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ML
ffm-baseline
Commits
c95cd883
Commit
c95cd883
authored
6 years ago
by
张彦钊
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add liuxao
parent
72bb373c
master
gyz
mr/beta/bug22
offic
rtt
test
updatedb
wzw
zhao
zhao22
No related merge requests found
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2 changed files
with
7 additions
and
3 deletions
+7
-3
feature_engineering.py
tensnsorflow/feature_engineering.py
+0
-0
ffm.py
tensnsorflow/ffm.py
+7
-3
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tensnsorflow/feature_engineering.py
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c95cd883
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tensnsorflow/ffm.py
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c95cd883
...
...
@@ -156,7 +156,8 @@ def get_data():
df
=
df
.
rename
(
columns
=
{
0
:
"y"
,
1
:
"z"
,
2
:
"stat_date"
,
3
:
"ucity_id"
,
4
:
"clevel1_id"
,
5
:
"ccity_name"
,
6
:
"device_type"
,
7
:
"manufacturer"
,
8
:
"channel"
,
9
:
"top"
,
10
:
"time"
,
11
:
"device_id"
})
print
(
"esmm data ok"
)
print
(
df
.
head
(
2
))
# print(df.head(2))
df
[
"clevel1_id"
]
=
df
[
"clevel1_id"
]
.
astype
(
"str"
)
df
[
"y"
]
=
df
[
"y"
]
.
astype
(
"str"
)
...
...
@@ -201,6 +202,8 @@ def transform(a,validate_date):
print
(
train
.
shape
)
train
.
to_csv
(
path
+
"tr.csv"
,
sep
=
"
\t
"
,
index
=
False
)
test
.
to_csv
(
path
+
"va.csv"
,
sep
=
"
\t
"
,
index
=
False
)
liuxiao
=
df
[
df
[
"device_id"
]
==
"358035085192742"
]
liuxiao
.
to_csv
(
path
+
"liuxiao.csv"
,
index
=
False
)
return
model
...
...
@@ -210,7 +213,8 @@ def get_predict_set(ucity_id,model,ccity_name,manufacturer,channel):
sql
=
"select e.y,e.z,e.label,e.ucity_id,e.clevel1_id,e.ccity_name,"
\
"u.device_type,u.manufacturer,u.channel,c.top,cid_time.time,e.device_id,e.cid_id "
\
"from esmm_pre_data e left join user_feature u on e.device_id = u.device_id "
\
"left join cid_type_top c on e.device_id = c.device_id left join cid_time on e.cid_id = cid_time.cid_id"
"left join cid_type_top c on e.device_id = c.device_id left join cid_time on e.cid_id = cid_time.cid_id "
\
"where e.device_id = '358035085192742'"
df
=
con_sql
(
db
,
sql
)
df
=
df
.
rename
(
columns
=
{
0
:
"y"
,
1
:
"z"
,
2
:
"label"
,
3
:
"ucity_id"
,
4
:
"clevel1_id"
,
5
:
"ccity_name"
,
6
:
"device_type"
,
7
:
"manufacturer"
,
8
:
"channel"
,
9
:
"top"
,
10
:
"time"
,
...
...
@@ -289,7 +293,7 @@ if __name__ == "__main__":
a
=
time
.
time
()
temp
,
validate_date
,
ucity_id
,
ccity_name
,
manufacturer
,
channel
=
get_data
()
model
=
transform
(
temp
,
validate_date
)
#
get_predict_set(ucity_id,model,ccity_name,manufacturer,channel)
get_predict_set
(
ucity_id
,
model
,
ccity_name
,
manufacturer
,
channel
)
b
=
time
.
time
()
print
(
"cost(分钟)"
)
print
((
b
-
a
)
/
60
)
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