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ML
ffm-baseline
Commits
c6699a78
Commit
c6699a78
authored
Feb 13, 2019
by
王志伟
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统计精选列表页CTR
parent
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testt.scala
eda/feededa/src/main/scala/com/gmei/testt.scala
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eda/feededa/src/main/scala/com/gmei/testt.scala
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c6699a78
...
...
@@ -704,6 +704,304 @@ object diary_clk_card {
object
jingxuan_liebiao_CTR_Precise
{
Logger
.
getLogger
(
"org.apache.spark"
).
setLevel
(
Level
.
WARN
)
Logger
.
getLogger
(
"org.apache.eclipse.jetty.server"
).
setLevel
(
Level
.
OFF
)
case
class
Params
(
env
:
String
=
"dev"
,
date
:
String
=
"2018-08-01"
)
extends
AbstractParams
[
Params
]
with
Serializable
val
defaultParams
=
Params
()
val
parser
=
new
OptionParser
[
Params
](
"Feed_EDA"
)
{
head
(
"WeafareStat"
)
opt
[
String
](
"env"
)
.
text
(
s
"the databases environment you used"
)
.
action
((
x
,
c
)
=>
c
.
copy
(
env
=
x
))
opt
[
String
]
(
"date"
)
.
text
(
s
"the date you used"
)
.
action
((
x
,
c
)
=>
c
.
copy
(
date
=
x
))
note
(
"""
|For example, the following command runs this app on a tidb dataset:
|
| spark-submit --class com.gmei.WeafareStat ./target/scala-2.11/feededa-assembly-0.1.jar \
"""
.
stripMargin
+
s
"| --env ${defaultParams.env}"
)
}
def
main
(
args
:
Array
[
String
])
:
Unit
=
{
parser
.
parse
(
args
,
defaultParams
).
map
{
param
=>
GmeiConfig
.
setup
(
param
.
env
)
val
spark_env
=
GmeiConfig
.
getSparkSession
()
val
sc
=
spark_env
.
_2
val
ti
=
new
TiContext
(
sc
)
ti
.
tidbMapTable
(
dbName
=
"jerry_prod"
,
tableName
=
"data_feed_exposure_precise"
)
ti
.
tidbMapTable
(
dbName
=
"jerry_prod"
,
tableName
=
"data_feed_click"
)
ti
.
tidbMapTable
(
dbName
=
"jerry_prod"
,
tableName
=
"blacklist"
)
ti
.
tidbMapTable
(
dbName
=
"jerry_prod"
,
tableName
=
"data_feed_exposure"
)
ti
.
tidbMapTable
(
dbName
=
"jerry_prod"
,
tableName
=
"merge_queue_table"
)
val
stat_date
=
GmeiConfig
.
getMinusNDate
(
1
)
// val stat_date = param.date
//println(param.date)
val
partition_date
=
stat_date
.
replace
(
"-"
,
""
)
val
blacklist
=
sc
.
sql
(
s
"""
|select device_id from blacklist
"""
.
stripMargin
)
blacklist
.
createOrReplaceTempView
(
"blacklist"
)
val
agency_id
=
sc
.
sql
(
s
"""
|SELECT DISTINCT(cl_id) as device_id
|FROM online.ml_hospital_spam_pv_day
|WHERE partition_date >= '20180402'
|AND partition_date <= '${partition_date}'
|AND pv_ratio >= 0.95
|UNION ALL
|SELECT DISTINCT(cl_id) as device_id
|FROM online.ml_hospital_spam_pv_month
|WHERE partition_date >= '20171101'
|AND partition_date <= '${partition_date}'
|AND pv_ratio >= 0.95
"""
.
stripMargin
)
agency_id
.
createOrReplaceTempView
(
"agency_id"
)
val
blacklist_all
=
sc
.
sql
(
s
"""
|SELECT device_id
|FROM blacklist
|UNION ALL
|SELECT device_id
|FROM agency_id
"""
.
stripMargin
)
blacklist_all
.
createOrReplaceTempView
(
"blacklist_all"
)
val
device_id_oldUser
=
sc
.
sql
(
s
"""
|select distinct(om.device_id) as device_id
|from online.ml_device_day_active_status om left join blacklist_all
|on om.device_id = blacklist_all.device_id
|where om.active_type = '4'
|and om.first_channel_source_type not in ('yqxiu1','yqxiu2','yqxiu3','yqxiu4','yqxiu5','mxyc1','mxyc2','mxyc3'
| ,'wanpu','jinshan','jx','maimai','zhuoyi','huatian','suopingjingling','mocha','mizhe','meika','lamabang'
| ,'js-az1','js-az2','js-az3','js-az4','js-az5','jfq-az1','jfq-az2','jfq-az3','jfq-az4','jfq-az5','toufang1'
| ,'toufang2','toufang3','toufang4','toufang5','toufang6','TF-toufang1','TF-toufang2','TF-toufang3','TF-toufang4'
| ,'TF-toufang5','tf-toufang1','tf-toufang2','tf-toufang3','tf-toufang4','tf-toufang5','benzhan','promotion_aso100'
| ,'promotion_qianka','promotion_xiaoyu','promotion_dianru','promotion_malioaso','promotion_malioaso-shequ'
| ,'promotion_shike','promotion_julang_jl03','','unknown')
|and om.partition_date ='${partition_date}'
|and blacklist_all.device_id is null
"""
.
stripMargin
)
device_id_oldUser
.
createOrReplaceTempView
(
"device_id_old"
)
val
clk_count_oldUser_Contrast_a
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_oldUser_Contrast_a
|from online.tl_hdfs_maidian_view ot inner join device_id_old
|on ot.cl_id = device_id_old.device_id
|where ot.action='on_click_diary_card'
|and ot.params['tab_name'] = '精选'
|and ot.params['page_name'] = 'home'
|and ot.cl_id regexp'1$$'
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
clk_count_oldUser_Contrast_b
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_oldUser_Contrast_b
|from online.tl_hdfs_maidian_view ot inner join device_id_old
|on ot.cl_id = device_id_old.device_id
|where ot.action='full_stack_click_video_card_full_screen_play'
|and ot.params['tab_name'] = '精选'
|and ot.params["card_type"]="diary"
|and ot.cl_id regexp'1$$'
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
imp_count_oldUser_Contrast
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(cid_id) as imp_count_oldUser_Contrast
|from data_feed_exposure_precise je inner join device_id_old
|on je.device_id = device_id_old.device_id
|where je.cid_type = 'diary'
|and je.device_id regexp'1$$'
|and je.device_id not in (select device_id from blacklist)
|and je.stat_date ='${stat_date}'
"""
.
stripMargin
)
val
clk_count_oldUser_all_a
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_oldUser_all_a
|from online.tl_hdfs_maidian_view ot inner join device_id_old
|on ot.cl_id = device_id_old.device_id
|where ot.action='on_click_diary_card'
|and ot.params['tab_name'] = '精选'
|and ot.params['page_name'] = 'home'
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
clk_count_oldUser_all_b
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_oldUser_all_b
|from online.tl_hdfs_maidian_view ot inner join device_id_old
|on ot.cl_id = device_id_old.device_id
|where ot.action='full_stack_click_video_card_full_screen_play'
|and ot.params['tab_name'] = '精选'
|and ot.params["card_type"]="diary"
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
imp_count_oldUser_all
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(cid_id) as imp_count_oldUser_all
|from data_feed_exposure_precise je inner join device_id_old
|on je.device_id = device_id_old.device_id
|where je.cid_type = 'diary'
|and je.device_id not in (select device_id from blacklist)
|and je.stat_date ='${stat_date}'
"""
.
stripMargin
)
//统计新用户点击率
val
device_id_newUser
=
sc
.
sql
(
s
"""
|select distinct(device_id) as device_id
|from online.ml_device_day_active_status
|where active_type != '4'
|and first_channel_source_type not in ('yqxiu1','yqxiu2','yqxiu3','yqxiu4','yqxiu5','mxyc1','mxyc2','mxyc3'
| ,'wanpu','jinshan','jx','maimai','zhuoyi','huatian','suopingjingling','mocha','mizhe','meika','lamabang'
| ,'js-az1','js-az2','js-az3','js-az4','js-az5','jfq-az1','jfq-az2','jfq-az3','jfq-az4','jfq-az5','toufang1'
| ,'toufang2','toufang3','toufang4','toufang5','toufang6','TF-toufang1','TF-toufang2','TF-toufang3','TF-toufang4'
| ,'TF-toufang5','tf-toufang1','tf-toufang2','tf-toufang3','tf-toufang4','tf-toufang5','benzhan','promotion_aso100'
| ,'promotion_qianka','promotion_xiaoyu','promotion_dianru','promotion_malioaso','promotion_malioaso-shequ'
| ,'promotion_shike','promotion_julang_jl03','','unknown')
|and partition_date ='${partition_date}'
"""
.
stripMargin
)
device_id_newUser
.
createOrReplaceTempView
(
"device_id_new"
)
val
clk_count_newUser_Contrast_a
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_newUser_Contrast_a
|from online.tl_hdfs_maidian_view ot inner join device_id_new
|on ot.cl_id = device_id_new.device_id
|where ot.action='on_click_diary_card'
|and ot.params['tab_name'] = '精选'
|and ot.params['page_name'] = 'home'
|and ot.cl_id regexp'1$$'
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
clk_count_newUser_Contrast_b
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_newUser_Contrast_b
|from online.tl_hdfs_maidian_view ot inner join device_id_new
|on ot.cl_id = device_id_new.device_id
|where ot.action='full_stack_click_video_card_full_screen_play'
|and ot.params['tab_name'] = '精选'
|and ot.params["card_type"]="diary"
|and ot.cl_id regexp'1$$'
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
imp_count_newUser_Contrast
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(cid_id) as imp_count_newUser_Contrast
|from data_feed_exposure_precise je inner join device_id_new
|on je.device_id = device_id_new.device_id
|where je.cid_type = 'diary'
|and je.device_id regexp'1$$'
|and je.device_id not in (select device_id from blacklist)
|and je.stat_date ='${stat_date}'
"""
.
stripMargin
)
val
clk_count_newUser_all_a
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_newUser_all_a
|from online.tl_hdfs_maidian_view ot inner join device_id_new
|on ot.cl_id = device_id_new.device_id
|where ot.action='on_click_diary_card'
|and ot.params['tab_name'] = '精选'
|and ot.params['page_name'] = 'home'
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
clk_count_newUser_all_b
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(ot.cl_id) as clk_count_newUser_all_b
|from online.tl_hdfs_maidian_view ot inner join device_id_new
|on ot.cl_id = device_id_new.device_id
|where ot.action='full_stack_click_video_card_full_screen_play'
|and ot.params['tab_name'] = '精选'
|and ot.params["card_type"]="diary"
|and ot.partition_date ='${partition_date}'
"""
.
stripMargin
)
val
imp_count_newUser_all
=
sc
.
sql
(
s
"""
|select '${stat_date}' as stat_date, count(cid_id) as imp_count_newUser_all
|from data_feed_exposure_precise je inner join device_id_new
|on je.device_id = device_id_new.device_id
|where je.cid_type = 'diary'
|and je.device_id not in (select device_id from blacklist)
|and je.stat_date ='${stat_date}'
"""
.
stripMargin
)
val
result1
=
clk_count_oldUser_Contrast_a
.
join
(
clk_count_oldUser_Contrast_b
,
"stat_date"
)
.
join
(
imp_count_oldUser_Contrast
,
"stat_date"
)
.
join
(
clk_count_oldUser_all_a
,
"stat_date"
)
.
join
(
clk_count_oldUser_all_b
,
"stat_date"
)
.
join
(
imp_count_oldUser_all
,
"stat_date"
)
.
join
(
clk_count_newUser_Contrast_a
,
"stat_date"
)
.
join
(
clk_count_newUser_Contrast_b
,
"stat_date"
)
.
join
(
imp_count_newUser_Contrast
,
"stat_date"
)
.
join
(
clk_count_newUser_all_a
,
"stat_date"
)
.
join
(
clk_count_newUser_all_b
,
"stat_date"
)
.
join
(
imp_count_newUser_all
,
"stat_date"
)
GmeiConfig
.
writeToJDBCTable
(
result1
,
"jingxuan_liebiao_CTR_Precise"
,
SaveMode
.
Append
)
}
}
}
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