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ML
ffm-baseline
Commits
f0ee3a34
Commit
f0ee3a34
authored
Oct 17, 2018
by
高雅喆
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add node2vec/stat/
parent
f781cf48
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node2vec_ctr.py
eda/node2vec/stat/node2vec_ctr.py
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eda/node2vec/stat/node2vec_ctr.py
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f0ee3a34
# -*- coding: UTF-8 -*-
import
time
import
pymysql
import
datetime
def
con_sql
(
sql
):
#从数据库的表里获取数据
"""
:type sql : str
:rtype : tuple
"""
db
=
pymysql
.
connect
(
host
=
'10.66.157.22'
,
port
=
4000
,
user
=
'root'
,
passwd
=
'3SYz54LS9#^9sBvC'
,
db
=
'jerry_prod'
)
cursor
=
db
.
cursor
()
cursor
.
execute
(
sql
)
result
=
cursor
.
fetchall
()
db
.
close
()
return
result
def
get_yesterday_date
():
#自动获取昨天的日期,如"2018-08-08"
"""
:rtype : str
"""
today
=
datetime
.
date
.
today
()
yesterday
=
today
-
datetime
.
timedelta
(
days
=
1
)
yesterday
=
yesterday
.
strftime
(
"
%
Y-
%
m-
%
d"
)
return
yesterday
OUTPUT_PATH
=
"/data2/models/eda/node2vec/"
class
GrayStat
(
object
):
def
__init__
(
self
,
cid_type
,
uid_type
,
ndays
=
get_yesterday_date
()):
"""
cid_type : diary,answer,question
uid_type : 8:_8结尾;6:_6结尾;6|8:_6或者_8结尾;^68:不是6或者8结尾的
ndays : '2018-08-30'....
"""
self
.
cid_type
=
cid_type
self
.
uid_type
=
uid_type
self
.
ndays
=
ndays
def
get_uid_count
(
self
):
sql
=
"select count(distinct(device_id)) from data_feed_click
\
where stat_date='{0}'
\
and (cid_type='{1}' or cid_type='diary_video')
\
and device_id regexp '[{2}]$'
\
and device_id in
\
(select device_id
\
from nd_device_cid_similarity_matrix_tmp)
\
and device_id not in (select distinct(device_id) from jerry_test.bl_device_list)
\
and device_id not in (select distinct(device_id) from jerry_prod.blacklist)"
.
format
(
self
.
ndays
,
\
self
.
cid_type
,
self
.
uid_type
)
uid_count
=
con_sql
(
sql
)[
0
][
0
]
return
uid_count
def
get_uid_clk_times
(
self
):
sql
=
"select count(device_id) from data_feed_click
\
where stat_date='{0}'
\
and (cid_type='{1}' or cid_type='diary_video')
\
and device_id regexp '[{2}]$'
\
and device_id in
\
(select device_id
\
from nd_device_cid_similarity_matrix_tmp)
\
and device_id not in (select distinct(device_id) from jerry_test.bl_device_list)
\
and device_id not in (select distinct(device_id) from jerry_prod.blacklist)"
.
format
(
self
.
ndays
,
\
self
.
cid_type
,
self
.
uid_type
)
uid_clk_times
=
con_sql
(
sql
)[
0
][
0
]
return
uid_clk_times
def
get_uid_imp_times
(
self
):
sql
=
"select count(device_id) from data_feed_exposure
\
where stat_date='{0}'
\
and cid_type='{1}'
\
and device_id regexp '[{2}]$'
\
and device_id in
\
(select device_id
\
from nd_device_cid_similarity_matrix_tmp)
\
and device_id not in (select distinct(device_id) from jerry_test.bl_device_list)
\
and device_id not in (select distinct(device_id) from jerry_prod.blacklist)"
.
format
(
self
.
ndays
,
\
self
.
cid_type
,
self
.
uid_type
)
uid_imp_times
=
con_sql
(
sql
)[
0
][
0
]
return
uid_imp_times
class
AllStat
(
object
):
def
__init__
(
self
,
cid_type
,
uid_type
,
ndays
=
get_yesterday_date
()):
"""
cid_type : diary,answer,question
uid_type : 8:_8结尾;6:_6结尾;6|8:_6或者_8结尾;^68:不是6或者8结尾的
ndays : '2018-08-30'....
"""
self
.
cid_type
=
cid_type
self
.
uid_type
=
uid_type
self
.
ndays
=
ndays
def
get_uid_count
(
self
):
sql
=
"select count(distinct(device_id)) from data_feed_click
\
where stat_date='{0}'
\
and (cid_type='{1}' or cid_type='diary_video')
\
and device_id regexp '[{2}]$'
\
and device_id not in (select distinct(device_id) from jerry_test.bl_device_list)
\
and device_id not in (select distinct(device_id) from jerry_prod.blacklist)"
.
format
(
self
.
ndays
,
\
self
.
cid_type
,
self
.
uid_type
)
uid_count
=
con_sql
(
sql
)[
0
][
0
]
return
uid_count
def
get_uid_clk_times
(
self
):
sql
=
"select count(device_id) from data_feed_click
\
where stat_date='{0}'
\
and (cid_type='{1}' or cid_type='diary_video')
\
and device_id regexp '[{2}]$'
\
and device_id not in (select distinct(device_id) from jerry_test.bl_device_list)
\
and device_id not in (select distinct(device_id) from jerry_prod.blacklist)"
.
format
(
self
.
ndays
,
\
self
.
cid_type
,
self
.
uid_type
)
uid_clk_times
=
con_sql
(
sql
)[
0
][
0
]
return
uid_clk_times
def
get_uid_imp_times
(
self
):
sql
=
"select count(device_id) from data_feed_exposure
\
where stat_date='{0}'
\
and cid_type='{1}'
\
and device_id regexp '[{2}]$'
\
and device_id not in (select distinct(device_id) from jerry_test.bl_device_list)
\
and device_id not in (select distinct(device_id) from jerry_prod.blacklist)"
.
format
(
self
.
ndays
,
\
self
.
cid_type
,
self
.
uid_type
)
uid_imp_times
=
con_sql
(
sql
)[
0
][
0
]
return
uid_imp_times
def
main
():
output
=
OUTPUT_PATH
+
"ctr.csv"
with
open
(
output
,
"a+"
)
as
f
:
print
(
"stat"
+
" "
+
get_yesterday_date
())
g_class
=
GrayStat
(
"diary"
,
"3|4"
)
a_class
=
AllStat
(
"diary"
,
"3|4"
)
line1
=
str
(
g_class
.
get_uid_count
())
+
","
+
str
(
g_class
.
get_uid_imp_times
())
+
","
+
str
(
g_class
.
get_uid_clk_times
())
line2
=
str
(
a_class
.
get_uid_count
())
+
","
+
str
(
a_class
.
get_uid_imp_times
())
+
","
+
str
(
a_class
.
get_uid_clk_times
())
g_ctr
=
g_class
.
get_uid_clk_times
()
/
g_class
.
get_uid_imp_times
()
a_ctr
=
a_class
.
get_uid_clk_times
()
/
a_class
.
get_uid_imp_times
()
growth_rate
=
(
g_ctr
-
a_ctr
)
/
a_ctr
coverage_rate
=
g_class
.
get_uid_count
()
/
a_class
.
get_uid_count
()
line
=
get_yesterday_date
()
+
","
+
str
(
round
(
g_ctr
*
100
,
2
))
+
'
%
'
+
","
+
str
(
round
(
a_ctr
*
100
,
2
))
+
'
%
'
+
","
+
\
str
(
round
(
growth_rate
*
100
,
2
))
+
'
%
'
+
","
+
line1
+
","
+
line2
+
","
+
str
(
round
(
coverage_rate
*
100
,
2
))
+
"
%
"
+
"
\n
"
f
.
write
(
line
)
if
__name__
==
'__main__'
:
main
()
\ No newline at end of file
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