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宋柯
meta_base_code
Commits
320555a5
Commit
320555a5
authored
Nov 18, 2020
by
litaolemo
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daily_search_word_count.py
task/daily_search_word_count.py
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task/daily_search_word_count.py
View file @
320555a5
...
@@ -6,6 +6,9 @@
...
@@ -6,6 +6,9 @@
# coding=utf-8
# coding=utf-8
import
hashlib
import
hashlib
import
time
from
pyspark
import
SparkConf
from
pyspark.sql
import
SparkSession
,
DataFrame
import
pymysql
import
pymysql
# from elasticsearch import Elasticsearch
# from elasticsearch import Elasticsearch
...
@@ -22,58 +25,203 @@ import datetime
...
@@ -22,58 +25,203 @@ import datetime
# 'port': 9200,
# 'port': 9200,
# }])
# }])
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"
)
sparkConf
.
setAppName
(
"test"
)
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"
)
.
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'"
)
# print(huidu_device_id_sql)
# huidu_device_id_df = spark.sql(huidu_device_id_sql)
# huidu_device_id_df.createOrReplaceTempView("dev_view")
task_list
=
[]
task_days
=
80
for
t
in
range
(
0
,
task_days
):
day_num
=
0
-
t
now
=
(
datetime
.
datetime
.
now
()
+
datetime
.
timedelta
(
days
=
day_num
))
last_30_day_str
=
(
now
+
datetime
.
timedelta
(
days
=-
30
))
.
strftime
(
"
%
Y
%
m
%
d"
)
today_str
=
now
.
strftime
(
"
%
Y
%
m
%
d"
)
yesterday_str
=
(
now
+
datetime
.
timedelta
(
days
=-
1
))
.
strftime
(
"
%
Y
%
m
%
d"
)
one_week_age_str
=
(
now
+
datetime
.
timedelta
(
days
=-
7
))
.
strftime
(
"
%
Y
%
m
%
d"
)
sql_search_ctr
=
r"""
SELECT query,
partition_date,
, all_search_uv as all_search_uv --全部搜索uv
, t3.all_search_pv as all_search_pv --全部搜索pv
FROM (
--搜索pvuv
SELECT query
, count(click.cl_id) as all_search_pv
, count(distinct click.cl_id) as all_search_uv
FROM (
SELECT cl_id,
partition_date,
action,
params['page_name'] as page_name,
params['input_type'] as input_type,
app_version,
params['query'] as query
FROM online.bl_hdfs_maidian_updates
WHERE partition_date >= '{start_date}'
AND partition_date < '{end_date}'
AND ((action = 'do_search' AND params['input_type'] <> 'everyone_watch') or
action = 'search_result_click_search')
UNION all
SELECT cl_id,
partition_date,
action,
params['page_name'] as page_name,
params['input_type'] as input_type,
app_version,
params['query'] as query
FROM online.bl_hdfs_maidian_updates
WHERE partition_date >= '{start_date}'
AND partition_date < '{end_date}'
AND action = 'do_search'
and params['input_type'] = 'everyone_watch'
and params['tab'] = '精选'
and page_name = 'home'
AND params['query'] not in ('AI测颜值', 'AI测肤质') --这两个词不跳转搜索结果页
union all
SELECT cl_id,
partition_date,
action,
'search_home' as page_name,
'' as input_type,
app_version,
params['query'] as query
FROM online.bl_hdfs_maidian_updates
WHERE partition_date >= '{start_date}'
AND partition_date < '{end_date}'
AND action = 'on_click_card'
AND params['page_name'] = 'search_home'
union all
SELECT cl_id,
partition_date,
action,
'home' as page_name,
'首页-猜你喜欢' as input_type,
app_version,
params['card_name'] as query
FROM online.bl_hdfs_maidian_updates
WHERE partition_date >= '{start_date}'
AND partition_date < '{end_date}'
AND action = 'on_click_card'
AND params['in_page_pos'] = '猜你喜欢'
--AND params['tab_name']='精选'
AND params['card_type'] = 'search_word'
AND params['card_name'] not in ('AI测颜值', 'AI测肤质') --这两个词不跳转搜索结果页
--AND page_name='home' android的page_name为空
union all
SELECT cl_id,
partition_date,
action,
params['page_name'] as page_name,
'美购首页-大家都在搜' as input_type,
app_version,
params['card_name'] as query
FROM online.bl_hdfs_maidian_updates
WHERE partition_date >= '{start_date}'
AND partition_date < '{end_date}'
AND action = 'on_click_card'
AND params['page_name'] = 'welfare_home'
AND params['card_type'] = 'search_word'
AND params['in_page_pos'] = '大家都在搜'
union all
SELECT cl_id,
partition_date,
action,
params['page_name'] as page_name,
'高亮词' as input_type,
app_version,
params['card_name'] as query
FROM online.bl_hdfs_maidian_updates
WHERE partition_date >= '{start_date}'
AND partition_date < '{end_date}'
AND action = 'on_click_card'
AND params['card_type'] = 'highlight_word'
) click
GROUP BY query,partition_date
) t3 order by all_search_uv desc
"""
.
format
(
start_date
=
today_str
,
end_date
=
yesterday_str
)
print
(
sql_search_ctr
)
search_ctr_df
=
spark
.
sql
(
sql_search_ctr
)
# spam_pv_df.createOrReplaceTempView("dev_view")
search_ctr_df
.
show
(
1
)
sql_res
=
search_ctr_df
.
collect
()
# date_str = yesterday_date.strftime("%Y%m%d")
tag_names_list_week
=
[]
for
name
in
sql_res
:
word
=
name
.
get
(
"query"
)
nums
=
name
.
get
(
"all_search_pv"
)
uv
=
name
.
get
(
"all_search_uv"
)
partition_date
=
str
(
now
+
datetime
.
timedelta
(
days
=-
1
))
tag_names_list_week
.
append
((
word
,
nums
,
uv
,
partition_date
))
db
=
pymysql
.
connect
(
host
=
'172.16.40.158'
,
port
=
4000
,
user
=
'st_user'
,
passwd
=
'aqpuBLYzEV7tML5RPsN1pntUzFy'
,
db
=
'jerry_prod'
)
cursor
=
db
.
cursor
()
insert_sql
=
"replace into daily_search_word_count(word, nums, uv,pid,partition_day) VALUES(
%
s,
%
s,
%
s,
%
s,
%
s)"
insert_list
=
[]
for
count
,
item
in
enumerate
(
tag_names_list_week
):
word
,
nums
,
uv
,
date_str
=
item
partition_date
=
date_str
pid
=
hashlib
.
md5
((
partition_date
+
word
)
.
encode
(
"utf8"
))
.
hexdigest
()
insert_sql_tuple
=
(
word
,
nums
,
uv
,
pid
,
date_str
)
insert_list
.
append
(
insert_sql_tuple
)
# print(insert_sql)
if
count
%
100
==
0
:
# cursor.execute("set names 'UTF8'")
res
=
cursor
.
executemany
(
insert_sql
,
insert_list
)
db
.
commit
()
# print(res)
insert_list
=
[]
print
(
count
)
res
=
cursor
.
executemany
(
insert_sql
,
insert_list
)
db
.
commit
()
db
.
close
()
print
(
res
)
if
__name__
==
"__main__"
:
if
__name__
==
"__main__"
:
tag_names_list
=
[]
tag_names_list
=
[]
tag_names_list_week
=
[]
tag_names_list_week
=
[]
all_data_day
=
[]
all_data_day
=
[]
all_data_week
=
[]
all_data_week
=
[]
db_zhengxing_eagle
=
pymysql
.
connect
(
host
=
"172.16.30.136"
,
port
=
3306
,
user
=
"doris"
,
password
=
"o5gbA27hXHHm"
,
db
=
"doris_prod"
,
charset
=
'utf8'
,
cursorclass
=
pymysql
.
cursors
.
DictCursor
)
zhengxing_cursor
=
db_zhengxing_eagle
.
cursor
()
for
count_date
in
range
(
0
,
3
):
tag_names_list_week
=
[]
date
=
datetime
.
datetime
.
now
()
.
date
()
-
datetime
.
timedelta
(
days
=
count_date
)
print
(
str
(
date
))
yesterday_date
=
datetime
.
datetime
.
now
()
.
date
()
-
datetime
.
timedelta
(
days
=
count_date
+
1
)
# date_str = yesterday_date.strftime("%Y%m%d")
sql
=
"""select keywords,sum(sorted) as nums,sum(uv) as uvs from api_search_word where is_delete = 0 and
create_time = "{yesterday_date}" group by keywords order by nums desc"""
.
\
format
(
yesterday_date
=
str
(
yesterday_date
))
print
(
sql
)
zhengxing_cursor
.
execute
(
"set names 'UTF8'"
)
zhengxing_cursor
.
execute
(
sql
)
data
=
zhengxing_cursor
.
fetchall
()
for
name
in
list
(
data
):
word
=
name
.
get
(
"keywords"
,
None
)
nums
=
name
.
get
(
"nums"
,
0
)
uv
=
name
.
get
(
"uvs"
,
0
)
tag_names_list_week
.
append
((
word
,
nums
,
uv
,
str
(
yesterday_date
)))
db
=
pymysql
.
connect
(
host
=
'172.16.40.158'
,
port
=
4000
,
user
=
'st_user'
,
passwd
=
'aqpuBLYzEV7tML5RPsN1pntUzFy'
,
db
=
'jerry_prod'
)
cursor
=
db
.
cursor
()
insert_sql
=
"replace into daily_search_word_count(word, nums, uv,pid,partition_day) VALUES(
%
s,
%
s,
%
s,
%
s,
%
s)"
insert_list
=
[]
for
count
,
item
in
enumerate
(
tag_names_list_week
):
word
,
nums
,
uv
,
date_str
=
item
partition_date
=
date_str
pid
=
hashlib
.
md5
((
partition_date
+
word
)
.
encode
(
"utf8"
))
.
hexdigest
()
insert_sql_tuple
=
(
word
,
nums
,
uv
,
pid
,
date_str
)
insert_list
.
append
(
insert_sql_tuple
)
# print(insert_sql)
if
count
%
100
==
0
:
# cursor.execute("set names 'UTF8'")
res
=
cursor
.
executemany
(
insert_sql
,
insert_list
)
db
.
commit
()
# print(res)
insert_list
=
[]
print
(
count
)
res
=
cursor
.
executemany
(
insert_sql
,
insert_list
)
db
.
commit
()
print
(
res
)
\ No newline at end of file
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