from typing import Optional, Awaitable import pandas as pd import numpy as np import datetime import pymysql from sqlalchemy import create_engine import simplejson import requests import tornado.web import pandas as pd import json import numpy as np import datetime from sqlalchemy import create_engine from db_config import * import traceback import uuid class AiStrategyRequestParse(tornado.web.RequestHandler): def initialize(self, logger): self.logger = logger def post(self): data = self.request.body data = str(data, 'utf8') data = json.loads(data, encoding='utf8') self.logger.info("*************************************** NEW REQUEST ***************************************") self.logger.info("raw data from request is %s" % data) create_group_and_creative_response_data = None # 1、新增广告组操作 try: if data["operation_type"] == 1: inst = ParseAddCampaignOrAddGroupRequest(data,self.logger) inst.get_advertiser_strategy_info() inst.write_intelligence_strategy_table() if inst.campaign_id == "" or inst.campaign_id is None: if inst.add_campaign() == -1: raise Exception('广告计划创建失败') inst.get_group_dict() create_group_and_creative_res = inst.res_data inst.update_intelligence_strategy_table() self.logger.info("create group and creative request info: %s" % create_group_and_creative_res) request = requests.post(create_group_and_creative_url, headers=headers, data=json.JSONEncoder().encode(create_group_and_creative_res) ) create_group_and_creative_response_data = simplejson.loads(request.text) self.logger.info("请求返回:%s" % create_group_and_creative_response_data) self.write(json.dumps({'account_id': inst.account_id, 'ai_strategy_id': inst.ai_strategy_uuid, 'message': create_group_and_creative_response_data})) self.flush() else: self.write(json.dumps({"message": "operation_type 不支持"})) self.flush() except Exception: self.logger.error(traceback.format_exc()) self.write(json.dumps(traceback.format_exc())) self.flush() # 该类解析的是 手动请求的新增广告计划或者新增广告组的数据 class ParseAddCampaignOrAddGroupRequest(object): def __init__(self, request_data, logger): self.ai_strategy_uuid = str(uuid.uuid4()) self.request_data = request_data self.logger = logger self.video = self.request_data['video'] self.account_id = self.request_data['account_id'] self.campaign_info = self.request_data['campaign_info'] self.campaign_id = self.request_data['campaign_info'].get('campaign_id', None) self.group_info = self.request_data['group_info'] self.creative_info = self.request_data['creative_info'] self.operation_type = self.request_data['operation_type'] self.advertiser_strategy_id = None self.advertiser_strategy = {} self.res_data = {} def get_advertiser_strategy_info(self): """ 获取指定账户下客户的策略信息 为后续的写入库表,校验一致性做准备 :return: """ sql = """ select * from ctop_ai_kuaishou_advertiser_strategy where account_id = %d and status = 1 limit 1 """ % self.account_id advertiser_strategy_df = pd.read_sql(sql, engine) self.advertiser_strategy_id = advertiser_strategy_df['id'].values[0] self.advertiser_strategy = advertiser_strategy_df.T.to_dict()[0] def write_intelligence_strategy_table(self): """ 请求信息写入 ctop_ai_kuaishou_intelligence_strategy 表中 :return: """ intelligence_strategy_dict = \ { 'ai_strategy_uuid': self.ai_strategy_uuid, 'advertiser_strategy_id': self.advertiser_strategy_id, 'account_id': self.account_id, 'ai_strategy_receive_content': str(self.request_data), 'ai_strategy_remark': self.request_data['ai_strategy_remark'], 'create_time': datetime.datetime.now() } df = pd.DataFrame.from_dict(intelligence_strategy_dict, orient='index').T df.to_sql(name="ctop_ai_kuaishou_intelligence_strategy", con=engine, if_exists='append', index=False) def update_intelligence_strategy_table(self): """ 拼装之后的json, 更新到 ai_strategy_request_content :return: """ db_con = pymysql.connect(host=host, port=port, user=user, password=passwd, database=db, charset=charset) cursor = db_con.cursor() cursor.execute("""UPDATE ctop_ai_kuaishou_intelligence_strategy SET ai_strategy_request_content= %s WHERE ai_strategy_uuid = %s""", (str(self.res_data), self.ai_strategy_uuid)) db_con.commit() db_con.close() # 如果手动请求的数据结构中,"campaign" 中的 campaign_id 为空则调用该新增计划方法 def add_campaign(self): """ 新增广告计划 :return: """ # 1、校验请求信息中 有没有 与客户策略信息 中存在冲突的地方 -- 计划层级只判断 campaign_type if self.campaign_info['campaign_type'] != self.advertiser_strategy['campaign_type']: self.logger.info("客户策略的campaign_type: %d 和 AI策略的campaign_type:%d 不一致!" % (self.advertiser_strategy['campaign_type'], self.campaign_info['campaign_type'])) return -1 create_campaign_req_data = { 'account_id': self.account_id, 'campaign_name': self.campaign_info['campaign_name'], 'type': self.campaign_info['campaign_type'] } request = requests.post(url=create_campaign_url, headers=headers, data=json.JSONEncoder().encode(create_campaign_req_data)) res_data = simplejson.loads(request.text) # res_data = { # "code": 0, # "data": { # "account_id": 23212, # "campaign_id": 30956133, # "campaign_create_time": "2021-01-13 13:50:16" # }, # "message": "SUCCESS"} if res_data['code'] == 0: self.campaign_id = res_data['data']['campaign_id'] campaign_info_to_db = { 'campaign_uuid': str(uuid.uuid4()), 'account_id': self.account_id, 'ai_strategy_uuid': self.ai_strategy_uuid, 'campaign_name': self.campaign_info['campaign_name'], 'campaign_id': self.campaign_id, 'campaign_type': self.campaign_info['campaign_type'], 'operation_type': self.operation_type, 'campaign_create_time': res_data['data']['campaign_create_time'], 'create_time': datetime.datetime.now() } df = pd.DataFrame.from_dict(campaign_info_to_db, orient='index').T df.to_sql(name="ctop_ai_kuaishou_campaign_level_operation_record", con=engine, if_exists='append', index=False) else: self.logger.info("广告计划创建失败:%s" % res_data['message']) return -1 def get_group_dict(self): """ 拼接组和创意层级参数 写入数据库 返回 table_id :return: """ # 1、TODO 校验请求信息中 有没有 与客户策略信息 中存在冲突的地方 -- 暂时不实现 # 客户策略 和 请求信息 都有值 才会进行校验比对操作 -- 不得高于,不得不等于,不得超过集合 # 因此分为3类 字段 # is_equal_cols = ['template_id','bid_type'] # is_less_than_cols = [] # is_contain_cols = [] # # for col in is_equal_cols: # if (self.advertiser_strategy[col] is not None) and \ # (self.group_info.get(col, None) is not None) and \ # (self.group_info.get(col) != self.advertiser_strategy[col]): # return -1 # # for col in is_less_than_cols: # if (self.advertiser_strategy[col] is not None) and \ # (self.group_info.get(col, None) is not None) and \ # (self.group_info.get(col) > self.advertiser_strategy[col]): # return -1 # # for col in is_contain_cols: # if (self.advertiser_strategy[col] is not None) and \ # (self.group_info.get(col, None) is not None) and \ # (self.group_info.get(col) > self.advertiser_strategy[col]): # return -1 drop_cols = ['id', 'account_id', 'status', 'campaign_type', 'site_id', 'click_track_url', 'impression_url', 'ad_photo_played_t3s_url', 'actionbar_click_url', 'create_time', 'effective_time', 'expiry_time'] cols_to_list = ['app_store', 'scene_id', 'region', 'district_ids', 'ages_range', 'device_brand', 'device_price', 'business_interest', 'fans_star', 'interest_video', 'app_interest', 'app_ids', 'population', 'exclude_population', 'paid_audience', 'behavior_interest'] basic_group_info = self.advertiser_strategy.copy() for col in drop_cols: del basic_group_info[col] # 3、从请求的信息中更新计划层级信息 if len(self.group_info) > 0: for key, value in self.group_info.items(): basic_group_info.update({key: value}) self.res_data['group_list'] = [] group_cnt = 1 for video in self.video: single_group_info = {'group_uuid': str(uuid.uuid4())} single_group_info.update(basic_group_info) single_group_info['unit_name'] = self.group_info['unit_name'] + '-' + str(group_cnt) # 组信息写入数据表中 single_group_info_to_db = single_group_info.copy() single_group_info_to_db['ai_strategy_uuid'] = self.ai_strategy_uuid single_group_info_to_db['account_id'] = self.account_id single_group_info_to_db['campaign_id'] = self.campaign_id single_group_info_to_db['create_time'] = datetime.datetime.now() single_group_info_to_db['operation_type'] = self.operation_type df = pd.DataFrame.from_dict(single_group_info_to_db, orient='index').T engine = create_engine(db_con_str, connect_args={'charset': 'utf8'}) df.to_sql(name="ctop_ai_kuaishou_unit_level_operation_record", con=engine, if_exists='append', index=False) # 发送的请求,这几个字段需要转为 [] 数组 for col in cols_to_list: single_group_info[col] = eval(single_group_info[col]) if single_group_info[col] is not None else None single_group_info['creative_list'] = [] group_cnt += 1 creative_cnt = 1 for image in video['imageList']: single_creative_info = { 'creative_uuid': str(uuid.uuid4()), 'is_sticky': 0, 'creative_name': self.creative_info['creative_name'] + '_' + str(creative_cnt), 'photo_id': video['photo_id'], 'image_md5': image, # TODO 需要和蒙蒙确认字段名称 'image_tokens': self.creative_info.get('image_tokens'), 'action_bar_text': self.creative_info['action_bar_text'], 'description': self.creative_info['description'], 'short_slogan': self.creative_info.get('short_slogan'), 'sticker_title': self.creative_info.get('sticker_title'), 'overlay_type': self.creative_info.get('overlay_type'), 'expose_tag': self.creative_info.get('expose_tag'), 'new_expose_tag': self.creative_info.get('new_expose_tag'), 'site_id': self.creative_info.get('site_id'), 'click_track_url': self.advertiser_strategy.get('click_track_url'), 'impression_url': self.advertiser_strategy.get('impression_url'), 'ad_photo_played_t3s_url': self.advertiser_strategy.get('ad_photo_played_t3s_url'), 'actionbar_click_url': self.advertiser_strategy.get('actionbar_click_url'), 'creative_category': self.creative_info.get('creative_category'), 'creative_tag': self.creative_info.get('creative_tag')} single_group_info['creative_list'].append(single_creative_info) # 创意层级写入数据表中 single_creative_info_to_db = single_creative_info.copy() single_creative_info_to_db['ai_strategy_uuid'] = self.ai_strategy_uuid single_creative_info_to_db['account_id'] = self.account_id single_creative_info_to_db['campaign_id'] = self.campaign_id single_creative_info_to_db['create_time'] = datetime.datetime.now() single_creative_info_to_db['operation_type'] = self.operation_type cols_to_str = ['creative_tag'] for col in cols_to_str: single_creative_info_to_db[col] = str(single_creative_info_to_db[col]) \ if single_creative_info_to_db[col] is not None else None df = pd.DataFrame.from_dict(single_creative_info_to_db, orient='index').T engine = create_engine(db_con_str, connect_args={'charset': 'utf8'}) df.to_sql(name="ctop_ai_kuaishou_creative_level_operation_record", con=engine, if_exists='append', index=False) creative_cnt += 1 # 组和创意信息添加到最终返回数据 group_list 中 self.res_data['group_list'].append(single_group_info) self.res_data['account_id'] = self.account_id self.res_data['campaign_id'] = self.campaign_id # TODO 修改操作 class ParseModifyRequest(object): def __init__(self): pass # TODO 关停操作 class ParseShutDownRequest(object): def __init__(self): pass