col == v for v in ftv])) else: where.append(col == ftv[0]) elif comparator == '>=': where.append(col >= ftv[0]) elif comparator == '<=': where.append(col <= ftv[0]) elif comparator == '>': where.append(col > ftv[0]) elif comparator == '<': where.append(col < ftv[0]) elif comparator == 'is not null': where.append(col.isnot(None)) elif comparator == 'is null': where.append(col.is_(None)) elif comparator == '!=': where.append(col != ftv[0]) elif comparator == 'not like': where.append(col.notlike(f'%{ftv[0]}%')) elif comparator == 'like': where.append(col.like(f'%{ftv[0]}%')) return where def ltv_model_sql(self): days = (arrow.get(self.event_view['endTime']).date() - arrow.get(self.event_view['startTime']).date()).days quota = self.event_view['quota'] select_ltv = [] sumpay = [] for i in range(1, days): # select_ltv.append(func.round(sa.Column(f'sumpay_{i}') / sa.Column('cnt1'), 2).label(f'LTV{i}')) select_ltv.append( f"if(dateDiff('day', reg.date, now())<{i - 1}, '-',toString(round(sumpay_{i} / cnt1, 2))) AS LTV{i}") sumpay.append(f"sum(if(dateDiff('day', a.date, b.date) < {i}, money, 0)) as sumpay_{i}") # qry = sa.select(*select_ltv) # select_ltv_str = str(qry.compile(compile_kwargs={"literal_binds": True})) # select_ltv_str = select_ltv_str.split('SELECT ')[1] sumpay_str = ','.join(sumpay) select_ltv_str = ','.join(select_ltv) where = [ sa.Column('date') > self.event_view['startTime'].split(' ')[0], sa.Column('date') <= self.event_view['endTime'].split(' ')[0] ] qry = sa.select().where(*where) sql = str(qry.compile(compile_kwargs={"literal_binds": True})) where_str = sql.split('WHERE ')[1] where_order = self.handler_filts() where_order_str = 1 if where_order: qry = sa.select().where(*where_order) sql = str(qry.compile(compile_kwargs={"literal_binds": True})) where_order_str = sql.split('WHERE ')[1] sql = f"""SELECT toString(reg.date) as date, cnt1, {select_ltv_str} FROM (SELECT toDate(addHours(`#event_time`, `#zone_offset`)) as date, uniqExact(`{quota}`) cnt1 FROM {self.game}.event where `#event_name` = 'create_account' AND {where_str} GROUP BY toDate(addHours(`#event_time`, `#zone_offset`))) as reg left join (select a.date, {sumpay_str} from (SELECT toDate(addHours(`#event_time`, `#zone_offset`)) as date, `{quota}` FROM {self.game}.event where `#event_name` = 'create_account' and {where_str}) as a left join (select `{quota}`, unitPrice/100 as money, toDate(addHours(`#event_time`, `#zone_offset`)) as date from {self.game}.event where `#event_name` = 'pay' and {where_order_str}) b on a.`{quota}` = b.`{quota}` group by a.date) log on reg.date = log.date order by date """ print(sql) return {'sql': sql,'quota':quota, 'start_date': self.event_view['startTime'][:10], 'end_date': self.event_view['endTime'][:10], }