update

task/conent_detail_page_grayscale_ctr.py

+# -*- coding:UTF-8 -*-
+# @Time  : 2020/8/20 9:42
+# @File  : recommend_strategy_d.py
+# @email : litao@igengmei.com
+# @author : litao
+
 # -*- coding:UTF-8 -*-
 # @Time  : 2020/8/19 11:53
 # @File  : from_sparksql_to_mysql.py
@@ -72,9 +78,20 @@ spark.sql("CREATE TEMPORARY FUNCTION json_map AS 'brickhouse.udf.json.JsonMapUDF
 spark.sql("CREATE TEMPORARY FUNCTION is_json AS 'com.gmei.hive.common.udf.UDFJsonFormatCheck'")
 spark.sql("CREATE TEMPORARY FUNCTION arrayMerge AS 'com.gmei.hive.common.udf.UDFArryMerge'")
 
-select_sql = """SELECT *,NVL(ROUND(wel_click_pv/wel_exp_pv,5)),0) as meigou_ctr,
-    NVL(ROUND(content_click_pv/content_exp_pv,5),0) as neirong_ctr FROM pm.tl_pm_contentpage_ctr"""
-device_df = spark.sql(select_sql)
+ungrey_select_sql = """SELECT *,NVL(ROUND(wel_click_pv/wel_exp_pv,6),0) as meigou_ctr,
+    NVL(ROUND(content_click_pv/content_exp_pv,6),0) as neirong_ctr FROM pm.tl_pm_contentpage_ctr where grey_type = '非灰'"""
+ungrey_df = spark.sql(ungrey_select_sql)
+ungrey_df.createOrReplaceTempView("ungrey")
+
+grey_select_sql = """SELECT *,NVL(ROUND(wel_click_pv/wel_exp_pv,6),0) as grey_meigou_ctr,
+    NVL(ROUND(content_click_pv/content_exp_pv,6),0) as grey_neirong_ctr FROM pm.tl_pm_contentpage_ctr where grey_type = '灰度'"""
+grey_df = spark.sql(grey_select_sql)
+grey_df.createOrReplaceTempView("grey")
+
+sql = """SELECT *,ungrey.meigou_ctr,ungrey.neirong_ctr from grey left join ungrey on grey.day_id = ungrey.day_id AND 
+grey.device_os_type = ungrey.device_os_type AND grey.active_type = ungrey.active_type AND grey.page_name = ungrey.page_name"""
+device_df = spark.sql(sql)
+
 device_df.show(1, False)
 sql_res = device_df.collect()
 print("-----------------------------------------------------------------------------")
@@ -89,6 +106,10 @@ for res in sql_res:
     content_uv = res.content_uv
     wel_exp_pv = res.wel_exp_pv
     content_exp_pv = res.content_exp_pv
+    meigou_ctr=res.meigou_ctr
+    grey_meigou_ctr=res.grey_meigou_ctr
+    neirong_ctr=res.neirong_ctr
+    grey_neirong_ctr=res.grey_neirong_ctr
 
     wel_click_pv = res.wel_click_pv
     content_click_pv = res.content_click_pv
@@ -98,13 +119,13 @@ for res in sql_res:
     pid = hashlib.md5((day_id + device_os_type + active_type + grey_type + page_name).encode("utf8")).hexdigest()
     instert_sql = """replace into conent_detail_page_grayscale_ctr(
     day_id,device_os_type,active_type,grey_type,page_name,content_pv,content_uv,wel_exp_pv,
-    content_exp_pv,wel_click_pv,content_click_pv,slide_wel_click_pv,self_wel_click_pv,partition_day,pid
-    ) VALUES('{day_id}','{device_os_type}','{active_type}','{grey_type}','{page_name}',{content_pv},{content_uv},
-    {wel_exp_pv},{content_exp_pv},{wel_click_pv},{content_click_pv},{slide_wel_click_pv},{self_wel_click_pv},'{partition_day}','{pid}');""".format(
+    content_exp_pv,wel_click_pv,content_click_pv,slide_wel_click_pv,self_wel_click_pv,partition_day,pid,meigou_ctr,neirong_ctr
+    grey_meigou_ctr,grey_neirong_ctr) VALUES('{day_id}','{device_os_type}','{active_type}','{grey_type}','{page_name}',{content_pv},{content_uv},
+    {wel_exp_pv},{content_exp_pv},{wel_click_pv},{content_click_pv},{slide_wel_click_pv},{self_wel_click_pv},'{partition_day}','{pid}',{meigou_ctr},{neirong_ctr},{grey_meigou_ctr},{grey_neirong_ctr});""".format(
         day_id=day_id,device_os_type=device_os_type,active_type=active_type,grey_type=grey_type,page_name=page_name,
         content_pv=content_pv,content_uv=content_uv,wel_exp_pv=wel_exp_pv,content_exp_pv=content_exp_pv,wel_click_pv=wel_click_pv,
-        content_click_pv=content_click_pv,slide_wel_click_pv=slide_wel_click_pv,self_wel_click_pv=self_wel_click_pv,
-        partition_day=partition_day, pid=pid
+        content_click_pv=content_click_pv,slide_wel_click_pv=slide_wel_click_pv,self_wel_click_pv=self_wel_click_pv,meigou_ctr=meigou_ctr,neirong_ctr=neirong_ctr,
+        partition_day=partition_day, pid=pid,grey_neirong_ctr=grey_neirong_ctr,grey_meigou_ctr=grey_meigou_ctr
     )
     print(instert_sql)
     # cursor.execute("set names 'UTF8'")

task/recommend_strategy_d.py

+# -*- coding:UTF-8 -*-
+# @Time  : 2020/8/20 9:42
+# @File  : recommend_strategy_d.py
+# @email : litao@igengmei.com
+# @author : litao
+
+# -*- coding:UTF-8 -*-
+# @Time  : 2020/8/19 11:53
+# @File  : from_sparksql_to_mysql.py
+# @email : litao@igengmei.com
+# @author : litao
+import hashlib
+import json
+
+import pymysql
+import xlwt, datetime
+import redis
+# from pyhive import hive
+from maintenance.func_send_email_with_file import send_file_email
+from typing import Dict, List
+from elasticsearch_7 import Elasticsearch
+from elasticsearch_7.helpers import scan
+import sys
+import time
+from pyspark import SparkConf
+from pyspark.sql import SparkSession, DataFrame
+from pyspark.sql.functions import lit
+import pytispark.pytispark as pti
+
+db = pymysql.connect(host='172.16.40.158', port=4000, user='st_user', passwd='aqpuBLYzEV7tML5RPsN1pntUzFy',
+                         db='jerry_prod')
+cursor = db.cursor()
+
+def con_sql(sql):
+    # 从数据库的表里获取数据
+
+    db = pymysql.connect(host='172.16.40.158', port=4000, user='st_user', passwd='aqpuBLYzEV7tML5RPsN1pntUzFy',
+                         db='jerry_prod')
+    cursor = db.cursor()
+    cursor.execute(sql)
+    result = cursor.fetchall()
+    db.close()
+    return result
+
+
+startTime = time.time()
+sparkConf = SparkConf()
+sparkConf.set("spark.sql.crossJoin.enabled", True)
+sparkConf.set("spark.debug.maxToStringFields", "100")
+sparkConf.set("spark.tispark.plan.allow_index_double_read", False)
+sparkConf.set("spark.tispark.plan.allow_index_read", True)
+sparkConf.set("spark.hive.mapred.supports.subdirectories", True)
+sparkConf.set("spark.hadoop.mapreduce.input.fileinputformat.input.dir.recursive", True)
+sparkConf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
+sparkConf.set("mapreduce.output.fileoutputformat.compress", False)
+sparkConf.set("mapreduce.map.output.compress", False)
+sparkConf.set("prod.gold.jdbcuri",
+              "jdbc:mysql://172.16.30.136/doris_prod?user=doris&password=o5gbA27hXHHm&rewriteBatchedStatements=true")
+sparkConf.set("prod.mimas.jdbcuri",
+              "jdbc:mysql://172.16.30.138/mimas_prod?user=mimas&password=GJL3UJe1Ck9ggL6aKnZCq4cRvM&rewriteBatchedStatements=true")
+sparkConf.set("prod.gaia.jdbcuri",
+              "jdbc:mysql://172.16.30.143/zhengxing?user=work&password=BJQaT9VzDcuPBqkd&rewriteBatchedStatements=true")
+sparkConf.set("prod.tidb.jdbcuri",
+              "jdbc:mysql://172.16.40.158:4000/eagle?user=st_user&password=aqpuBLYzEV7tML5RPsN1pntUzFy&rewriteBatchedStatements=true")
+sparkConf.set("prod.jerry.jdbcuri",
+              "jdbc:mysql://172.16.40.158:4000/jerry_prod?user=st_user&password=aqpuBLYzEV7tML5RPsN1pntUzFy&rewriteBatchedStatements=true")
+sparkConf.set("prod.tispark.pd.addresses", "172.16.40.158:2379")
+sparkConf.set("prod.tispark.pd.addresses", "172.16.40.170:4000")
+sparkConf.set("prod.tidb.database", "jerry_prod")
+
+spark = (SparkSession.builder.config(conf=sparkConf).config("spark.sql.extensions", "org.apache.spark.sql.TiExtensions")
+         .config("spark.tispark.pd.addresses", "172.16.40.170:2379").appName(
+    "LR PYSPARK TEST").enableHiveSupport().getOrCreate())
+
+spark.sql("ADD JAR hdfs:///user/hive/share/lib/udf/brickhouse-0.7.1-SNAPSHOT.jar")
+spark.sql("ADD JAR hdfs:///user/hive/share/lib/udf/hive-udf-1.0-SNAPSHOT.jar")
+spark.sql("CREATE TEMPORARY FUNCTION json_map AS 'brickhouse.udf.json.JsonMapUDF'")
+spark.sql("CREATE TEMPORARY FUNCTION is_json AS 'com.gmei.hive.common.udf.UDFJsonFormatCheck'")
+spark.sql("CREATE TEMPORARY FUNCTION arrayMerge AS 'com.gmei.hive.common.udf.UDFArryMerge'")
+
+ungrey_select_sql = """SELECT *,NVL(ROUND(wel_click_pv/wel_exp_pv,6),0) as meigou_ctr,
+    NVL(ROUND(content_click_pv/content_exp_pv,6),0) as neirong_ctr FROM pm.tl_pm_contentpage_ctr where grey_type = '非灰'"""
+ungrey_df = spark.sql(ungrey_select_sql)
+ungrey_df.createOrReplaceTempView("ungrey")
+
+grey_select_sql = """SELECT *,NVL(ROUND(wel_click_pv/wel_exp_pv,6),0) as grey_meigou_ctr,
+    NVL(ROUND(content_click_pv/content_exp_pv,6),0) as grey_neirong_ctr FROM pm.tl_pm_contentpage_ctr where grey_type = '灰度'"""
+grey_df = spark.sql(grey_select_sql)
+grey_df.createOrReplaceTempView("grey")
+
+sql = """SELECT *,ungrey.meigou_ctr,ungrey.neirong_ctr from grey"""
+device_df.show(1, False)
+sql_res = device_df.collect()
+print("-----------------------------------------------------------------------------")
+for res in sql_res:
+    # print(res)
+    day_id = res.day_id
+    device_os_type = res.device_os_type
+    active_type = res.active_type
+    grey_type = res.grey_type
+    page_name = res.page_name
+    content_pv = res.content_pv
+    content_uv = res.content_uv
+    wel_exp_pv = res.wel_exp_pv
+    content_exp_pv = res.content_exp_pv
+    meigou_ctr=res.meigou_ctr
+    neirong_ctr=res.neirong_ctr
+
+    wel_click_pv = res.wel_click_pv
+    content_click_pv = res.content_click_pv
+    slide_wel_click_pv = res.slide_wel_click_pv
+    self_wel_click_pv = res.self_wel_click_pv
+    partition_day = res.PARTITION_DAY
+    pid = hashlib.md5((day_id + device_os_type + active_type + grey_type + page_name).encode("utf8")).hexdigest()
+    instert_sql = """replace into conent_detail_page_grayscale_ctr(
+    day_id,device_os_type,active_type,grey_type,page_name,content_pv,content_uv,wel_exp_pv,
+    content_exp_pv,wel_click_pv,content_click_pv,slide_wel_click_pv,self_wel_click_pv,partition_day,pid,meigou_ctr,neirong_ctr
+    ) VALUES('{day_id}','{device_os_type}','{active_type}','{grey_type}','{page_name}',{content_pv},{content_uv},
+    {wel_exp_pv},{content_exp_pv},{wel_click_pv},{content_click_pv},{slide_wel_click_pv},{self_wel_click_pv},'{partition_day}','{pid}',{meigou_ctr},{neirong_ctr});""".format(
+        day_id=day_id,device_os_type=device_os_type,active_type=active_type,grey_type=grey_type,page_name=page_name,
+        content_pv=content_pv,content_uv=content_uv,wel_exp_pv=wel_exp_pv,content_exp_pv=content_exp_pv,wel_click_pv=wel_click_pv,
+        content_click_pv=content_click_pv,slide_wel_click_pv=slide_wel_click_pv,self_wel_click_pv=self_wel_click_pv,meigou_ctr=meigou_ctr,neirong_ctr=neirong_ctr,
+        partition_day=partition_day, pid=pid
+    )
+    print(instert_sql)
+    # cursor.execute("set names 'UTF8'")
+    res = cursor.execute(instert_sql)
+    db.commit()
+    print(res)
+# cursor.executemany()
+db.close()
\ No newline at end of file