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alpha
physical
Commits
106e9708
Commit
106e9708
authored
Oct 20, 2019
by
谢祁峰
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fix
parent
d3dbca81
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1 changed file
with
47 additions
and
13 deletions
+47
-13
collect_data.py
linucb/views/collect_data.py
+47
-13
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linucb/views/collect_data.py
View file @
106e9708
...
...
@@ -252,6 +252,40 @@ class CollectData(object):
logging
.
error
(
"get_device_tag_ctr error!"
)
return
0.001
# 用户打标签加分
# 新增四种用户兴趣分行为
# 四种日志均为后端埋点日志
def
transfer_update_recommend_tag_list
(
self
,
device_id
,
user_feature
,
user_id
,
tag_list
,
score_loop
=
1
):
if
len
(
tag_list
)
>
0
:
is_click
=
1
is_vote
=
0
reward
=
1
if
is_click
or
is_vote
else
0
# 移植老用户的lin信息到ctr特征策略
self
.
transfer_old_info2ctr_feature_key
(
device_id
)
for
i
in
range
(
score_loop
):
for
tag_id
in
tag_list
:
self
.
update_user_linucb_tag_info
(
reward
,
device_id
,
tag_id
,
user_feature
,
self
.
linucb_matrix_redis_prefix
)
# 获取tag的ctr信息
device_tag_ctr
=
self
.
get_device_tag_ctr
(
device_id
,
tag_id
)
user_feature_ctr
=
[
device_tag_ctr
,
device_tag_ctr
]
self
.
update_user_linucb_tag_info
(
reward
,
device_id
,
tag_id
,
user_feature_ctr
,
self
.
ctr_linucb_matrix_redis_prefix
)
# 更新该用户的推荐tag数据,放在 更新完成user tag行为信息之后
self
.
update_recommend_tag_list
(
device_id
,
user_feature
,
user_id
,
click_topic_tag_list
=
tag_list
,
linucb_matrix_prefix
=
self
.
linucb_matrix_redis_prefix
,
linucb_recommend_tag_prefix
=
self
.
linucb_recommend_redis_prefix
,
linucb_topic_ids_prefix
=
self
.
linucb_recommend_topic_id_prefix
,
linucb_pictorial_ids_prefix
=
self
.
linucb_recommend_pictorial_id_prefix
)
self
.
update_recommend_tag_list
(
device_id
,
user_feature
,
user_id
,
click_topic_tag_list
=
tag_list
,
linucb_matrix_prefix
=
self
.
ctr_linucb_matrix_redis_prefix
,
linucb_recommend_tag_prefix
=
self
.
ctr_linucb_recommend_redis_prefix
,
linucb_topic_ids_prefix
=
self
.
ctr_linucb_recommend_topic_id_prefix
,
linucb_pictorial_ids_prefix
=
self
.
ctr_linucb_recommend_pictorial_id_prefix
)
def
consume_data_from_kafka
(
self
,
topic_name
=
None
):
try
:
user_feature
=
[
1
,
1
]
...
...
@@ -595,37 +629,37 @@ class CollectData(object):
str
(
tag_query_results_multi
)))
# 首页搜索精准匹配标签关键字进linucb
elif
'SYS'
in
data
and
'APP'
in
data
and
'action'
in
data
[
'SYS'
]
and
\
data
[
'SYS'
][
'action'
]
==
"api/v1/cards/topic"
:
tag_name
=
raw_val_dict
[
"APP"
]
.
get
(
"query"
,
[])
"api/v1/cards/topic"
in
data
[
'SYS'
][
'action'
]
:
tag_name
=
data
[
"APP"
]
.
get
(
"query"
,
[])
tag_list
=
list
(
Tag
.
objects
.
using
(
settings
.
SLAVE1_DB_NAME
)
.
filter
(
tag
=
tag_name
)
.
values_list
(
"id"
))
device_id
=
raw_val_dict
[
"device"
][
"device
_id"
]
user_id
=
raw_val_dict
[
"user_id"
]
if
"user_id"
in
raw_val_dict
else
None
device_id
=
data
[
"SYS"
][
"cl
_id"
]
user_id
=
data
[
'SYS'
]
.
get
(
'user_id'
,
None
)
self
.
transfer_update_recommend_tag_list
(
device_id
,
user_feature
,
user_id
,
tag_list
,
5
)
# (客户端创建回答,后台创建回答或修改回答关联标签关键字进linucb
elif
'SYS'
in
data
and
'APP'
in
data
and
'action'
in
data
[
'SYS'
]
and
\
(
data
[
'SYS'
][
'action'
]
in
(
"venus/community/topic/create"
,
"venus/sun/topic/edit"
)
):
tag_ids
=
list
(
raw_val_dict
[
"APP"
]
.
get
(
"tag_ids"
,
[]))
(
"venus/community/topic/create"
in
data
[
'SYS'
][
'action'
]
or
"venus/sun/topic/edit"
in
data
[
'SYS'
][
'action'
]
):
tag_ids
=
list
(
data
[
"APP"
]
.
get
(
"tag_ids"
,
[]))
tag_list
=
list
(
Tag
.
objects
.
using
(
settings
.
SLAVE1_DB_NAME
)
.
filter
(
id__in
=
tag_ids
,
is_online
=
True
,
is_deleted
=
False
,
is_category
=
False
)
.
values_list
(
"id"
))
device_id
=
raw_val_dict
[
"device"
][
"device
_id"
]
user_id
=
raw_val_dict
[
"user_id"
]
if
"user_id"
in
raw_val_dict
else
None
device_id
=
data
[
"SYS"
][
"cl
_id"
]
user_id
=
data
[
'SYS'
]
.
get
(
'user_id'
,
None
)
self
.
transfer_update_recommend_tag_list
(
device_id
,
user_feature
,
user_id
,
tag_list
,
10
)
# 创建问题关注标签关键字进linucb
elif
'SYS'
in
data
and
'APP'
in
data
and
'action'
in
data
[
'SYS'
]
and
\
data
[
'SYS'
][
'action'
]
==
"venus/sun/pictorial/edit"
:
tag_ids
=
list
(
raw_val_dict
[
"APP"
]
.
get
(
"tag_ids"
,
[]))
"venus/sun/pictorial/edit"
in
data
[
'SYS'
][
'action'
]
:
tag_ids
=
list
(
data
[
"APP"
]
.
get
(
"tag_ids"
,
[]))
tag_list
=
list
(
Tag
.
objects
.
using
(
settings
.
SLAVE1_DB_NAME
)
.
filter
(
id__in
=
tag_ids
,
is_online
=
True
,
is_deleted
=
False
,
is_category
=
False
)
.
values_list
(
"id"
))
device_id
=
raw_val_dict
[
"device"
][
"device
_id"
]
user_id
=
raw_val_dict
[
"user_id"
]
if
"user_id"
in
raw_val_dict
else
None
device_id
=
data
[
"SYS"
][
"cl
_id"
]
user_id
=
data
[
'SYS'
]
.
get
(
'user_id'
,
None
)
self
.
transfer_update_recommend_tag_list
(
device_id
,
user_feature
,
user_id
,
tag_list
,
20
)
...
...
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