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- """
- @author: luojunhui
- 品类文章发布到aigc系统的冷启层
- """
- import datetime
- import json
- from pandas import DataFrame
- from applications import aiditApi, log, bot, DeNetMysql
- from config import apolloConfig
- apollo = apolloConfig()
- class CategoryColdStartTask(object):
- """
- 品类冷启动发布任务
- """
- PUBLISHED_STATUS = 2
- INIT_STATUS = 1
- BAD_STATUS = 0
- def __init__(self, db_client):
- """
- :param db_client:
- """
- self.db_client = db_client
- self.category_map = json.loads(apollo.getConfigValue("category_cold_start_map"))
- self.category_cold_start_threshold = json.loads(apollo.getConfigValue("category_cold_start_threshold"))
- self.READ_THRESHOLD = self.category_cold_start_threshold.get("READ_THRESHOLD", 5000)
- self.READ_TIMES_THRESHOLD = self.category_cold_start_threshold.get("READ_TIMES_THRESHOLD", 1.3)
- self.LIMIT_TITLE_LENGTH = self.category_cold_start_threshold.get("LIMIT_TITLE_LENGTH", 15)
- log(
- task="category_publish_task",
- function="__init__",
- message="数据库初始化连接完成,apollo配置获取完成",
- status="success",
- data={
- "category": self.category_map,
- "threshold": self.category_cold_start_threshold
- }
- )
- def get_articles_from_meta_table(self, category):
- """
- 从长文 meta 库中获取冷启文章
- :return:
- """
- sql = f"""
- SELECT
- article_id, out_account_id, article_index, title, link, read_cnt
- FROM
- crawler_meta_article
- WHERE
- category = "{category}" and status = '{self.INIT_STATUS}';
- """
- article_list = self.db_client.select(sql)
- log(
- task="category_publish_task",
- function="get_articles_from_meta_table",
- message="获取品类文章总数",
- status="success",
- data={
- "total_articles": len(article_list),
- "category": category
- }
- )
- article_df = DataFrame(article_list, columns=['article_id', 'gh_id', 'position', 'title', 'link', 'read_cnt'])
- return article_df
- def change_article_status(self, category):
- """
- 已经发布到生成计划中的 id,
- :return:
- """
- plan_id = self.category_map.get(category)
- if plan_id:
- sql = f"""
- SELECT
- account.wx_gh,
- content.title,
- content.content_link,
- content.view_count,
- content.like_count,
- from_unixtime(cprr.create_timestamp / 1000) AS 抓取时间,
- from_unixtime(content.publish_timestamp / 1000) AS 发布时间
- FROM crawler_plan_result_rel cprr
- JOIN crawler_plan plan ON cprr.plan_id = plan.id
- JOIN crawler_content content ON cprr.channel_source_id = content.channel_content_id
- JOIN crawler_account account ON content.channel_account_id = account.channel_account_id
- WHERE plan_id IN (
- SELECT
- input_source_value
- FROM
- produce_plan_input_source
- WHERE plan_id = '{plan_id}'
- );
- """
- article_list = self.db_client.select(sql)
- title_list = [i[1] for i in article_list]
- if title_list:
- # update
- update_sql = f"""
- UPDATE
- crawler_meta_article
- SET
- status = %s
- WHERE
- title in %s and status = %s;
- """
- self.db_client.update(
- sql=update_sql,
- params=(self.PUBLISHED_STATUS, tuple(title_list), self.INIT_STATUS)
- )
- else:
- return
- def change_article_status_while_publishing(self, article_id_list):
- """
- :param: article_id_list: 文章的唯一 id
- :return:
- """
- update_sql = f"""
- UPDATE
- crawler_meta_article
- SET
- status = %s
- WHERE
- article_id in %s and status = %s;
- """
- affect_rows = self.db_client.update(
- sql=update_sql,
- params=(self.PUBLISHED_STATUS, tuple(article_id_list), self.INIT_STATUS)
- )
- if affect_rows != len(article_id_list):
- bot(
- title="品类冷启任务中,出现更新状文章状态失败异常",
- detail={
- "affected_rows": affect_rows,
- "task_rows": len(article_id_list)
- }
- )
- def publish_filter_articles(self, category, articles_df):
- """
- 过滤文章
- :param category:
- :param articles_df:
- :return:
- """
- articles_df['average_read'] = articles_df.groupby(['gh_id', 'position'])['read_cnt'].transform('mean')
- articles_df['read_times'] = articles_df['read_cnt'] / articles_df['average_read']
- filter_df = articles_df[
- (articles_df['read_times'] >= self.READ_TIMES_THRESHOLD)
- & (articles_df['read_cnt'] >= self.READ_THRESHOLD)
- & (articles_df['title'].str.len() > self.LIMIT_TITLE_LENGTH)
- & (~articles_df['title'].str.contains('农历'))
- & (~articles_df['title'].str.contains('太极'))
- & (~articles_df['title'].str.contains('节'))
- & (~articles_df['title'].str.contains('早上好'))
- & (~articles_df['title'].str.contains('赖清德'))
- & (~articles_df['title'].str.contains('普京'))
- & (~articles_df['title'].str.contains('俄'))
- & (~articles_df['title'].str.contains('南海'))
- & (~articles_df['title'].str.contains('台海'))
- & (~articles_df['title'].str.contains('解放军'))
- & (~articles_df['title'].str.contains('蔡英文'))
- & (~articles_df['title'].str.contains('中国'))
- ]
- url_list = filter_df['link'].values.tolist()
- log(
- task="category_publish_task",
- function="publish_filter_articles",
- message="过滤后文章总数",
- status="success",
- data={
- "total_articles": len(url_list),
- "category": category
- }
- )
- if url_list:
- crawler_plan_response = aiditApi.auto_create_crawler_task(
- plan_id=None,
- plan_name="自动绑定-{}--{}--{}".format(category, datetime.date.today().__str__(), len(url_list)),
- plan_tag="品类冷启动",
- url_list=url_list
- )
- log(
- task="category_publish_task",
- function="publish_filter_articles",
- message="成功创建抓取计划",
- status="success",
- data=crawler_plan_response
- )
- # auto bind to generate plan
- new_crawler_task_list = [
- {
- "contentType": 1,
- "inputSourceType": 2,
- "inputSourceSubType": None,
- "fieldName": None,
- "inputSourceValue": crawler_plan_response['data']['id'],
- "inputSourceLabel": crawler_plan_response['data']['name'],
- "inputSourceModal": 3,
- "inputSourceChannel": 5
- }
- ]
- generate_plan_response = aiditApi.bind_crawler_task_to_generate_task(
- crawler_task_list=new_crawler_task_list,
- generate_task_id=self.category_map[category]
- )
- log(
- task="category_publish_task",
- function="publish_filter_articles",
- message="成功绑定到生成计划",
- status="success",
- data=generate_plan_response
- )
- article_id_list = filter_df['article_id'].values.tolist()
- self.change_article_status_while_publishing(article_id_list=article_id_list)
- def do_job(self):
- """
- 执行任务
- :return:
- """
- category_list = self.category_map.keys()
- log(
- task="category_publish_task",
- function="do_job",
- message="开始自动创建品类文章抓取计划",
- status="success",
- data={
- "category_list": list(category_list)
- }
- )
- for category in category_list:
- try:
- category_df = self.get_articles_from_meta_table(category=category)
- self.publish_filter_articles(
- category=category,
- articles_df=category_df
- )
- except Exception as e:
- bot(
- title="品类冷启任务报错",
- detail={
- "category": category,
- "error": str(e),
- "function": "do_job"
- }
- )
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